migrate from axentx

items/20260527T190319Z/batch.json

@@ -0,0 +1,81 @@
+{
+  "cycle_timestamp": "20260527T190319Z",
+  "count": 2,
+  "items": [
+    {
+      "url": "https://blog.codepen.io/2025/09/16/409-our-own-script-injection/",
+      "source": "rss/codepen_picks",
+      "title": "409: Our Own Script Injection",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "minimal",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "Cloudflare Workers",
+        "HTMLRewriter",
+        "script injection",
+        "frontend optimization",
+        "developer workflow"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีใช้ Cloudflare Worker & HTMLRewriter เพื่อแทรกสคริปต์ในตัวอย่าง Pens",
+      "summary_en": "Teaches how to use Cloudflare Workers and HTMLRewriter to inject a script tag into preview renders",
+      "keywords": [
+        "cloudflare-worker",
+        "htmlrewriter",
+        "script-injection",
+        "frontend",
+        "preview"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "html_css",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://blog.codepen.io/2025/09/15/chris-corner-terminological-fading/",
+      "source": "rss/codepen_picks",
+      "title": "Chris’ Corner: Terminological Fading",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "informal|conversational|technical",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "technical writing",
+        "web development",
+        "server-side JavaScript"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนโค้ด JavaScript บนฝั่งเซิร์ฟเวอร์",
+      "summary_en": "Server-side JavaScript coding craft discussion",
+      "keywords": [
+        "JavaScript",
+        "server-side",
+        "web development",
+        "CDN"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "html_css",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
+  ]
+}

items/20260528T011905Z/batch.json

@@ -0,0 +1,124 @@
+{
+  "cycle_timestamp": "20260528T011905Z",
+  "count": 3,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/cm2yub/what_gear_should_i_buy_what_is_this_piece_of_gear/",
+      "source": "rss/r_cinematography",
+      "title": "What Gear Should I Buy? What Is This Piece Of Gear? What Does This Term Mean? CHECK HERE FIRST! We have answers to the most commonly asked questions right here in /r/Cinematography's Official FAQ",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informative|instructional",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "cinematography",
+        "gear",
+        "lighting",
+        "composition",
+        "learning",
+        "FAQ"
+      ],
+      "thai_context": false,
+      "summary_thai": "คำแนะนำเกี่ยวกับอุปกรณ์กล้องและเลนส์ พร้อมคำอธิบายศัพท์และเคล็ดลับการถ่ายทำภาพยนตร์",
+      "summary_en": "Guide to camera and lens gear, terminology, and basic cinematography techniques for beginners",
+      "keywords": [
+        "cinematography",
+        "gear",
+        "lighting",
+        "composition",
+        "FAQ"
+      ],
+      "classifier_model": "groq/openai/gpt-oss-20b",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tp9gob/bts_vs_final_shot_groundlevel_tracking_with_zero/",
+      "source": "rss/r_filmmakers",
+      "title": "BTS vs. Final Shot — ground-level tracking with zero crew",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "robotics",
+        "filmmaking",
+        "motion_tracking",
+        "zero_crew",
+        "ground_level_footage"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำเทคนิคการติดตามวิดีโอด้วยหุ่นยนต์ที่ต่ำระดับเท้า",
+      "summary_en": "Shows how to use a robot for ground-level tracking in filmmaking",
+      "keywords": [
+        "robotic_camera",
+        "motion_tracking",
+        "filmmaking_technique",
+        "zero_crew",
+        "ground_level_footage"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Frontend/comments/1to8c8e/i_build_an_htmlfirst_reactive_framework_no_js/",
+      "source": "rss/r_frontend",
+      "title": "I build an HTML-first reactive framework (no JS required on your end) called NoJS",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "minimal|declarative|html-first",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "reactive UI",
+        "no-JS framework",
+        "HTML attributes",
+        "frontend prototyping",
+        "lightweight design"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีสร้างเฟรมเวิร์ก HTML‑first แบบ Reactive ที่ไม่ต้องใช้ JavaScript บนฝั่งผู้ใช้",
+      "summary_en": "Demonstrates building a lightweight HTML‑first reactive framework (NoJS) without client‑side JavaScript.",
+      "keywords": [
+        "NoJS",
+        "reactive HTML",
+        "frontend",
+        "declarative UI",
+        "lightweight framework"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
+  ]
+}

items/20260528T110419Z/batch.json

@@ -0,0 +1,409 @@
+{
+  "cycle_timestamp": "20260528T110419Z",
+  "count": 11,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tprknr/lighting_tips_for_this_interview_angle/",
+      "source": "rss/r_cinematography",
+      "title": "Lighting tips for this interview angle",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "lighting",
+        "interview",
+        "videography",
+        "cinematography"
+      ],
+      "thai_context": false,
+      "summary_thai": "เทคนิคการจัดแสงสำหรับการถ่ายสัมภาษณ์",
+      "summary_en": "Lighting techniques for interview videography",
+      "keywords": [
+        "lighting",
+        "interview",
+        "videography",
+        "cinematography"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tpv07g/looking_for_german_filmmakers/",
+      "source": "rss/r_filmmakers",
+      "title": "Looking for german Filmmakers",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "film production",
+        "collaboration",
+        "pitching"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับการผลิตภาพยนตร์และการทำงานร่วมกัน",
+      "summary_en": "Discussion on film production and collaboration",
+      "keywords": [
+        "film production",
+        "collaboration",
+        "pitching",
+        "scriptwriting"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tpur1u/how_can_i_possibly_get_experience_in_my_fields_of/",
+      "source": "rss/r_filmmakers",
+      "title": "How can I possibly get experience in my field(s) of interest?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 1,
+      "estimated_quality": 1,
+      "nsfw_level": 0,
+      "themes": [
+        "career",
+        "film_production",
+        "skill_development",
+        "motivation",
+        "equipment_constraints"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำวิธีหาโอกาสทำงานด้านการผลิตภาพยนตร์เมื่อไม่มีอุปกรณ์",
+      "summary_en": "Advice on gaining experience in film production with limited resources",
+      "keywords": [
+        "career",
+        "film_production",
+        "skill_development"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tpylq8/put_panavision_65mm_glass_on_the_blackmagic_17k/",
+      "source": "rss/r_filmmakers",
+      "title": "Put Panavision 65mm glass on the Blackmagic 17K for the first time — test footage",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "camera technology",
+        "lens",
+        "sensor",
+        "video production",
+        "innovation",
+        "test footage"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำการใช้เลนส์ Panavision 65mm กับ Blackmagic 17K เพื่อสร้างภาพวิดีโอคุณภาพสูง",
+      "summary_en": "Shows how to mount Panavision 65mm lenses on a Blackmagic 17K camera for high‑quality video test footage.",
+      "keywords": [
+        "Panavision",
+        "Blackmagic",
+        "video",
+        "lens",
+        "sensor"
+      ],
+      "classifier_model": "pollinations/openai",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/graphic_design/comments/1tpuayq/data_scientist_am_i_naive_i_just_dont_see_how_ai/",
+      "source": "rss/r_graphic_design",
+      "title": "Data scientist. Am I naive? I just don't see how AI is a replacement for graphics designers.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "critical",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "AI",
+        "graphic design",
+        "vector illustration",
+        "Affinity Designer",
+        "bioinformatics"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทวิจารณ์เกี่ยวกับ AI ในการออกแบบกราฟิก",
+      "summary_en": "Critique of AI's role in graphic design",
+      "keywords": [
+        "AI",
+        "graphics",
+        "vector",
+        "Affinity Designer",
+        "bioinformatics"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1tpw72p/all_the_ads_placement_after_4_hrs_mark_is_not/",
+      "source": "rss/r_partneredyoutube",
+      "title": "all the ADS placement after 4 hrs mark is not accepted by YouTube (shown in red)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "ads placement",
+        "video creation"
+      ],
+      "thai_context": false,
+      "summary_thai": "การวางโฆษณาหลังจาก 4 ชั่วโมงใน YouTube ไม่ได้รับการยอมรับ",
+      "summary_en": "ADS placement after 4 hrs mark not accepted by YouTube",
+      "keywords": [
+        "YouTube",
+        "ads placement",
+        "video creation"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1tpv8d2/for_a_music_channel_is_510_retention_rate_ok_or/",
+      "source": "rss/r_partneredyoutube",
+      "title": "For a music channel, is 5-10% retention rate OK or too low?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube metrics",
+        "retention rate",
+        "music channel",
+        "content strategy",
+        "audience behavior"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำวิธีเพิ่ม retention บนช่อง YouTube ที่ทำเพลงฝึกซ้อม",
+      "summary_en": "Tips for improving audience retention on a workout music YouTube channel",
+      "keywords": [
+        "retention",
+        "music_channel",
+        "YouTube_metrics"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tpxb2q/audiocontext_not_working_after_rapid_page/",
+      "source": "rss/r_web_dev",
+      "title": "AudioContext not working after rapid page refreshes",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "minimal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "WebAudio",
+        "BugFix",
+        "PerformanceOptimization",
+        "FrontendDebugging"
+      ],
+      "thai_context": false,
+      "summary_thai": "วิธีแก้ปัญหา AudioContext ไม่ทำงานเมื่อรีเฟรชหน้าเว็บเ���็ว",
+      "summary_en": "Fix for AudioContext failing after rapid page refreshes.",
+      "keywords": [
+        "AudioContext",
+        "WebAudioAPI",
+        "bugfix",
+        "frontend",
+        "performance"
+      ],
+      "classifier_model": "pollinations/openai",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tpxc9t/reviewing_large_changes_with_jujutsu_ben_gesoff/",
+      "source": "rss/r_web_dev",
+      "title": "Reviewing large changes with Jujutsu - Ben Gesoff",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "code review",
+        "frontend development",
+        "best practices"
+      ],
+      "thai_context": false,
+      "summary_thai": "การรีวิวโค้ดขนาดใหญ่ด้วย Jujutsu",
+      "summary_en": "Reviewing large code changes with Jujutsu",
+      "keywords": [
+        "code review",
+        "frontend development",
+        "Jujutsu"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tpx39x/struggling_with_a_page_count/",
+      "source": "rss/r_writing",
+      "title": "Struggling with a page count",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal| conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing",
+        "horror",
+        "short stories",
+        "page count",
+        "publishing"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนหนังสือสั้นและจำนวนหน้า",
+      "summary_en": "Crafting a book of short horror stories and page count considerations",
+      "keywords": [
+        "writing craft",
+        "short stories",
+        "horror",
+        "publishing"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tpzha8/block_quotation_within_footnote_cmos/",
+      "source": "rss/r_writing",
+      "title": "Block quotation within footnote (CMOS)",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "academic_writing",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "writing_craft",
+        "citation",
+        "translation"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนอ้างอิงในเชิงอรรถศาสตร์",
+      "summary_en": "Formatting block quotations within footnotes in academic writing",
+      "keywords": [
+        "academic_writing",
+        "citation",
+        "footnotes"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    }
+  ]
+}

items/20260528T144224Z/batch.json

@@ -0,0 +1,194 @@
+{
+  "cycle_timestamp": "20260528T144224Z",
+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1tq2hbo/shorts_killed_my_long_form_views/",
+      "source": "rss/r_partneredyoutube",
+      "title": "Shorts killed my long form views",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "Shorts",
+        "View Jail",
+        "Content Strategy",
+        "Long-form Views",
+        "Algorithm"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำวิธีจัดการ Shorts เพื่อไม่ทำลายยอดวิวของวิดีโอลงสั้น",
+      "summary_en": "Advice on managing Shorts to avoid harming long‑form view counts",
+      "keywords": [
+        "YouTube Shorts",
+        "view jail",
+        "content strategy",
+        "long‑form",
+        "algorithm"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tq2gkr/what_do_you_think_is_missing_in_screenplay_editors/",
+      "source": "rss/r_screenwriting",
+      "title": "What do you think is missing in screenplay editors?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "screenwriting",
+        "editor features",
+        "AI-assisted writing"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับฟีเจอร์ที่ต้องการในโปรแกรมแก้ไขบทภาพยนตร์",
+      "summary_en": "Discussion on desired features in screenplay editors",
+      "keywords": [
+        "screenwriting",
+        "editor features",
+        "AI-assisted writing"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1tq4hsq/hello_i_got_a_video_with_over_half_a_million/",
+      "source": "rss/r_tiktok",
+      "title": "Hello, I got a video with over half a million views but only 300 followers from it. What's up with that?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video_creation",
+        "social_media",
+        "engagement"
+      ],
+      "thai_context": false,
+      "summary_thai": "วิดีโอที่มีผู้ชมกว่า 500,000 คน แต่มีผู้ติดตามเพียง 300 คน",
+      "summary_en": "Video with 500k views but only 300 followers, discussion on video crafting",
+      "keywords": [
+        "video_craft",
+        "social_media",
+        "engagement"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://lithub.com/do-indians-still-exist-on-intergenerational-trauma-and-indigenous-resilience/",
+      "source": "rss/lit_hub",
+      "title": "“Do Indians Still Exist?” On Intergenerational Trauma and Indigenous Resilience",
+      "lora_target": "axentx-creative-video",
+      "modality": "fiction_text",
+      "style": "evocative reflective",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "indigenous",
+        "intergenerational trauma",
+        "resilience",
+        "identity",
+        "colonial legacy",
+        "memory"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทความสั้นนี้สอนการใช้บรรยากาศและภาพถ่ายเพื่อสื่อความรู้สึกเกี่ยวกับความทรงจำของชนพื���นเมือง",
+      "summary_en": "This short piece teaches how to weave evocative imagery and reflective tone to discuss indigenous trauma and resilience",
+      "keywords": [
+        "indigenous",
+        "trauma",
+        "resilience",
+        "identity",
+        "memory",
+        "colonialism"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tpy56g/open_a_new_channel_or_stay_on_the_old_one/",
+      "source": "rss/r_NewTubers",
+      "title": "Open a new channel or stay on the old one?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual|diary-like|personal",
+      "complexity": 2,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "creativity",
+        "self-doubt",
+        "channel management",
+        "video production",
+        "animation",
+        "artist struggles"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างสรรค์งานวิดีโอและความมั่นใจ",
+      "summary_en": "Video production and self-confidence",
+      "keywords": [
+        "video production",
+        "animation",
+        "channel management",
+        "creativity"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260528T181758Z/batch.json

@@ -0,0 +1,79 @@
+{
+  "cycle_timestamp": "20260528T181758Z",
+  "count": 2,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tq838h/what_it_takes_to_stay_in_vfx_my_take/",
+      "source": "rss/r_filmmakers",
+      "title": "What it takes to stay in VFX (my take)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual",
+      "complexity": 3,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "VFX career sustainability",
+        "tool adoption",
+        "mindset",
+        "practical vs digital",
+        "industry trends",
+        "curiosity"
+      ],
+      "thai_context": false,
+      "summary_thai": "โพสต์นี้สอนวิธีอยู่รอดในวงการ VFX โดยเน้นการเรียนรู้ต่อเนื่อง ความเชี่ยวชาญเครื่องมือ และความอยากรู้อยากเห็น",
+      "summary_en": "This post teaches staying in VFX by emphasizing continuous learning, tool mastery, and maintaining curiosity",
+      "keywords": [
+        "VFX",
+        "career",
+        "tool adoption"
+      ],
+      "classifier_model": "pollinations/openai",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tq95dh/which_website_builder_quick_but_professional/",
+      "source": "rss/r_web_dev",
+      "title": "Which website builder? Quick but professional",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "web development",
+        "website builder",
+        "frontend"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างเว็บไซต์อย่างรวดเร็วและมืออาชีพโดยไม่ต้องใช้โค้ด",
+      "summary_en": "Quick and professional website creation without coding",
+      "keywords": [
+        "website builder",
+        "frontend",
+        "no code"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
+  ]
+}

items/20260528T215035Z/batch.json

@@ -0,0 +1,655 @@
+{
+  "cycle_timestamp": "20260528T215035Z",
+  "count": 17,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tqcino/how_different_is_your_first_draft_compared_to_the/",
+      "source": "rss/r_fanfiction",
+      "title": "How different is your first draft compared to the final version?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing process",
+        "drafts",
+        "revision",
+        "fanfiction"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับความแตกต่างระหว่างฉบับร่างและฉบับสุดท้ายในงานเขียนแฟนฟิค",
+      "summary_en": "Discussion on the differences between first drafts and final versions in fanfiction writing.",
+      "keywords": [
+        "writing process",
+        "fanfiction",
+        "drafting",
+        "revision"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/graphic_design/comments/1tqeosv/how_do_you_decide_which_references_make_it_into/",
+      "source": "rss/r_graphic_design",
+      "title": "How do you decide which references make it into the client moodboard",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "design_process",
+        "brand_identity",
+        "visual_research",
+        "client_communication",
+        "creativity"
+      ],
+      "thai_context": false,
+      "summary_thai": "การตัดสินใจเลือกข้อมูลอ้างอิงสำหรับบอร์ดอารมณ์ของลูกค้า",
+      "summary_en": "Deciding which references make it into the client moodboard",
+      "keywords": [
+        "moodboard",
+        "visual_research",
+        "design_process",
+        "brand_identity",
+        "client_communication"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UI_Design/comments/1tqbkb5/built_a_tool_to_help_people_finish_projects_and/",
+      "source": "rss/r_ui_design",
+      "title": "Built a tool to help people finish projects, and UI is the part I'm least sure about. Roast it.",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "minimal",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "project management",
+        "UI design",
+        "state management",
+        "user experience",
+        "analytics",
+        "avatar system"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทเรียนการออกแบบ UI สำหรับเครื่องมือช่วยให้ผู้ใช้จัดการโปรเจกต์",
+      "summary_en": "UI design guidance for a project management tool",
+      "keywords": [
+        "UI",
+        "project management",
+        "user experience"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1tqfc6q/ux_in_one_meme/",
+      "source": "rss/r_uxdesign",
+      "title": "UX in one meme",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "conversational, reflective, explanatory",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "UX design",
+        "user workflow",
+        "design rationale",
+        "problem solving",
+        "intuitiveness",
+        "user empathy"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนให้เข้าใจว่าการออกแบบ UX ต้องเข้าใจบริบทและปัญหาจริง ไม่ใช่แค่ความสวยงาม",
+      "summary_en": "Teaches that UX design requires understanding context and real problems beyond just visual polish.",
+      "keywords": [
+        "UX",
+        "design rationale",
+        "user workflow"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1tqfojy/what_to_do_when_ai_becomes_your_user/",
+      "source": "rss/r_uxdesign",
+      "title": "What to do when AI becomes your user?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "thoughtful",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "AI UX",
+        "automation",
+        "future of work",
+        "user research",
+        "design strategy",
+        "AI integration"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาบทเรียนเกี่ยวกับ UX ในสภาพแวดล้อมที่ AI เป็นผู้ใช้",
+      "summary_en": "Discussion on UX role when AI becomes the primary user",
+      "keywords": [
+        "AI UX",
+        "automation",
+        "future of work"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tqg4df/wp_there_was_once_a_boy_born_with_the_curse_of/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] There was once a boy born with the curse of abandoning. Minds would go blank, people would abandon the boy, and then once he was out of their sight they would struggle to understand what they jus",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "dark_fantasy, atmospheric, lyrical",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "curse",
+        "abandonment",
+        "memory",
+        "loneliness",
+        "mystery",
+        "human connection"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการเขียนเรื่องสั้นแนวดาร์กแฟนตาซีที่เน้นบรรยากาศและธีมความเหงา",
+      "summary_en": "Teaches dark fantasy short fiction writing emphasizing atmosphere and themes of abandonment and connection.",
+      "keywords": [
+        "curse",
+        "abandonment",
+        "dark fantasy",
+        "memory",
+        "loneliness"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tqbwp2/wp_you_were_a_gangster_who_thought_you_owned_the/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] You were a gangster who thought you owned the streets. Then you got shot and died. Now you’re a ghost, forced to watch the world move on from the street corner you died for.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "dark_noir",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 1,
+      "themes": [
+        "death",
+        "gangster",
+        "ghost",
+        "regret",
+        "street life",
+        "afterlife"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนเรื่องราวสั้นเกี่ยวกับแก๊งสเตอร์ที่ตายและกลายเป็นผี",
+      "summary_en": "Writing a short story about a gangster who dies and becomes a ghost",
+      "keywords": [
+        "fiction",
+        "writing",
+        "craft",
+        "storytelling",
+        "gangster",
+        "ghost story"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tqhf5h/wp_you_and_your_twin_siblings_are_confusing/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] You and your twin siblings are confusing superhumans. one of you is very tall and muscular but has Psionic powers and you are smaller and short but have super human physical abilities",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "superhero_fiction",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "superhero",
+        "twin_siblings",
+        "psionic_powers",
+        "superhuman_physical_abilities",
+        "confusion"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเขียนนิยาย superhero ที่มีพลังพิเศษ",
+      "summary_en": "Exemplar of superhero fiction with special powers",
+      "keywords": [
+        "superhero",
+        "fiction",
+        "special_powers",
+        "twin_siblings"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/youtubers/comments/1tqfe4n/any_editing_tips_for_vegas_pro_or_would_it_be/",
+      "source": "rss/r_youtubers",
+      "title": "Any editing tips for Vegas Pro? Or would it be better to switch to a different video editor?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video editing",
+        "software comparison",
+        "content creation",
+        "tools and plugins",
+        "microphone setup"
+      ],
+      "thai_context": false,
+      "summary_thai": "คำแนะนำเกี่ยวกับการตัดต่อวิดีโอใน Vegas Pro และการตั้งค่าไมโครโฟน Hyper X",
+      "summary_en": "Tips for video editing in Vegas Pro and setting up a Hyper X microphone.",
+      "keywords": [
+        "Vegas Pro",
+        "video editing",
+        "content creation",
+        "microphone setup",
+        "plugins"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/youtubers/comments/1tqfrom/youtube_unfairly_delete_my_video_is_there_any_way/",
+      "source": "rss/r_youtubers",
+      "title": "YouTube unfairly delete my video. Is there any way to fix this?",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube policy",
+        "video deletion",
+        "content creation",
+        "appeals process",
+        "animal cruelty",
+        "creator rights"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างข้อมูลเกี่ยวกับการลบวิดีโอใน YouTube",
+      "summary_en": "Discusses the process and implications of video deletion on YouTube.",
+      "keywords": [
+        "YouTube",
+        "video deletion",
+        "content creator",
+        "appeal"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tqh49p/currently_i_am_getting_20k_to_200k_views_on_my/",
+      "source": "rss/r_NewTubers",
+      "title": "Currently I am getting 20k to 200k views on my new shorts YouTube channel, should I also start posting long form content?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational|informal|practical",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube content strategy",
+        "shorts vs long form",
+        "audience growth",
+        "collaboration",
+        "video marketing"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเชิงปฏิบัติเกี่ยวกับกลยุทธ์การสร้างเนื้อหาวิดีโอใน YouTube Shorts และการขยายสู่วิดีโอยาว",
+      "summary_en": "A practical discussion on YouTube Shorts content strategy and expanding into long-form videos.",
+      "keywords": [
+        "YouTube Shorts",
+        "long form content",
+        "channel growth",
+        "collaboration",
+        "video strategy"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tqd3o4/confused_about_video_length_limits/",
+      "source": "rss/r_NewTubers",
+      "title": "Confused About Video Length Limits",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, inquisitive",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "video length limits",
+        "YouTube upload",
+        "video processing",
+        "platform constraints",
+        "content creation",
+        "video hosting"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายข้อจำกัดความยาววิดีโอและเทคนิคการอัปโหลดบน YouTube",
+      "summary_en": "Discussion about video length limits and uploading techniques on YouTube.",
+      "keywords": [
+        "video length",
+        "YouTube upload",
+        "processing limits"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tq6anc/need_advice_on_using_pokemon_images_in_videos/",
+      "source": "rss/r_NewTubers",
+      "title": "Need advice on using Pokemon images in videos",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "copyright",
+        "fair_use",
+        "pokemon",
+        "video_creation",
+        "attribution"
+      ],
+      "thai_context": false,
+      "summary_thai": "การใช้ภาพโปเกมอนในวิดีโอ",
+      "summary_en": "Using Pokemon images in videos",
+      "keywords": [
+        "pokemon",
+        "video",
+        "images",
+        "copyright",
+        "fair_use"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tqely9/testing_animations_animal_running_guide_lines/",
+      "source": "rss/r_animation",
+      "title": "Testing animations [animal running guide lines / ball animation ]",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "lineart",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "lineart",
+        "Procreate",
+        "guide lines",
+        "ball animation",
+        "smooth"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนเทคนิคการทำแอนิเมชันด้วย Procreate แบบลายเส้นเรียบ",
+      "summary_en": "Teaches smooth line animation techniques in Procreate",
+      "keywords": [
+        "Procreate",
+        "animation",
+        "lineart"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1tq7b6d/are_hate_comments_normal_on_ao3/",
+      "source": "rss/r_ao3",
+      "title": "Are hate comments normal on ao3?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal| conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "community",
+        "feedback",
+        "writing",
+        "fandom",
+        "online platforms",
+        "fanfiction"
+      ],
+      "thai_context": false,
+      "summary_thai": "การจัดการความคิดเห็นที่ไม่ดีบนแพลตฟอร์ม fanfiction",
+      "summary_en": "Managing hate comments on fanfiction platforms",
+      "keywords": [
+        "fanfiction",
+        "community management",
+        "hate comments",
+        "AO3"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1tqh4q4/is_it_really_that_horrible_to_delete_a_fanfic_you/",
+      "source": "rss/r_ao3",
+      "title": "Is it really that horrible to delete a fanfic you wrote?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal|personal|reflective",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing",
+        "fanfiction",
+        "embarrassment",
+        "growth",
+        "self-improvement"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนแฟนฟิคและการลบงานเขียน",
+      "summary_en": "Writing fanfiction, deleting embarrassing work, and lessons learned",
+      "keywords": [
+        "fanfiction",
+        "writing",
+        "craft",
+        "self-improvement"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/CreatorsAdvice/comments/1tqgzmx/reels_stuck_with_less_than_1k_views/",
+      "source": "rss/r_creatorsadvice",
+      "title": "Reels stuck with less than 1k views",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "social media",
+        "content creation",
+        "adult content",
+        "censorship",
+        "community building"
+      ],
+      "thai_context": false,
+      "summary_thai": "ผู้สร้างเนื้อหาสื่อดิจิทัลแบ่งปันประสบการณ์ในการสร้างเนื้อหาที่เหมาะสม",
+      "summary_en": "Content creators share experiences on creating suitable content",
+      "keywords": [
+        "content creation",
+        "social media",
+        "adult content"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "adult_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 18,
+        "default_lora_routing": "adult",
+        "theme_hints": [
+          "industry_trade"
+        ]
+      }
+    }
+  ]
+}

items/20260529T012330Z/batch.json

@@ -0,0 +1,448 @@
+{
+  "cycle_timestamp": "20260529T012330Z",
+  "count": 12,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tqlisb/ben_solokylo_ren_lives_au_fanfics/",
+      "source": "rss/r_fanfiction",
+      "title": "Ben Solo/Kylo Ren lives AU fanfics",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "fanfic",
+        "Star Wars",
+        "alternate timeline",
+        "AU fanfics"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทความเกี่ยวกับแฟนฟิค",
+      "summary_en": "Star Wars fanfic discussion",
+      "keywords": [
+        "fanfic",
+        "Star Wars",
+        "AU"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tqlb7i/short_film_idea_missionaries_as_comedic/",
+      "source": "rss/r_filmmakers",
+      "title": "Short film idea: Missionaries as comedic subjects—where's the line?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "comedy",
+        "film",
+        "missionaries",
+        "satire",
+        "humor",
+        " boundaries"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างภาพยนตร์สั้นที่มีนักสอนศาสนาเป็นตัวละครตลก",
+      "summary_en": "Crafting a short film with comedic missionary subjects",
+      "keywords": [
+        "short film",
+        "comedy",
+        "missionaries",
+        "film craft",
+        "scriptwriting"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tqiwoq/lighting_setup_for_dance_videos_and_color/",
+      "source": "rss/r_filmmakers",
+      "title": "Lighting Setup for dance videos? And color correction?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "practical|cinematic|technical",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "lighting setup",
+        "dance video",
+        "color correction",
+        "camera movement",
+        "video production",
+        "post-processing"
+      ],
+      "thai_context": false,
+      "summary_thai": "คำแนะนำและเทคนิคการจัดแสงและแก้ไขสีสำหรับถ่ายวิดีโอเต้นรำในสตูดิโอ",
+      "summary_en": "Tips and technical discussion on lighting and color correction for shooting dance videos in a studio setting.",
+      "keywords": [
+        "lighting",
+        "color correction",
+        "dance video"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/graphic_design/comments/1tqj12o/i_need_your_honest_advice_which_works_well_for/",
+      "source": "rss/r_graphic_design",
+      "title": "I need your honest advice which works well for Design platforms. Currently restructuring my approach",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "informal_advice",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "design_platforms",
+        "restructuring_approach",
+        "cover_design",
+        "case_studies"
+      ],
+      "thai_context": false,
+      "summary_thai": "การปรับปรุงแนวทางการออกแบบแพลตฟอร์ม",
+      "summary_en": "Improving design approach for platforms",
+      "keywords": [
+        "design_platforms",
+        "cover_design",
+        "case_studies",
+        "restructuring_approach"
+      ],
+      "classifier_model": "openrouter/meta-llama/llama-3.3-70b-instruct:free",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tqmanj/feedback_appreciated_the_spitterfeature36_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Feedback appreciated: The Spitter(Feature-36 pages)",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "justice",
+        "vigilantism",
+        "morality",
+        "character development",
+        "social issues",
+        "action"
+      ],
+      "thai_context": false,
+      "summary_thai": "เรื่องนี้สอนเกี่ยวกับการพัฒนาตัวละครในบทภาพยนตร์",
+      "summary_en": "This exemplar teaches about character development in screenwriting.",
+      "keywords": [
+        "feature film",
+        "screenwriting",
+        "vigilante justice"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tqiump/is_it_beneficial_to_rewrite_your_script_as_a/",
+      "source": "rss/r_screenwriting",
+      "title": "Is it beneficial to (re)write your script as a novel/novella before trying to sell your script so that you own the IP? Does it help or hurt the potential sale? Why don't all screenwriters do this?",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "conversational|informal|screenwriting",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "screenwriting",
+        "IP ownership",
+        "creative process"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนสคริปต์และแปลงเป็นนิยายเพื่อสิทธิ์ในทรัพย์สินทางปัญญา",
+      "summary_en": "Screenwriting craft discussion: rewriting scripts as novels for IP ownership",
+      "keywords": [
+        "screenwriting",
+        "IP ownership",
+        "creative process",
+        "script to novel"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
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+      }
+    },
+    {
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+      "source": "rss/r_tiktok",
+      "title": "Audio gets messed up with headphones",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "troubleshooting",
+        "audio_issues",
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+        "app_development"
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+      "summary_thai": "การแก้ปัญหาเสียงใน TikTok",
+      "summary_en": "Troubleshooting audio issues on TikTok",
+      "keywords": [
+        "TikTok",
+        "audio",
+        "troubleshooting",
+        "app_development"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
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+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1tqm1xx/does_anyone_know_why_the_picture_is_uploading/",
+      "source": "rss/r_tiktok",
+      "title": "Does anyone know why the picture is uploading like this ? Idk what to do. I've tried resizing.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "tech_issue",
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+      "summary_en": "Troubleshooting TikTok image upload issue",
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+        "image_upload",
+        "problem_solving"
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+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
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+        "default_lora_routing": "safe",
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+      "url": "https://old.reddit.com/r/TikTok/comments/1tql9l3/tiktok_giveaways/",
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+      "title": "Tiktok giveaways",
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+      "nsfw_level": 0,
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+        "TikTok",
+        "engagement",
+        "social media",
+        "promotions",
+        "community"
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+      "thai_context": false,
+      "summary_thai": "โพสต์นี้พูดถึงการแจกของฟรีใน TikTok",
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+        "giveaway",
+        "TikTok",
+        "social media",
+        "engagement"
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+      "classifier_model": "github_models/openai/gpt-4o-mini",
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+        "sub_domain": "video_short",
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+        "language": "en",
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+    },
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+      "source": "rss/r_tiktok",
+      "title": "My post didn’t get much traction, should I post again ?",
+      "lora_target": "axentx-creative-video",
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+        "content_strategy",
+        "social_media",
+        "engagement"
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+      "summary_thai": "การอภิปรายเกี่ยวกับกลยุทธ์การโพสต์วิดีโอ",
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+      "url": "https://old.reddit.com/r/writing/comments/1tqmkqy/would_less_info_about_the_timeline_and_the/",
+      "source": "rss/r_writing",
+      "title": "Would less info about the timeline and the kingdom be a problem?",
+      "lora_target": "axentx-creative-bl-global",
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+      "nsfw_level": 1,
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+        "storytelling",
+        "worldbuilding minimalism",
+        "gender disguise",
+        "romance",
+        "social context"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายเกี่ยวกับการเล่าเรื่องโดยเน้นตัวละครและจำกัดข้อมูลโลกในเนื้อเรื่อง",
+      "summary_en": "Discussion on storytelling focusing on character development with minimal worldbuilding information.",
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+        "character development",
+        "minimal worldbuilding",
+        "romance"
+      ],
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+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tqmkk6/rate_a_highschoolers_poetry/",
+      "source": "rss/r_writing",
+      "title": "rate a highschoolers poetry",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal|conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "climate change",
+        "poetry",
+        "high school",
+        "student work",
+        "literary competition"
+      ],
+      "thai_context": false,
+      "summary_thai": "การวิจารณ์กวีนิพนธ์จากนักเรียน",
+      "summary_en": "Discussion and review of high school poetry",
+      "keywords": [
+        "poetry",
+        "climate change",
+        "student work"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    }
+  ]
+}

items/20260529T044631Z/batch.json

@@ -0,0 +1,302 @@
+{
+  "cycle_timestamp": "20260529T044631Z",
+  "count": 8,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1tqnz5z/ai_creators_vs_original_creators/",
+      "source": "rss/r_partneredyoutube",
+      "title": "AI Creators Vs Original Creators",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "AI",
+        "creativity",
+        "content_creation"
+      ],
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+      "summary_en": "Comparison between AI creators and original creators",
+      "keywords": [
+        "AI",
+        "content_creation",
+        "creativity"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tqoior/how_to_handle_negative_comments/",
+      "source": "rss/r_NewTubers",
+      "title": "How to handle negative comments",
+      "lora_target": "axentx-creative-video",
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+      "nsfw_level": 0,
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+        "comment_moderation",
+        "audience_engagement",
+        "algorithm_strategy"
+      ],
+      "thai_context": false,
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+        "comment_moderation",
+        "engagement",
+        "algorithm"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
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+      "source": "rss/r_animation",
+      "title": "I finished my 15 month personal animation. But could you help me decide what category it's considered, in context of submitting to film festivals?",
+      "lora_target": "axentx-creative-video",
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+        "film festivals",
+        "category submission"
+      ],
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+      "summary_en": "Discussion on submitting personal animation to film festivals and determining its category",
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+        "animation",
+        "film festivals",
+        "craft discussion"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
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+      "url": "https://old.reddit.com/r/animation/comments/1tqm0y9/hot_rod_school_bus/",
+      "source": "rss/r_animation",
+      "title": "Hot Rod school bus",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "illustrative",
+      "complexity": 3,
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+      "themes": [
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+        "school_transportation",
+        "pop_culture",
+        "nostalgia",
+        "design_process"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีออกแบบรถบัสโรงเรียนในสไตล์ฮอตรถ",
+      "summary_en": "Teaches how to design a school bus in a hot rod style",
+      "keywords": [
+        "hot rod",
+        "school bus",
+        "custom design",
+        "illustration",
+        "craft discussion"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/CreatorsAdvice/comments/1tqm2mw/is_it_okay_to_explain_to_clients_im_epileptic_if/",
+      "source": "rss/r_creatorsadvice",
+      "title": "Is it okay to explain to clients I’m epileptic if needed?",
+      "lora_target": "axentx-creative-adult-craft",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
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+      "estimated_quality": 4,
+      "nsfw_level": 1,
+      "themes": [
+        "adult_content",
+        "gaming",
+        "disability",
+        "communication",
+        "fetish"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับการเปิดเผยข้อมูลส่วนบุคคลสำหรับผู้สร้างคอนเทนต์ผู้ใหญ่",
+      "summary_en": "Discussion on disclosing personal info as an adult content creator",
+      "keywords": [
+        "adult_content",
+        "creator_advice",
+        "disability"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "adult_craft",
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+        "language": "en",
+        "nsfw_required_age": 18,
+        "default_lora_routing": "adult",
+        "theme_hints": [
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/css/comments/1tqo5m5/for_some_reason_coloryellow_will_not_work/",
+      "source": "rss/r_css",
+      "title": "for some reason \"color:yellow;\" will not work",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "custom|retro-web",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "css-troubleshooting",
+        "profile-customization",
+        "web-design",
+        "color-styling"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีใช้ CSS ปรับสีข้อความในโปรไฟล์เว็บ",
+      "summary_en": "Demonstrates CSS techniques for coloring text on a user profile page.",
+      "keywords": [
+        "CSS",
+        "color",
+        "profile",
+        "web design",
+        "troubleshooting"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/DestructiveReaders/comments/1tqolpr/395_nightmares/",
+      "source": "rss/r_destructivereaders",
+      "title": "[395] Nightmares",
+      "lora_target": "axentx-creative-bl-global",
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+      "complexity": 4,
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+        "nightmares",
+        "anxiety",
+        "fear",
+        "psychology",
+        "horror"
+      ],
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+      "keywords": [
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+        "horror",
+        "psychology",
+        "trauma",
+        "fiction"
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "language": "en",
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+        "default_lora_routing": "safe",
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+    },
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+      "url": "https://old.reddit.com/r/typography/comments/1tqq3nd/21segment_display_from_1898_patent_update_seeking/",
+      "source": "rss/r_typography",
+      "title": "21-segment display from 1898 patent update (seeking feedback)",
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+      "modality": "craft_discussion",
+      "style": "retro|technical",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "typography",
+        "font design",
+        "historical reference",
+        "feedback",
+        "glyph development"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบฟอนต์จากจดหมายสิทธิบัตรปี 1898 และขอความคิดเห็น",
+      "summary_en": "Discussion of redesigning a 21‑segment display font based on an 1898 patent and seeking feedback.",
+      "keywords": [
+        "21-segment",
+        "font",
+        "typography",
+        "patent",
+        "feedback"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "typography"
+        ]
+      }
+    }
+  ]
+}

items/20260529T081351Z/batch.json

@@ -0,0 +1,112 @@
+{
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+  "count": 3,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tqu5j5/structuring_fics/",
+      "source": "rss/r_fanfiction",
+      "title": "Structuring fics",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_writing",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing_tips",
+        "fanfiction",
+        "story_structure"
+      ],
+      "thai_context": false,
+      "summary_thai": "เทคนิคการเขียนแฟนฟิค",
+      "summary_en": "Fanfic writing tips and structure advice",
+      "keywords": [
+        "fanfic",
+        "writing_tips",
+        "story_structure"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tqtfkg/can_you_include_a_quote_without_permission/",
+      "source": "rss/r_filmmakers",
+      "title": "can you include a quote without permission?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "film_production",
+        "copyright",
+        "fair_use"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอ้างอิงคำพูดโดยไม่ได้รับอนุญาตในภาพยนตร์",
+      "summary_en": "Including quotes without permission in film",
+      "keywords": [
+        "film_production",
+        "copyright",
+        "fair_use"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+      "url": "https://old.reddit.com/r/UI_Design/comments/1tqknin/does_this_ui_feel_balanced_which_of_these_3/",
+      "source": "rss/r_ui_design",
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+      "themes": [
+        "ui_design",
+        "ux",
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+      "summary_en": "UI design discussion and critique",
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+        "ui_design",
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+        "interface_design"
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+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+}

items/20260529T112743Z/batch.json

@@ -0,0 +1,198 @@
+{
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+      "summary_en": "How to film smooth footage while riding in a car using a gimbal",
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+        "color theory",
+        "Illustrator",
+        "swatch library",
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+      "source": "rss/r_web_dev",
+      "title": "We cut OTP support tickets by storing every SMS status transition instead of only the latest state",
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+      "summary_en": "Demonstrates storing every SMS status transition with timestamps to improve OTP support and debugging.",
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+      "url": "https://old.reddit.com/r/NewTubers/comments/1tqtpr7/i_want_to_be_a_content_creator_but/",
+      "source": "rss/r_NewTubers",
+      "title": "i want to be a content creator but",
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+        "fear",
+        "abuse",
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+        "paranoia",
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+      "summary_en": "Content creation and the fear of being a creator",
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+}

items/20260529T145953Z/batch.json

@@ -0,0 +1,79 @@
+{
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+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tqz090/looking_for_superhero_fics_mm_andor_ff/",
+      "source": "rss/r_fanfiction",
+      "title": "Looking for superhero fics m/m and/or f/f",
+      "lora_target": "axentx-creative-bl-global",
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+        "superhero",
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+        "fanfiction",
+        "recommendations"
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+      "summary_en": "Discussion on writing superhero fanfics with queer romance",
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+        "superhero",
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+      "_source_meta": {
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+      "url": "https://old.reddit.com/r/writing/comments/1tr3ela/what_are_your_thoughts_on_compromising_your/",
+      "source": "rss/r_writing",
+      "title": "What are your thoughts on compromising your vision for sales?",
+      "lora_target": "axentx-creative-bl-global",
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+        "compromising vision",
+        "literary style",
+        "fantasy",
+        "storytelling"
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+      "thai_context": false,
+      "summary_thai": "การเขียนนิยายแฟนตาซี โดยผสมผสานระหว่างความสมจริงและบรรยายอย่างละเอียด",
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+        "fantasy",
+        "literary fiction",
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+}

items/20260529T182750Z/batch.json

@@ -0,0 +1,418 @@
+{
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+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tr84sh/buying_directly_from_blazar/",
+      "source": "rss/r_cinematography",
+      "title": "Buying directly from Blazar",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "consumer experience",
+        "import",
+        "vendor communication",
+        "equipment purchasing",
+        "photography gear"
+      ],
+      "thai_context": false,
+      "summary_thai": "บรรยายประสบการณ์และข้อกังวลเกี่ยวกับการซื้ออุปกรณ์ Blazar ตรงจากบริษัท",
+      "summary_en": "Shares experience and concerns about buying Blazar equipment directly from the company",
+      "keywords": [
+        "Blazar",
+        "anamorphics",
+        "direct purchase",
+        "vendor communication",
+        "import"
+      ],
+      "classifier_model": "pollinations/openai",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+        "language": "en",
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tr6xow/meet_the_youtube_director_taking_hollywood_by/",
+      "source": "rss/r_filmmakers",
+      "title": "Meet the YouTube director taking Hollywood by storm",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal journalism",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "directing",
+        "Hollywood",
+        "career",
+        "success"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างวิดีโอและอาชีพบน YouTube",
+      "summary_en": "YouTube video creation and career development",
+      "keywords": [
+        "YouTube",
+        "video creation",
+        "directing",
+        "Hollywood"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
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+      "url": "https://old.reddit.com/r/TikTok/comments/1trafeg/i_have_a_problem/",
+      "source": "rss/r_tiktok",
+      "title": "I have a Problem",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_problem-solving",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
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+        "tech issue",
+        "TikTok",
+        "login issue",
+        "verification code"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแก้ปัญหาการเข้าสู่ระบบ TikTok",
+      "summary_en": "Troubleshooting TikTok login issue",
+      "keywords": [
+        "TikTok",
+        "login issue",
+        "verification code",
+        "problem-solving"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
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+        "sub_domain": "video_short",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1tr5akh/funny_relationship_microcheating_skit/",
+      "source": "rss/r_tiktok",
+      "title": "Funny relationship micro-cheating skit",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "comedic",
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+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "humor",
+        "relationships",
+        "micro-cheating",
+        "satire",
+        "social commentary",
+        "short-form video"
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+      "thai_context": false,
+      "summary_thai": "สอนวิธีสร้างสรรค์คลิปสั้นที่ทำให้หัวเราะเกี่ยวกับเรื่องความสัมพันธ์",
+      "summary_en": "Teaches how to craft a short, comedic video about relationship micro-cheating",
+      "keywords": [
+        "comedy",
+        "micro-cheating",
+        "short-video"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+    },
+    {
+      "url": "https://old.reddit.com/r/UI_Design/comments/1trac3y/whats_your_workflow_when_you_find_a_design_you/",
+      "source": "rss/r_ui_design",
+      "title": "What's your workflow when you find a design you want to replicate?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "inquiry",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "design_process",
+        "workflow",
+        "UI/UX",
+        "replication",
+        "design_tools",
+        "automation"
+      ],
+      "thai_context": false,
+      "summary_thai": "ถามกระบวนการทำงานเมื่อพบดีไซน์ที่ต้องทำสำเนา",
+      "summary_en": "Asks about workflow for replicating a design",
+      "keywords": [
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+        "replicate",
+        "design process"
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+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
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+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
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+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tr9bnj/seeking_advice_on_working_with_a_book_coach/",
+      "source": "rss/r_writing",
+      "title": "Seeking advice on working with a book coach",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "conversational",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "nonfiction writing",
+        "book coaching",
+        "structure",
+        "chapter outlining",
+        "proposal development",
+        "author support"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาที่ถามคำแนะนำเกี่ยวกับการทำงานกับโค้ชหนังสือ",
+      "summary_en": "Discussion asking for advice on working with a book coach",
+      "keywords": [
+        "book coaching",
+        "nonfiction",
+        "structure",
+        "proposal"
+      ],
+      "classifier_model": "pollinations/openai",
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+        "sub_domain": "writing_craft",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
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+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tr6vqw/how_much_spanish_is_too_much/",
+      "source": "rss/r_writing",
+      "title": "How much Spanish is too much?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informative",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "multilingualism",
+        "cultural identity",
+        "language integration",
+        "writing advice",
+        "character development",
+        "reader accessibility"
+      ],
+      "thai_context": false,
+      "summary_thai": "ช่วยแนะนำวิธีผสมภาษาสเปนในเรื่องให้ผู้อ่านไม่สับสน",
+      "summary_en": "Guides how to weave Spanish into prose without overwhelming readers",
+      "keywords": [
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+        "cultural identity",
+        "writing advice",
+        "character development"
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+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
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+        "default_lora_routing": "safe",
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+      "title": "[WP] You're chatting up that hot single father who moved into the neighborhood recently. He's pretty open about his kids not exactly being human.",
+      "lora_target": "axentx-creative-bl-global",
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+      "nsfw_level": 0,
+      "themes": [
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+        "family",
+        "neighborhood",
+        "conversation"
+      ],
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+      "summary_thai": "ตัวอย่างการเขียนนิยายแฟนตาซีสั้น",
+      "summary_en": "Exemplar of short fantasy fiction writing",
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+        "fiction",
+        "writing",
+        "craft"
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+      "source": "rss/r_NewTubers",
+      "title": "Opportunities for Beginner YouTubers in Chicago, IL",
+      "lora_target": "axentx-creative-video",
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+        "YouTube",
+        "video production",
+        "Chicago",
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+      "thai_context": false,
+      "summary_thai": "การสร้างเนื้อหา YouTube",
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+      "keywords": [
+        "YouTube",
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+        "content creation"
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+      "_source_meta": {
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tr9n44/fly_high_triple_t_audio_by_malmalliee_on_tiktok/",
+      "source": "rss/r_animation",
+      "title": "fly high Triple T 🕊️ (audio by @malmalliee on tiktok)",
+      "lora_target": "axentx-creative-video",
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+      "nsfw_level": 0,
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+        "animation",
+        "storytelling",
+        "TikTok",
+        "audio",
+        "collaboration"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการสร้าง animatic สั้น ๆ ที่ใช้เสียง TikTok เพื่อเพิ่มความน่าสนใจ",
+      "summary_en": "Shows how to craft a short animatic using TikTok audio to enhance storytelling",
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+        "animatic",
+        "TikTok",
+        "audio",
+        "storytelling",
+        "collaboration"
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+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
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+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tr5are/lego_hulluus_teaser/",
+      "source": "rss/r_animation",
+      "title": "Lego Hulluus teaser!",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "teaser|cinematic",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "lego",
+        "animation",
+        "teaser"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างสคริปวิดีโอทีเซอร์เลโก้",
+      "summary_en": "Lego video teaser script example",
+      "keywords": [
+        "lego",
+        "video",
+        "teaser",
+        "script"
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+      "_source_meta": {
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+    }
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+}

items/20260529T220849Z/batch.json

@@ -0,0 +1,455 @@
+{
+  "cycle_timestamp": "20260529T220849Z",
+  "count": 12,
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+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1trcl1m/i_wanna_create_shots_like_these_what_camera/",
+      "source": "rss/r_cinematography",
+      "title": "I wanna create shots like these, what camera should I use and how do I get this vibe with said camera?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "vibe"
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+        "camera",
+        "videography"
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
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+      "source": "rss/r_fanfiction",
+      "title": "[Call Of Duty, COD] Ghostsoap Fic",
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+      "modality": "craft_discussion",
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+        "Soap",
+        "Ghost",
+        "fiction"
+      ],
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+      "summary_thai": "การเขียนแฟนฟิกชั่นจากซีรีส์ Call of Duty",
+      "summary_en": "Writing fanfiction based on Call of Duty series",
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+        "fanfiction",
+        "Call of Duty",
+        "Soap",
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+        "fiction"
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
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+      "url": "https://old.reddit.com/r/Filmmakers/comments/1trcwq3/should_i_adapt_a_web_series_as_a_film/",
+      "source": "rss/r_filmmakers",
+      "title": "Should i adapt a web series as a film",
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+      "estimated_quality": 1,
+      "nsfw_level": 0,
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+        "adaptation",
+        "copyright",
+        "animation",
+        "web_series",
+        "legal"
+      ],
+      "thai_context": false,
+      "summary_thai": "ถามเกี่ยวกับการทำภาพยนตร์จากเว็บซีรีส์",
+      "summary_en": "Question about adapting a web series into a film",
+      "keywords": [
+        "adaptation",
+        "fanfiction",
+        "copyright"
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+        "theme_hints": [
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+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1trfqp3/happy_jack_horror_short_10_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Happy Jack - Horror Short - 10 pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "horror|cinematic",
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+      "nsfw_level": 1,
+      "themes": [
+        "horror",
+        "family",
+        "camping",
+        "legend",
+        "creature",
+        "death"
+      ],
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+      "summary_thai": "สคริปต์สั้นแนวสยองขวัญ 10 หน้า สอนการเขียนบทสยองขวัญ",
+      "summary_en": "10-page horror short script, teaching horror scriptwriting craft",
+      "keywords": [
+        "horror script",
+        "video script",
+        "short film",
+        "cinematic"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1trekd6/wrath_short_film_11_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "WRATH - Short film - 11 pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "psychological_thriller",
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+      "estimated_quality": 4,
+      "nsfw_level": 1,
+      "themes": [
+        "justice",
+        "grief",
+        "rage",
+        "guilt",
+        "psychology",
+        "crime"
+      ],
+      "thai_context": false,
+      "summary_thai": "สคริปต์ภาพยนตร์สั้น 11 หน้า แนว thriller/ดราม่า",
+      "summary_en": "11-page short film script, psychological thriller/drama",
+      "keywords": [
+        "screenwriting",
+        "film_script",
+        "thriller",
+        "drama",
+        "psychology"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+        ]
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+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1trbz04/how_is_this_not_allowed_by_tiktok/",
+      "source": "rss/r_tiktok",
+      "title": "How is this not allowed by TikTok 😭",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "TikTok policy",
+        "content moderation",
+        "online discussion"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับนโยบายของ TikTok",
+      "summary_en": "Discussion about TikTok's content policy",
+      "keywords": [
+        "TikTok",
+        "content moderation",
+        "policy discussion"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1trc49k/following_list/",
+      "source": "rss/r_tiktok",
+      "title": "Following List",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "feature_request",
+        "social_media",
+        "user_experience"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับฟีเจอร์การเรียงลำดับรายการที่ติดตามบน TikTok",
+      "summary_en": "Discussion on sorting following list by earliest followed on TikTok",
+      "keywords": [
+        "TikTok",
+        "feature_request",
+        "user_experience"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1trdcq5/screensdesign_alternatives_for_broke_indie/",
+      "source": "rss/r_uxdesign",
+      "title": "ScreensDesign alternatives for broke indie builders?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "casual, conversational, community-driven",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "UI design",
+        "indie development",
+        "cost-effective tools",
+        "app design libraries"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับทางเลือกต้นทุนต่ำสำหรับการออกแบบ UI",
+      "summary_en": "Discussion on cost-effective UI design alternatives for indie developers.",
+      "keywords": [
+        "UI design",
+        "ScreensDesign",
+        "indie development",
+        "cost-effective tools",
+        "free tier",
+        "app design libraries"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1trhbu0/impostor_syndrome/",
+      "source": "rss/r_uxdesign",
+      "title": "Impostor Syndrome??",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "conversational, reflective, personal narrative",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "impostor syndrome",
+        "career development",
+        "leadership",
+        "feedback",
+        "self-doubt",
+        "workplace psychology"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายเกี่ยวกับความรู้สึกไม่มั่นใจในบทบาทผู้นำทางด้านการออกแบบและการรับมือกับฟีดแบ็กในที่ทำงาน",
+      "summary_en": "A reflective discussion on impostor syndrome in design leadership and handling workplace feedback.",
+      "keywords": [
+        "impostor syndrome",
+        "design leadership",
+        "feedback",
+        "career transition"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1trfbrf/react_how_to_create_a_dropdown_and_other_similar/",
+      "source": "rss/r_web_dev",
+      "title": "React - How to create a dropdown and other similar components, which escape outside Its parent container?",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "frontend development",
+        "React",
+        "component design"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้าง dropdown และ component อื่นๆ ใน React ที่สามารถแสดงผลนอก container",
+      "summary_en": "Creating a dropdown and other components in React that escape outside their parent container",
+      "keywords": [
+        "React",
+        "frontend",
+        "component design",
+        "dropdown"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1trh680/wp_we_need_to_leave_but_it_stinks_out_there_i/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] \"We need to leave.\" \"But it stinks out there.\" \"I know, but it's deadly in here. The indicator chemical smells worse the lower the concentration.\" \"Why?\" \"We didn't expect someone to blow up a ca",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "sci-fi|dialogue-driven|concise|atmospheric",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "survival",
+        "toxic environment",
+        "dialogue",
+        "suspense",
+        "post-apocalyptic",
+        "chemical hazard"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างบทสนทนาเชิงนิยายที่เน้นบรรยากาศและความตึงเครียดในสถานการณ์อันตราย",
+      "summary_en": "A dialogue-driven sci-fi fiction excerpt teaching atmospheric tension and survival theme crafting.",
+      "keywords": [
+        "dialogue",
+        "sci-fi",
+        "suspense"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/youtubers/comments/1treo5s/where_to_get_soundboard_noises/",
+      "source": "rss/r_youtubers",
+      "title": "Where to get soundboard noises?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, practical, user inquiry",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "sound effects",
+        "video production",
+        "YouTube content",
+        "multimedia assets",
+        "creative resources",
+        "user-generated content"
+      ],
+      "thai_context": false,
+      "summary_thai": "คำถามเกี่ยวกับแหล่งที่มาของเสียงประกอบวิดีโอ YouTube",
+      "summary_en": "User inquiry on sourcing sound effects for YouTube video production.",
+      "keywords": [
+        "soundboard noises",
+        "YouTube sounds",
+        "video assets"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    }
+  ]
+}

items/20260530T013416Z/batch.json

@@ -0,0 +1,195 @@
+{
+  "cycle_timestamp": "20260530T013416Z",
+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1trkj54/i_am_getting_bad_faith_education_under_one_of_my/",
+      "source": "rss/r_fanfiction",
+      "title": "I am getting bad faith \"education\" under one of my stories",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "conversational|rant|absurdist",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "fanfic culture",
+        "toxicity",
+        "ship wars",
+        "writing tropes",
+        "genre debate",
+        "creativity"
+      ],
+      "thai_context": false,
+      "summary_thai": "เรื่องราวการวิพากษ์วิจารณ์เรื่องการเขียนเรื่องราวแฟนฟิก",
+      "summary_en": "Craft discussion on fanfic culture and writing tropes",
+      "keywords": [
+        "fanfic",
+        "writing",
+        "genre",
+        "creativity"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tri799/i_want_to_publish_my_memoir_and_its_my_first_time/",
+      "source": "rss/r_writing",
+      "title": "I want to publish my memoir and it’s my first time. It’s 125,000 words. How many doors am I closing simply due to its length?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "introspective",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "memoir",
+        "publishing",
+        "length",
+        "editing",
+        "writer's_block"
+      ],
+      "thai_context": false,
+      "summary_thai": "บรรยายถึงผลกระทบของความยาวงานเขียนเมื่อพยายามเผยแพร่",
+      "summary_en": "Discusses the impact of manuscript length on publishing prospects",
+      "keywords": [
+        "memoir",
+        "publishing",
+        "editing",
+        "length",
+        "writer's_block"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1trkq4m/i_keep_wanting_to_start_but_i_dont/",
+      "source": "rss/r_NewTubers",
+      "title": "I keep wanting to start but I dont.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational|informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "self-doubt",
+        "creativity",
+        "YouTube",
+        "content creation",
+        "hesitation",
+        "goal-setting"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างเนื้อหาบน YouTube และการเอาชนะความลังเล",
+      "summary_en": "Overcoming self-doubt and hesitation in creating YouTube content",
+      "keywords": [
+        "YouTube",
+        "content creation",
+        "self-doubt",
+        "creativity"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1trd865/i_want_to_celebrate_the_100_kudos/",
+      "source": "rss/r_ao3",
+      "title": "I want to celebrate the 100 Kudos",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "personal_reflective",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "gratitude",
+        "community",
+        "self_expression"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแบ่งปันประสบการณ์การเขียนแฟนฟิกและชุมชน AO3",
+      "summary_en": "Sharing experience of writing fanfic and AO3 community",
+      "keywords": [
+        "fanfic",
+        "AO3",
+        "community",
+        "writing"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/DestructiveReaders/comments/1trj0bm/2257_smakapz_apocalypse_of_the_gods_chapter_2/",
+      "source": "rss/r_destructivereaders",
+      "title": "[2257] SMAKAPZ: Apocalypse of the Gods - Chapter 2",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "cinematic|descriptive",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "apocalypse",
+        "action",
+        "adventure",
+        "survival",
+        "mystery",
+        "thriller"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเขียนนิยายแอ็กชันผจญภัย",
+      "summary_en": "Exemplar of action-adventure fiction writing",
+      "keywords": [
+        "fiction",
+        "action",
+        "adventure",
+        "apocalypse",
+        "writing_craft"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    }
+  ]
+}

items/20260530T082118Z/batch.json

@@ -0,0 +1,198 @@
+{
+  "cycle_timestamp": "20260530T082118Z",
+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1trnbnk/thinking_of_posting_narration_videos_with_a/",
+      "source": "rss/r_NewTubers",
+      "title": "thinking of posting narration videos with a color-by-number animation in the background",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "content creation",
+        "horror",
+        "animation",
+        "narration"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างวิดีโอเล่าเรื่องด้วยเสียงและภาพเคลื่อนไหว",
+      "summary_en": "Creating narration videos with animated background",
+      "keywords": [
+        "YouTube",
+        "video creation",
+        "animation",
+        "narration",
+        "horror"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1trt44j/how_to_achieve_this_selective_handpaintedsmudged/",
+      "source": "rss/r_animation",
+      "title": "How to achieve this selective \"hand-painted/smudged\" texture effect in AE? (Examples inside)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "instructional|tutorial",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "after_effects",
+        "hand_painted_texture",
+        "smudge_effect",
+        "post_production",
+        "visual_effects",
+        "tutorial"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีสร้างเอฟเฟกต์เทกเจอร์มือวาดใน After Effects",
+      "summary_en": "Explains how to achieve a hand‑painted/smudged texture effect in After Effects.",
+      "keywords": [
+        "After Effects",
+        "smudge",
+        "hand painted texture",
+        "video post‑production",
+        "tutorial"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1trrhpt/kids_and_teens_should_be_encouraged_to_write/",
+      "source": "rss/r_ao3",
+      "title": "Kids and teens should be encouraged to write fanfiction",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_argumentative",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "fanfiction",
+        "creative_writing",
+        "self_improvement",
+        "education",
+        "passion",
+        "creativity"
+      ],
+      "thai_context": false,
+      "summary_thai": "การใช้ fanfiction เพื่อพัฒนาทักษะการเขียน",
+      "summary_en": "Using fanfiction to encourage and improve writing skills",
+      "keywords": [
+        "fanfiction",
+        "writing_skills",
+        "creative_writing",
+        "self_improvement"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/ChineseBL/comments/1trom9y/journey_with_you_hidef_stills_from_episode_5/",
+      "source": "rss/r_chinesebl",
+      "title": "[Journey With You] Hi-Def Stills from Episode 5 🔥🔥🔥[2026.05.30]",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "BL",
+        "drama",
+        "fan-made"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการแบ่งปันภาพนิ่งความละเอียดสูงจากซีรีส์ BL",
+      "summary_en": "Example of sharing high-definition stills from a BL series",
+      "keywords": [
+        "BL",
+        "fan-made",
+        "high-definition",
+        "stills"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/yaoi/comments/1trppnv/the_light_i_give_you_you_were_my_gay_awakening/",
+      "source": "rss/r_yaoi",
+      "title": "[The light i give you] \"you were my gay awakening... and now I'm only into older guys!\"",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal|personal|reflective",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 1,
+      "themes": [
+        "gay awakening",
+        "romance",
+        "self-discovery",
+        "orientation",
+        "age gap"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแบ่งปันประสบการณ์การค้นพบรสนิยมทางเพศและความสัมพันธ์กับผู้ชายที่มีอายุมากกว่า",
+      "summary_en": "Sharing a personal gay awakening experience and its impact on one's preferences for older men",
+      "keywords": [
+        "gay awakening",
+        "BL",
+        "romance",
+        "personal story"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
+        ]
+      }
+    }
+  ]
+}

items/20260530T115134Z/batch.json

@@ -0,0 +1,203 @@
+{
+  "cycle_timestamp": "20260530T115134Z",
+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1trvgh2/said_screw_it_and_made_my_dream_project/",
+      "source": "rss/r_filmmakers",
+      "title": "Said screw it and made my dream project",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal behind‑the‑scenes vlog",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "youth mental health",
+        "indie filmmaking",
+        "crowdfunding",
+        "high school life",
+        "NZ creator",
+        "short‑form video"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการทำซีรีส์อินดี้เกี่ยวสุขภาพจิตวัยรุ่นด้วยวิธีทำเองและระดมทุน",
+      "summary_en": "Shows how an indie filmmaker self‑produces a youth‑mental‑health series via crowdfunding.",
+      "keywords": [
+        "indie film",
+        "crowdfunding",
+        "youth mental health",
+        "NZ",
+        "short series",
+        "video production"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/graphic_design/comments/1trw6mp/free_client_review_platform_for_designers/",
+      "source": "rss/r_graphic_design",
+      "title": "Free client review platform for designers",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "minimal",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "open-source",
+        "client-feedback",
+        "project-management",
+        "design-tools",
+        "collaboration",
+        "UX"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาที่อธิบายวิธีสร้างแพลตฟอร์มรีวิวลูกค้าแบบฟรีสำหรับนักออกแบบ",
+      "summary_en": "Discussion on building a free client review platform for designers",
+      "keywords": [
+        "client-feedback",
+        "open-source",
+        "design-tools",
+        "project-management",
+        "UX"
+      ],
+      "classifier_model": "groq/openai/gpt-oss-20b",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1trwenr/making_portfolio_around_my_art_feedback/",
+      "source": "rss/r_web_dev",
+      "title": "making portfolio around my art , feedback ?",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "portfolio",
+        "art",
+        "feedback",
+        "web development",
+        "frontend"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างพอร์ตโฟลิโอสำหรับงานศิลปะ",
+      "summary_en": "Creating a portfolio for art work, seeking feedback",
+      "keywords": [
+        "portfolio",
+        "art",
+        "web development",
+        "frontend",
+        "feedback"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1trxaeo/selfhosted_io_antipattern_detector_for/",
+      "source": "rss/r_web_dev",
+      "title": "Self-hosted I/O anti-pattern detector for OpenTelemetry traces with a CI gate and energy + carbon scoring",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical minimal",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "OpenTelemetry",
+        "performance monitoring",
+        "CI gate",
+        "energy carbon scoring",
+        "anti-pattern detection"
+      ],
+      "thai_context": false,
+      "summary_thai": "อธิบายวิธีสร้างเครื่อง��ือตรวจจับ anti‑pattern ของ I/O ใน OpenTelemetry พร้อมการประเมินพลังงานและคาร์บอน",
+      "summary_en": "Demonstrates building an I/O anti‑pattern detector for OpenTelemetry with energy and carbon scoring for CI integration",
+      "keywords": [
+        "OpenTelemetry",
+        "anti-pattern detection",
+        "CI gate",
+        "energy scoring",
+        "carbon footprint"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1truse3/showoff_saturday_framepin_show_clients_your_work/",
+      "source": "rss/r_web_dev",
+      "title": "[Showoff Saturday] FramePin – show clients your work without a call",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "minimal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video annotation",
+        "client communication",
+        "frontend tool",
+        "UX design",
+        "productivity",
+        "UI"
+      ],
+      "thai_context": false,
+      "summary_thai": "เครื่องมือเพิ่ม freeze‑frames พร้อม annotation ให้วีดีโอสำหรับสื่อสารกับลูกค้า",
+      "summary_en": "Tool for adding freeze‑frames with annotations to videos for client communication",
+      "keywords": [
+        "video annotation",
+        "UI/UX",
+        "client communication"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
+  ]
+}

items/20260530T151126Z/batch.json

@@ -0,0 +1,158 @@
+{
+  "cycle_timestamp": "20260530T151126Z",
+  "count": 4,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1ts1asf/trying_to_find_this_overwatch_fic/",
+      "source": "rss/r_fanfiction",
+      "title": "Trying to find this Overwatch fic.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_fanfiction",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 1,
+      "themes": [
+        "fanfiction",
+        "Overwatch",
+        "romance",
+        "NSFW",
+        "fandom"
+      ],
+      "thai_context": false,
+      "summary_thai": "การค้นหาแฟนฟิค Overwatch",
+      "summary_en": "Searching for an Overwatch fanfic with specific couples and plot",
+      "keywords": [
+        "fanfiction",
+        "Overwatch",
+        "romance",
+        "NSFW",
+        "fandom"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
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+        "language": "en",
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+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tryldi/trailer_for_my_upcoming_short_film/",
+      "source": "rss/r_filmmakers",
+      "title": "Trailer for My Upcoming Short Film",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "expressionist|horror|black‑and‑white",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "German Expressionism",
+        "modern work anxiety",
+        "1920s horror aesthetic",
+        "black‑and‑white cinema",
+        "film festival screening",
+        "short film"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการทำเทรลเลอร์สั้นสไตล์เอ็กซ์เพรสชันนิสม์แบบฮอร์เรอร์ยุค 1920s",
+      "summary_en": "Demonstrates how to craft a modern German‑Expressionist horror short‑film trailer exploring work anxiety.",
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+        "trailer",
+        "short film",
+        "German Expressionism",
+        "horror",
+        "work anxiety"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    },
+    {
+      "url": "https://old.reddit.com/r/graphic_design/comments/1ts1e98/retainer_services_help/",
+      "source": "rss/r_graphic_design",
+      "title": "Retainer Services Help",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "informal|help-oriented|design-focused",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "design",
+        "business",
+        "services",
+        "marketing",
+        "retainer services"
+      ],
+      "thai_context": false,
+      "summary_thai": "เรียนรู้การออกแบบบริการรักษาความปลอดภัย",
+      "summary_en": "Learn about designing retainer services",
+      "keywords": [
+        "retainer services",
+        "design",
+        "marketing"
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+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1ts1gcb/wp_why_despair_surely_youll_meet_again_one_day_no/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] \"Why despair? Surely you'll meet again one day?\" \"No, you don't get it, he's not like us... He's not just dead, he's gone forever.\"",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "emotive|dialogue-driven",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "grief",
+        "loss",
+        "death",
+        "relationships",
+        "emotions"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนบทสนทนาแสดงอารมณ์และความสัมพันธ์",
+      "summary_en": "Emotive dialogue writing for relationships and grief",
+      "keywords": [
+        "fiction writing",
+        "dialogue",
+        "emotions",
+        "grief"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    }
+  ]
+}

items/20260530T185752Z/batch.json

@@ -0,0 +1,117 @@
+{
+  "cycle_timestamp": "20260530T185752Z",
+  "count": 3,
+  "items": [
+    {
+      "url": "https://www.behance.net/gallery/250149471/Plastic-Dream",
+      "source": "rss/behance_branding",
+      "title": "Plastic Dream",
+      "lora_target": "axentx-creative-brand",
+      "modality": "brand_design",
+      "style": "dreamy|surreal|plastic",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "dream",
+        "plastic",
+        "surrealism",
+        "art",
+        "design"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบแบรนด์ที่มีความฝันและพลาสติก",
+      "summary_en": "Brand design with a dreamy and plastic theme",
+      "keywords": [
+        "brand design",
+        "dreamy",
+        "plastic",
+        "surrealism"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "brand_design",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1ts3v5m/american_grip_or_mathews_grip_head_which_is_better/",
+      "source": "rss/r_cinematography",
+      "title": "American Grip or Mathews Grip Head which is better?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal|technical|cinematography",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "cinematography",
+        "camera equipment",
+        "grip strength",
+        "durability"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอธิบายคุณสมบัติของ American Grip และ Mathews Grip Head",
+      "summary_en": "Discussion of American Grip and Mathews Grip Head characteristics",
+      "keywords": [
+        "American Grip",
+        "Mathews Grip Head",
+        "cinematography",
+        "camera equipment"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1ts5jm4/do_any_one_like_to_collaborate_with_me_im_a_a/",
+      "source": "rss/r_partneredyoutube",
+      "title": "Do any one like to collaborate with me I'm a a Editor and a artist",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "collaborative|casual",
+      "complexity": 1,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "collaboration",
+        "creative process",
+        "artist-editor collaboration"
+      ],
+      "thai_context": true,
+      "summary_thai": "ผู้กำกับและนักออกแบบสื่อชวนผู้อื่นช่วยเหลือ",
+      "summary_en": "Editor and artist invites collaboration",
+      "keywords": [
+        "collaboration",
+        "artist",
+        "editor",
+        "video production"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
+    }
+  ]
+}

items/20260530T222256Z/batch.json

@@ -0,0 +1,605 @@
+{
+  "cycle_timestamp": "20260530T222256Z",
+  "count": 16,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1ts8tge/noob_question_how_to_manually_focus_while_running/",
+      "source": "rss/r_cinematography",
+      "title": "Noob question - how to manually focus while running and gunning?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal|conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "cinematography",
+        "manual focus",
+        " filmmaking"
+      ],
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+      "summary_thai": "การปรับโฟกัสแบบแมนนวลขณะถ่ายวิดีโอ",
+      "summary_en": "Manual focus techniques for videography",
+      "keywords": [
+        "manual focus",
+        "cinematography",
+        "videography"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tsakem/first_time_applying_as_a_writer_contributor_for_a/",
+      "source": "rss/r_fanfiction",
+      "title": "First time applying as a writer contributor for a zine. How do i make a good pitch?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_writing",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing",
+        "fanfiction",
+        "zine_submission",
+        "pitching",
+        "creative_writing"
+      ],
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+      "summary_thai": "การเขียน pitch สำหรับ submission เขียน fanfiction ใน zine",
+      "summary_en": "Writing a pitch for submitting fanfiction to a zine",
+      "keywords": [
+        "fanfiction",
+        "zine",
+        "pitch",
+        "writing",
+        "submission"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/PartneredYoutube/comments/1ts9tv6/any_recommendations_for_small_youtube_creators/",
+      "source": "rss/r_partneredyoutube",
+      "title": "Any recommendations for small YouTube creators looking for political b-roll and high quality background footage?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informative|practical|noir",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video production",
+        "b-roll",
+        "background footage",
+        "YouTube creators",
+        "politics"
+      ],
+      "thai_context": false,
+      "summary_thai": "หัวข้อ: การแนะนำสื่อสำหรับยูทูบเอาต์เล็ตที่ต้องการฟุตเทจทางการเมืองและภาพแบ็กกราวนด์ที่มีคุณภาพ",
+      "summary_en": "Recommendations for small YouTube creators looking for political b-roll and high-quality background footage",
+      "keywords": [
+        "b-roll",
+        "background footage",
+        "YouTube creators",
+        "video production"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tsbwqq/a_question_on_followup_etiquette/",
+      "source": "rss/r_screenwriting",
+      "title": "A question on follow-up etiquette...",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal|conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "screenwriting",
+        "follow-up etiquette",
+        "cold queries"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนบทและการติดตามผล",
+      "summary_en": "Screenwriting and follow-up etiquette",
+      "keywords": [
+        "screenwriting",
+        "follow-up",
+        "etiquette",
+        "cold queries"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1tsbx8s/tiktok_0_view_shadowban_finding_solution/",
+      "source": "rss/r_tiktok",
+      "title": "TikTok 0 view shadowban (finding solution)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, conversational, troubleshooting-focused",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "TikTok",
+        "engagement strategies",
+        "social media algorithms",
+        "content creation",
+        "troubleshooting"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแก้ปัญหาการมองเห็นและการมีส่วนร่วมน้อยบน TikTok",
+      "summary_en": "Troubleshooting low views and engagement issues on TikTok.",
+      "keywords": [
+        "TikTok",
+        "shadowban",
+        "content strategy",
+        "FYP",
+        "engagement"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1ts6b7x/showoff_saturdayi_rebuilt_aol_instant_messenger/",
+      "source": "rss/r_web_dev",
+      "title": "[Showoff Saturday]I rebuilt AOL Instant Messenger in the browser with real-time messaging",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "nostalgic|retro|technical",
+      "complexity": 4,
+      "estimated_quality": 5,
+      "nsfw_level": 0,
+      "themes": [
+        "retro_design",
+        "browser_apps",
+        "real_time_messaging",
+        "nostalgia",
+        "frontend_technology",
+        "community_building"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการสร้าง UI แบบ AOL Instant Messenger ในเบราว์เซอร์",
+      "summary_en": "Example of recreating AOL Instant Messenger's UI and functionality in a browser.",
+      "keywords": [
+        "AIM",
+        "frontend",
+        "Firebase",
+        "real-time messaging",
+        "Windows 98",
+        "web development"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1ts8pdz/i_built_a_web_app_where_you_generate_3d_objects/",
+      "source": "rss/r_web_dev",
+      "title": "I built a web app where you generate 3D objects made up of separate, logically connected parts (instead of monolithic blobs generated by standard AI generators)",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical|informative|pragmatic",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "3D modeling",
+        "modular design",
+        "web app",
+        "AI generation",
+        "software architecture",
+        "open source"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการสร้างเว็บแอปที่สร้างวัตถุ 3 มิติแบบแยกส่วนและเชื่อมต่อกันอย่างมีโครงสร้าง",
+      "summary_en": "Teaches building a web app for generating modular, logically connected 3D objects instead of monolithic blobs.",
+      "keywords": [
+        "3D objects",
+        "modular assets",
+        "flutter frontend",
+        "fastAPI backend",
+        "headless blender",
+        "AI 3D generation"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tsb5dj/a_few_readers_caused_a_stir_on_social_media_this/",
+      "source": "rss/r_writing",
+      "title": "A few readers caused a stir on social media this week when they said they skip all description and only read dialogue. What’s your reaction as a writer?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational, reflective, informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "reader engagement",
+        "writing style",
+        "dialogue vs description",
+        "reader habits",
+        "social media influence",
+        "writing advice"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีคิดเกี่ยวกับการใช้บทสนทนาและคำบรรยายเพื่อดึงดูดผู้อ่าน",
+      "summary_en": "Discusses writer reactions to readers skipping description in favor of dialogue, highlighting reader engagement and writing focus.",
+      "keywords": [
+        "dialogue",
+        "description",
+        "reader engagement"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tsbvt8/wp_you_have_just_been_carjacked_in_the_middle_of/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] You have just been carjacked in the middle of nowhere, however in your mind that is not actually that big of an issue as it wasn't your car and the thieves just got possession of the dead body in",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "dark_humor",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "humor",
+        "dark_themes",
+        "crime"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเขียนเรื่องสั้นแนว humor เกี่ยวกับการถูกขโมยรถ",
+      "summary_en": "Exemplar of writing a short story with a humorous tone about being carjacked",
+      "keywords": [
+        "writing_craft",
+        "fiction",
+        "humor"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ts3r5t/selfintroduction_saturday_tell_us_all_about_you/",
+      "source": "rss/r_NewTubers",
+      "title": "Self-Introduction Saturday! Tell us all about you (and share a video)!",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_community_driven",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "community_building",
+        "content_creation",
+        "self_introduction",
+        "video_production",
+        "engagement"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแนะนำตัวเองและแบ่งปันเรื่องราวการสร้างเนื้อหา",
+      "summary_en": "Self-introduction and content creation story sharing",
+      "keywords": [
+        "self_introduction",
+        "content_creation",
+        "community_engagement",
+        "video_production"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tsapsq/editing_app_findingsuggestions/",
+      "source": "rss/r_NewTubers",
+      "title": "Editing app finding/suggestions",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video_editing",
+        "app_suggestions",
+        "YouTube",
+        "content_creation"
+      ],
+      "thai_context": false,
+      "summary_thai": "การหารือเกี่ยวกับแอปพลิเคชันตัดต่อวิดีโอ",
+      "summary_en": "Discussion on video editing app suggestions",
+      "keywords": [
+        "video_editing",
+        "app_suggestions",
+        "YouTube"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tsbutw/looking_for_people_for_horror_minecraft_content/",
+      "source": "rss/r_NewTubers",
+      "title": "Looking for people for horror minecraft content",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "horror",
+        "Minecraft",
+        "collaboration"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างเนื้อหามังกรในไมโครสอฟท์",
+      "summary_en": "Creating horror Minecraft content",
+      "keywords": [
+        "minecraft",
+        "horror",
+        "collaboration"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ts9tbi/any_recommendations_for_small_youtube_creators/",
+      "source": "rss/r_NewTubers",
+      "title": "Any recommendations for small YouTube creators looking for political b-roll and high quality background footage?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "practical",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "political video essays",
+        "background footage",
+        "b-roll",
+        "low-cost resources",
+        "content creation"
+      ],
+      "thai_context": false,
+      "summary_thai": "การพูดคุยเกี่ยวกับการหาวิดีโอ B-roll และพื้นหลังคุณภาพสูงสำหรับวิดีโอการเมือง",
+      "summary_en": "Discussion on finding political b-roll and high-quality background footage for video essays.",
+      "keywords": [
+        "b-roll",
+        "video essays",
+        "political content",
+        "free resources",
+        "visual assets"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ts8se3/new_youtube_channel_for_football/",
+      "source": "rss/r_NewTubers",
+      "title": "New youtube channel for football",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube strategy",
+        "short-form video",
+        "content promotion",
+        "social media best practices",
+        "football content"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายการสร้างและโปรโมตช่อง YouTube และวิดีโอสั้น",
+      "summary_en": "Discussion about creating and promoting a YouTube channel and short-form videos.",
+      "keywords": [
+        "YouTube",
+        "shorts",
+        "content strategy",
+        "hashtags",
+        "promotion"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ts9wlq/why_my_post_deleted_from_reddit/",
+      "source": "rss/r_NewTubers",
+      "title": "why my post deleted from Reddit?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, conversational, exploratory",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "content creation",
+        "YouTube strategy",
+        "audience research",
+        "authenticity",
+        "self-improvement"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการพูดคุยเกี่ยวกับกลยุทธ์การสร้างคอนเทนต์สำหรับ YouTube",
+      "summary_en": "Example of a discussion on YouTube content strategy and audience research.",
+      "keywords": [
+        "YouTube",
+        "content strategy",
+        "audience research",
+        "women empowerment",
+        "authenticity"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/ChineseBL/comments/1ts60bs/he_changxi_he_yanzhao_full_version_cover_of_your/",
+      "source": "rss/r_chinesebl",
+      "title": "He Changxi & He Yanzhao - FULL VERSION Cover of \"Your Name Engraved Herein\" [ 刻在我心底的名字 ]",
+      "lora_target": "axentx-creative-bl-thai",
+      "modality": "craft_discussion",
+      "style": "romantic|cute|emotional",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "BL romance",
+        "music cover",
+        "Thai culture"
+      ],
+      "thai_context": true,
+      "summary_thai": "มิวสิกรุ่นใหม่ของไทย",
+      "summary_en": "New Thai music cover",
+      "keywords": [
+        "Thai BL",
+        "music cover",
+        "romance"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
+        ]
+      }
+    }
+  ]
+}

items/20260531T015635Z/batch.json

@@ -0,0 +1,301 @@
+{
+  "cycle_timestamp": "20260531T015635Z",
+  "count": 8,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tsgry5/has_anyone_had_as_good_of_a_career_as_adrian/",
+      "source": "rss/r_cinematography",
+      "title": "Has anyone had as good of a career as Adrian Biddle?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "career",
+        "film",
+        "cinematography"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับอาชีพของ Adrian Biddle ในวงการภาพยนตร์",
+      "summary_en": "Discussion about Adrian Biddle's career in cinematography",
+      "keywords": [
+        "cinematography",
+        "film",
+        "career"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/FanFiction/comments/1tsffss/please_help_finding_a_young_justice_story_with/",
+      "source": "rss/r_fanfiction",
+      "title": "Please help finding a Young Justice story with Gaia becoming Red Lantern because of Klarion, kinda.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_fanfiction_discussion",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "fanfiction",
+        "superheroes",
+        "Young Justice",
+        "Red Lantern"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับการเขียนแฟนฟิกชั่น Young Justice",
+      "summary_en": "Discussion on writing Young Justice fanfiction with specific plot elements",
+      "keywords": [
+        "fanfiction",
+        "Young Justice",
+        "Red Lantern",
+        "writing_craft"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tshbr8/letterboxd_for_sale_why_a_new_public_benefit/",
+      "source": "rss/r_filmmakers",
+      "title": "Letterboxd For Sale: Why A New Public Benefit Company Is Making A Play For Indie Film’s Beloved Social Platform (and why this could be a great thing for indie filmmakers)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informative, analytical",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "indie filmmaking",
+        "social platforms",
+        "public benefit companies",
+        "media business",
+        "community impact"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายถึงผลกระทบที่ Letterboxd ขายต่อให้กับบริษัทเพื่อผลประโยชน์สาธารณะ",
+      "summary_en": "Discussion about the impact of Letterboxd's sale to a public benefit company on indie filmmaking and social platforms.",
+      "keywords": [
+        "indie film",
+        "Letterboxd",
+        "social platform",
+        "public benefit",
+        "filmmaking"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/TikTok/comments/1tsduvv/my_fyp_is_just_messed_up/",
+      "source": "rss/r_tiktok",
+      "title": "My fyp is just messed up",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "social_media",
+        "algorithm",
+        "user_experience",
+        "frustration",
+        "TikTok"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับประสบการณ์ผู้ใช้ TikTok",
+      "summary_en": "Discussion about TikTok user experience and algorithm issues",
+      "keywords": [
+        "TikTok",
+        "algorithm",
+        "user_experience",
+        "social_media"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tse1kn/going_through_the_editing_process_i_discovered/",
+      "source": "rss/r_writing",
+      "title": "Going through the editing process, I discovered something odd about my writing",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_writing|personal_reflection",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing_style",
+        "editing",
+        "author_influence",
+        "language_usage",
+        "personal_experience"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนและกระบวนการแก้ไข",
+      "summary_en": "Writing and editing process discussion",
+      "keywords": [
+        "writing_craft",
+        "editing_process",
+        "style_influence"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/writing/comments/1tshdrl/improving_metaphors_and_making_them_more_concise/",
+      "source": "rss/r_writing",
+      "title": "Improving Metaphors and Making Them More Concise",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "reflective, literary",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "metaphors",
+        "conciseness",
+        "writing style",
+        "perspective",
+        "syntax"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการปรับปรุงการเขียนอุปมาและการทำให้กระชับขึ้น",
+      "summary_en": "An example discussing how to improve metaphors and make them more concise in writing.",
+      "keywords": [
+        "writing",
+        "metaphors",
+        "conciseness",
+        "syntax",
+        "perspective"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tsfbjn/wp_youre_a_mind_intrusion_specialist_travelling/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] You're a mind intrusion specialist, travelling to siphon intelligence, seed doubt, or otherwise give a hard time to enemy combatants. As long as they don't know you're there, you're free to come ",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "dark|psychological|thriller",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "mind games",
+        "intrusion",
+        "psychosis",
+        "thriller",
+        "dark themes",
+        "intelligence"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเขียนนิยายแนว thriller จิตวิทยา",
+      "summary_en": "Exemplar of writing a psychological thriller fiction",
+      "keywords": [
+        "thriller",
+        "psychological",
+        "fiction",
+        "mind games",
+        "intrusion"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/WritingPrompts/comments/1tsgo0i/wp_someone_seems_to_be_completely_unaware_that/",
+      "source": "rss/r_writingprompts",
+      "title": "[WP] Someone seems to be completely unaware that they have been sent to a parallel world, and the mysterious forces that sent them there are starting to get pretty frustrated.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "contemporary speculative fiction, humorous, meta",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "parallel world",
+        "unawareness",
+        "mysterious forces",
+        "frustration",
+        "speculative fiction",
+        "humor"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างงานเขียนนิยายแนวสมมติที่มีโทนขบขันและธีมโลกคู่ขนาน",
+      "summary_en": "Example of speculative fiction writing with a humorous tone focused on parallel worlds and oblivious characters.",
+      "keywords": [
+        "parallel world",
+        "humor",
+        "speculative fiction"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "fiction_text",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
+      }
+    }
+  ]
+}

items/20260531T051536Z/batch.json

@@ -0,0 +1,221 @@
+{
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+  "items": [
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+      "source": "rss/r_writingprompts",
+      "title": "[WP] The motivation of the mildly-inconvenient trap maker capturing people? A simple desire for attention that not even his childhood pets would give him.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "psychological",
+      "complexity": 2,
+      "estimated_quality": 4,
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+        "attention",
+        "childhood trauma",
+        "psychological insight",
+        "character development"
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+      "summary_thai": "การวิเคราะห์ตัวละครและแรงจูงใจของคนสร้างกับดัก",
+      "summary_en": "Analyzing character motivation and backstory of a trap maker",
+      "keywords": [
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+        "motivation",
+        "psychological fiction",
+        "writing prompts"
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+    {
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+      "source": "rss/r_NewTubers",
+      "title": "How do some YTbers get thousands of views on their first few shorts but some get less than 100?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, conversational",
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+      "estimated_quality": 3,
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+        "content creation",
+        "YouTube",
+        "shorts",
+        "view count"
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+      "summary_thai": "สอนสั้นๆ ว่าทำไมบางคนมี views มาก แต่บางคนน้อย",
+      "summary_en": "Explaining why some YouTubers get thousands of views on their first few shorts while others get less than 100",
+      "keywords": [
+        "content creation",
+        "YouTube",
+        "shorts"
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+      "classifier_model": "groq/llama-3.1-8b-instant",
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+      "lora_target": "axentx-creative-video",
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+      "themes": [
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+        "self-reflection",
+        "creativity"
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+        "craft discussion",
+        "creator mindset"
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+      "source": "rss/r_NewTubers",
+      "title": "I built myself a tool to auto-generate captions on shorts and it works way better than the paid subscriptions",
+      "lora_target": "axentx-creative-video",
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+        "automation",
+        "captioning",
+        "video_production",
+        "DIY",
+        "tech"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างเครื่องมือสร้างคำบรรยายอัตโนมัติสำหรับวิดีโอ",
+      "summary_en": "Creating an auto-captioning tool for videos",
+      "keywords": [
+        "auto-captioning",
+        "video_production",
+        "DIY",
+        "tech"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tsg2qu/slugburn_gotta_chill/",
+      "source": "rss/r_animation",
+      "title": "Slugburn gotta chill 🍑 💀",
+      "lora_target": "axentx-creative-bl-thai",
+      "modality": "craft_discussion",
+      "style": "casual",
+      "complexity": 1,
+      "estimated_quality": 1,
+      "nsfw_level": 0,
+      "themes": [
+        "creativity",
+        "relaxation",
+        "motivation"
+      ],
+      "thai_context": true,
+      "summary_thai": " Slugburn ก็ควรผ่อนคลาย",
+      "summary_en": "Slugburn needs to relax",
+      "keywords": [
+        "creativity",
+        "relaxation",
+        "motivation"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+          "video_long"
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+    },
+    {
+      "url": "https://old.reddit.com/r/DestructiveReaders/comments/1tsii28/weekly_maybe_not_today_maybe_not_tomorrow/",
+      "source": "rss/r_destructivereaders",
+      "title": "[Weekly] Maybe not today, maybe not tomorrow",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal|conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing_craft",
+        "storytelling",
+        "chapter_endings",
+        "scene_endings"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนบทสรุปของบทหรือฉาก",
+      "summary_en": "Crafting chapter and scene endings",
+      "keywords": [
+        "writing_craft",
+        "storytelling",
+        "chapter_endings",
+        "scene_endings"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
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+    }
+  ]
+}

items/20260531T114831Z/batch.json

@@ -0,0 +1,299 @@
+{
+  "cycle_timestamp": "20260531T114831Z",
+  "count": 8,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/UI_Design/comments/1tsqt62/nice_way_of_setting_time_and_duration/",
+      "source": "rss/r_ui_design",
+      "title": "Nice way of setting time and duration?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "ui design",
+        "ux",
+        "time and duration"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบอินเตอร์เฟซสำหรับการตั้งค่าเวลาและระยะเวลา",
+      "summary_en": "Designing interface for setting time and duration",
+      "keywords": [
+        "ui design",
+        "ux",
+        "time slider",
+        "duration"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/web_design/comments/1tsqunj/card_exploration_for_one_of_the_client_project/",
+      "source": "rss/r_web_design",
+      "title": "Card exploration for one of the client project",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "card_design",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "card_design",
+        "ui_ux",
+        "client_project",
+        "exploration",
+        "visual_composition",
+        "design_process"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีสำรวจและออกแบบการ์ดในโปรเจกต์ของลูกค้า",
+      "summary_en": "Teaches how to explore and design cards for a client project",
+      "keywords": [
+        "card",
+        "exploration",
+        "ui",
+        "ux",
+        "design"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "web_design"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tsmwb8/which_is_better_over_usb_pd300x_vs_pd400x/",
+      "source": "rss/r_NewTubers",
+      "title": "Which is better over USB PD300x vs PD400x?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal Q&A",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "audio_mic_selection",
+        "USB_PD",
+        "background_noise_reduction",
+        "plosive_reduction",
+        "post_processing"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาเกี่ยวกับการเลือกไมโครโฟน USB PD300x vs PD400x สำหรับการบันทึกเสียงในงานวิดีโอ",
+      "summary_en": "Discussion on choosing between USB PD300x and PD400x microphones for video audio recording",
+      "keywords": [
+        "mic_choice",
+        "USB_PD",
+        "background_noise",
+        "plosives",
+        "audio_post_processing"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tsllil/my_very_first_animation/",
+      "source": "rss/r_animation",
+      "title": "My very first animation",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "beginner|casual",
+      "complexity": 1,
+      "estimated_quality": 1,
+      "nsfw_level": 0,
+      "themes": [
+        "beginner",
+        "animation",
+        "learning",
+        "first_project"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาตอนเริ่มต้นทำอนิเมชันพื้นฐาน",
+      "summary_en": "Discussion of a beginner’s first simple animation project",
+      "keywords": [
+        "beginner",
+        "animation",
+        "learning",
+        "first_project"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/DestructiveReaders/comments/1tsmxbh/1824_chronolab_introduction/",
+      "source": "rss/r_destructivereaders",
+      "title": "[1824] Chrono-lab (introduction)",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "literary",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "writing craft",
+        "feedback",
+        "storytelling"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนนิยายสั้นและการปรับปรุงภายใน",
+      "summary_en": "Short story writing and interiority improvement",
+      "keywords": [
+        "writing craft",
+        "fiction",
+        "feedback"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "writing_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": []
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+    },
+    {
+      "url": "https://old.reddit.com/r/KoreanBL/comments/1tsmjzi/love_in_protocol_러브_인_프로토콜_2026_will_be_released/",
+      "source": "rss/r_koreanbl",
+      "title": "Love in Protocol 러브 인 프로토콜 (2026) will be released globally on GagaOOLala on June 22, 2026",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "BL",
+        "global release",
+        "streaming"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเผยแพร่ซีรีส์ BL ในระดับโลก",
+      "summary_en": "Exemplar of BL series global release discussion",
+      "keywords": [
+        "BL",
+        "global release",
+        "GagaOOLala"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/reactjs/comments/1tsqgwo/compiler_compatible_adapter_for_tanstack_virtual/",
+      "source": "rss/r_reactjs",
+      "title": "Compiler compatible adapter for TanStack Virtual",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "production-ready",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "frontend development",
+        "TanStack Virtual",
+        "compiler compatibility"
+      ],
+      "thai_context": false,
+      "summary_thai": "สร้างแอดเดปเตอร์ที่ใช้ได้กับ TanStack Virtual",
+      "summary_en": "Creating a compiler compatible adapter for TanStack Virtual",
+      "keywords": [
+        "TanStack Virtual",
+        "compiler compatibility",
+        "frontend development"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend",
+          "react"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/typography/comments/1tsmgbv/is_a_font_like_this_possible/",
+      "source": "rss/r_typography",
+      "title": "Is a font like this possible?",
+      "lora_target": "axentx-creative-brand",
+      "modality": "brand_design",
+      "style": "constellation",
+      "complexity": 3,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "typography",
+        "font design",
+        "creative design",
+        "constellation style",
+        "design process"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีออกแบบฟอนต์ที่มีลักษณะเหมือนดาวประจักษ์",
+      "summary_en": "Teaches how to design a font inspired by constellations",
+      "keywords": [
+        "font",
+        "constellation",
+        "typography"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "typography"
+        ]
+      }
+    }
+  ]
+}

items/20260531T151514Z/batch.json

@@ -0,0 +1,41 @@
+{
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+  "count": 1,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tsxdck/the_unsolved_mystery_of_lorem_ipsum/",
+      "source": "rss/r_web_dev",
+      "title": "The Unsolved Mystery of Lorem Ipsum",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "design_history",
+        "typography",
+        "mystery"
+      ],
+      "thai_context": false,
+      "summary_thai": "วิดีโอเกี่ยวกับประวัติของลอเรม อิปซัม",
+      "summary_en": "Video discussion on the history of Lorem Ipsum",
+      "keywords": [
+        "Lorem Ipsum",
+        "design history",
+        "typography"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
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+}

items/20260531T182237Z/batch.json

@@ -0,0 +1,306 @@
+{
+  "cycle_timestamp": "20260531T182237Z",
+  "count": 8,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/UI_Design/comments/1tstv6s/backlog_prototype/",
+      "source": "rss/r_ui_design",
+      "title": "Backlog Prototype",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "ui_screenshot",
+      "style": "cyberpunk",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "cyberpunk",
+        "app design",
+        "prototype",
+        "UI",
+        "UX"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการออกแบบแอปพลิเคชันแบบไซเบอร์พังก์",
+      "summary_en": "Cyberpunk app design prototype example",
+      "keywords": [
+        "cyberpunk",
+        "app design",
+        "prototype",
+        "UI",
+        "UX"
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+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
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+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1tsygah/claude_opus_48_made_me_rethink_what_skills_will/",
+      "source": "rss/r_uxdesign",
+      "title": "Claude Opus 4.8 made me rethink what skills will actually matter in UX",
+      "lora_target": "axentx-creative-uiux",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
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+        "ai",
+        "career_development",
+        "design_tools",
+        "product_thinking"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบ UX ในยุค AI",
+      "summary_en": "UX design in the AI era",
+      "keywords": [
+        "ux_design",
+        "ai",
+        "design_tools",
+        "product_thinking",
+        "career_development"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
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+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tt12zp/how_do_you_securely_verify_musicians_on_your/",
+      "source": "rss/r_web_dev",
+      "title": "How do you securely verify musicians on your platform without expensive APIs?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "explanatory|procedural",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "artist verification",
+        "authentication flow",
+        "web marketplace",
+        "cost‑effective APIs",
+        "user‑generated content"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีออกแบบกระบวนการยืนยันศิลปินโดยใช้โค้ด 6 หลักและการถ่ายรูป selfie.",
+      "summary_en": "Shows how to design a low‑cost artist verification flow using a 6‑digit code and selfie proof.",
+      "keywords": [
+        "verification",
+        "authentication",
+        "frontend design",
+        "UX",
+        "low‑cost"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
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+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tt2zmz/i_built_a_global_vc_heatmap_with_their_public/",
+      "source": "rss/r_web_dev",
+      "title": "I built a global VC heatmap with their public email addresses.",
+      "lora_target": "axentx-creative-frontend",
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+      "nsfw_level": 0,
+      "themes": [
+        "frontend development",
+        "data visualization",
+        "open_source"
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+      "summary_thai": "การสร้าง heatmap ทั่วโลกด้วยอีเมลสาธารณะของ VC",
+      "summary_en": "Building a global VC heatmap with public email addresses",
+      "keywords": [
+        "frontend",
+        "heatmap",
+        "VC",
+        "open_source"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tste2i/which_platforms_to_use_to_make_a_music_compilation/",
+      "source": "rss/r_NewTubers",
+      "title": "Which platforms to use to make a music compilation?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_tutorial",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "music_compilation",
+        "video_creation",
+        "platforms"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างวิดีโอเพลงโดยใช้แพลตฟอร์มต่างๆ",
+      "summary_en": "Creating a music compilation video using various platforms",
+      "keywords": [
+        "music_compilation",
+        "video_creation",
+        "platforms",
+        "tutorial"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/typography/comments/1tt2z51/alternative_to_berlin_sans/",
+      "source": "rss/r_typography",
+      "title": "Alternative to Berlin Sans",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "typographic",
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+      "themes": [
+        "typography",
+        "font selection",
+        "book design",
+        "client communication",
+        "design constraints"
+      ],
+      "thai_context": false,
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+      "summary_en": "Suggests alternative sans-serif fonts to replace Berlin Sans for book design.",
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+        "typography",
+        "sans-serif",
+        "font choice",
+        "design",
+        "client"
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+      "classifier_model": "pollinations/openai-fast",
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+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/YouTubeShorts/comments/1tt05w6/the_emperor_demands_sacrifice_warhammer_40k/",
+      "source": "rss/r_youtubeshorts",
+      "title": "The Emperor Demands Sacrifice - Warhammer 40K",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic|warhammer40k|darkfantasy",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "warhammer 40k",
+        "sacrifice",
+        "emperor",
+        "dark fantasy",
+        "science fiction"
+      ],
+      "thai_context": false,
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+      "summary_en": "Warhammer 40K video script example",
+      "keywords": [
+        "warhammer 40k",
+        "video script",
+        "dark fantasy"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/YouTubeShorts/comments/1tsu92t/tabby_cats_scared_by_a_dog/",
+      "source": "rss/r_youtubeshorts",
+      "title": "Tabby Cats Scared by a Dog",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "animals",
+        "humor",
+        "reaction"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการสร้างวิดีโอสั้นบน YouTube",
+      "summary_en": "Example of creating a short video on YouTube",
+      "keywords": [
+        "youtube",
+        "short video",
+        "craft discussion"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260531T221038Z/batch.json

@@ -0,0 +1,196 @@
+{
+  "cycle_timestamp": "20260531T221038Z",
+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tt53hd/indie_short_is_so_close_to_the_goal_line/",
+      "source": "rss/r_filmmakers",
+      "title": "“Indie Short is So Close To The Goal Line!",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "indie_filmmaking, experimental, lucid dream, gritty, punk, French New Wave",
+      "complexity": 4,
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+      "nsfw_level": 0,
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+        "low budget",
+        "experimental film",
+        "good vs evil",
+        "struggle to finish a project"
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+      "thai_context": false,
+      "summary_thai": "การสร้างภาพยนตร์อิสระขนาดเล็กด้วยงบประมาณต่ำ",
+      "summary_en": "Low-budget indie filmmaking craft discussion",
+      "keywords": [
+        "indie filmmaking",
+        "low budget",
+        "experimental film",
+        "film production",
+        "post production"
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+      "_source_meta": {
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+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tt59sr/come_again_feature_first_15_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Come Again - Feature - First 15 pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "romantic|light|dialogue-driven",
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+      "nsfw_level": 0,
+      "themes": [
+        "romance",
+        "comedy",
+        "second chances",
+        "young love"
+      ],
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+      "summary_en": "Teaches first 15 pages of a romcom feature script",
+      "keywords": [
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+        "screenplay",
+        "first 15 pages",
+        "dialogue",
+        "plot"
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+      "source": "rss/r_screenwriting",
+      "title": "YAKUZA (2001 - 2002) - Unproduced action thriller by Alan B. McElroy and Steven Seagal - Script finally available + Background about the project",
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+      "nsfw_level": 0,
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+        "thriller",
+        "crime",
+        "Yakuza",
+        "hallucination",
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+      "thai_context": false,
+      "summary_thai": "สคริปต์แอ็กชันทริลเลอร์แนว 1990s-2000s ที่เน้นการเล่าเรื่องและฉากดราม่า",
+      "summary_en": "An unproduced 1990s-2000s style action thriller script exemplifying genre storytelling and screenplay craft.",
+      "keywords": [
+        "action thriller",
+        "script",
+        "Yakuza",
+        "1990s film style",
+        "unproduced screenplay"
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+      "classifier_model": "github_models/openai/gpt-4.1-mini",
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+        "default_lora_routing": "safe",
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+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tt76pn/ball_boy_tennis_dramedy_18_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Ball Boy (tennis dramedy) 18 pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
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+        "teenage protagonist",
+        "overcoming obstacles",
+        "sports",
+        "coming-of-age"
+      ],
+      "thai_context": false,
+      "summary_thai": "เรียนรู้การเขียนบทโทรทัศน์",
+      "summary_en": "Learn how to write a TV pilot script",
+      "keywords": [
+        "TV script",
+        "pilot script",
+        "screenwriting",
+        "character development"
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+      "classifier_model": "groq/llama-3.1-8b-instant",
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+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+    },
+    {
+      "url": "https://old.reddit.com/r/webdev/comments/1tt5n6a/handling_large_images_files_in_a_real_time_chat/",
+      "source": "rss/r_web_dev",
+      "title": "Handling large images & files in a real time chat application",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical_informative",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "real-time chat application",
+        "large file handling",
+        "cloud architecture"
+      ],
+      "thai_context": false,
+      "summary_thai": "การจัดการไฟล์ขนาดใหญ่ในแอปพลิเคชันแชทแบบเรียลไทม์",
+      "summary_en": "Handling large files in real-time chat applications",
+      "keywords": [
+        "real-time chat",
+        "large file handling",
+        "cloud architecture",
+        "frontend development"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
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+        "theme_hints": [
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+  ]
+}

items/20260601T011826Z/batch.json

@@ -0,0 +1,466 @@
+{
+  "cycle_timestamp": "20260601T011826Z",
+  "count": 12,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tt9pd6/budget_animorphic_shootoff_blazar_mantis_vs_remus/",
+      "source": "rss/r_cinematography",
+      "title": "Budget Animorphic Shoot-off, Blazar Mantis vs Remus, 50mm.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic|comparative analysis",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "cinematography",
+        "lenses",
+        "film equipment",
+        "camera techniques",
+        "photography comparison",
+        "budget friendly"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเปรียบเทียบกล้องมือกลและกล้อง DSLR ในด้านคุณสมบัติและคุณภาพ",
+      "summary_en": "Comparative analysis of handheld cameras and DSLR cameras in terms of features and quality",
+      "keywords": [
+        "cinematography",
+        "lenses",
+        "camera comparison"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1ttafp0/fermi_gold_coast_high_schools_film_festival_best/",
+      "source": "rss/r_filmmakers",
+      "title": "Fermi | Gold Coast High Schools Film Festival Best Picture",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "science fiction",
+        "high school",
+        "film festival",
+        "Dark Forest",
+        "theories of Enrico Fermi"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการสร้างภาพยนตร์สั้นจากแรงบันดาลใจของทฤษฎี Enrico Fermi และ Dark Forest",
+      "summary_en": "Exemplar of short film creation inspired by Enrico Fermi's theories and Lou Cixin's Dark Forest",
+      "keywords": [
+        "film festival",
+        "short film",
+        "science fiction",
+        "Dark Forest",
+        "Enrico Fermi"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/ThaiBL/comments/1ttc7yp/tong_being_adorable_woth_keng_tachaya_i_dont_have/",
+      "source": "rss/r_thaibl",
+      "title": "Tong being adorable woth Keng Tachaya ( I don't have a translation sorry)",
+      "lora_target": "axentx-creative-bl-thai",
+      "modality": "craft_discussion",
+      "style": "romantic",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "BL",
+        "romance",
+        "fashion",
+        "event",
+        "Thai",
+        "character"
+      ],
+      "thai_context": true,
+      "summary_thai": "บทสนทนาเกี่ยวกับความโรแมนติกและแฟชั่นของตัวละครในงานของ Tong และ Keng Tachaya",
+      "summary_en": "A discussion on the romantic and fashion aspects of Tong and Keng Tachaya’s event appearance",
+      "keywords": [
+        "BL",
+        "fashion",
+        "Thai"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "bl_thai",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+          "thai"
+        ]
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+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tt63hz/will_uploading_daily_hurt_my_views/",
+      "source": "rss/r_NewTubers",
+      "title": "Will uploading daily hurt my views",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational|informal|advice-seeking",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "content creation",
+        "upload frequency",
+        "gaming niche",
+        "video editing",
+        "audience engagement",
+        "creator burnout"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภ��ปรายเกี่ยวกับผลกระทบของการอัปโหลดวิดีโอทุกวันต่อการเติบโตของช่อง",
+      "summary_en": "Discussion about the impact of daily video uploads on channel growth and content strategy.",
+      "keywords": [
+        "upload frequency",
+        "gaming content",
+        "video editing",
+        "channel growth",
+        "creator burnout"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tt91mx/does_the_gameplay_in_the_background_matter/",
+      "source": "rss/r_NewTubers",
+      "title": "Does the gameplay in the background matter",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "commentary_channel",
+        "gameplay",
+        "YouTube"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสร้างช่องคอมเมนทรีบน YouTube โดยใช้เกมเป็นพื้นหลัง",
+      "summary_en": "Creating a commentary channel on YouTube using gameplay as background",
+      "keywords": [
+        "YouTube",
+        "commentary_channel",
+        "gameplay"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tt5uym/moth_queen/",
+      "source": "rss/r_animation",
+      "title": "Moth Queen",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "character design",
+        "outfit design",
+        "dance",
+        "hand animation",
+        "3D modeling"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการทำอนิเมชันแมงมุมและออกแบบชุดตัวละคร",
+      "summary_en": "Demonstrates hand‑animated dance moves and outfit design for a moth queen character",
+      "keywords": [
+        "animation",
+        "character design",
+        "outfit design",
+        "Blender",
+        "ZBrush"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tt4v5i/samurai_vs_knight_animation_free_armored_knight/",
+      "source": "rss/r_animation",
+      "title": "Samurai vs Knight Animation + Free Armored Knight Rig [link in description]",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "medieval fantasy",
+      "complexity": 3,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "rigging",
+        "medieval fantasy",
+        "samurai",
+        "knight",
+        "combat"
+      ],
+      "thai_context": false,
+      "summary_thai": "แสดงการสร้างอนิเมชันและริดตัวละครเกราะศิลป์",
+      "summary_en": "Demonstrates creating an animation and rigging a medieval warrior character",
+      "keywords": [
+        "animation",
+        "rigging",
+        "medieval"
+      ],
+      "classifier_model": "pollinations/openai",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tt5l3o/ive_never_animated_before_how_is_my_first_attempt/",
+      "source": "rss/r_animation",
+      "title": "Ive never animated before. How is my first attempt? any advice?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "amateur practice animation",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "beginner",
+        "practice",
+        "feedback",
+        "motion",
+        "digital art"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการฝึกอนิเมชันสำหรับผู้เริ่มต้นที่ต้องการคำแนะนำ",
+      "summary_en": "A beginner's practice animation post seeking feedback and advice on animation craft.",
+      "keywords": [
+        "animation",
+        "beginner",
+        "practice"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tt76h3/a_clip_from_our_2d_3d_indie_anime_all_2d/",
+      "source": "rss/r_animation",
+      "title": "A clip from our 2D + 3D indie anime! All 2D animation physically exists in the 3D environment!",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "hybrid 2D-3D anime",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "2D animation",
+        "3D animation",
+        "hybrid techniques",
+        "indie anime production",
+        "animation technology"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการผสมผสานแอนิเมชัน 2D และ 3D ในสภาพแวดล้อมเดียวกัน",
+      "summary_en": "An example of blending 2D and 3D animation in a unified environment.",
+      "keywords": [
+        "2D animation",
+        "3D animation",
+        "hybrid animation",
+        "anime production",
+        "indie animation"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1tt7qek/abandoned_fanfics_marked_as_complete/",
+      "source": "rss/r_ao3",
+      "title": "Abandoned fanfics marked as complete",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "fanfiction",
+        "writing_community",
+        "abandoned_stories",
+        "completeness",
+        "author_notes"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับแฟนฟิกที่ถูกทำเครื่องหมายว่าสมบูรณ์ แต่ถูกทอดทิ้งกลางคัน",
+      "summary_en": "Discussion about abandoned fanfics marked as complete",
+      "keywords": [
+        "fanfiction",
+        "craft discussion",
+        "abandoned stories"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/CreatorsAdvice/comments/1tt3xrf/first_video_call_requests/",
+      "source": "rss/r_creatorsadvice",
+      "title": "First video call requests",
+      "lora_target": "axentx-creative-adult-craft",
+      "modality": "craft_discussion",
+      "style": "informal|conversational",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 1,
+      "themes": [
+        "adult_content",
+        "craft_tips",
+        "video_production",
+        "self_improvement",
+        "online_safety",
+        "body_image"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับการสร้างวิดีโอคอลสำหรับผู้ใหญ่",
+      "summary_en": "Discussion on adult video call crafting and best practices",
+      "keywords": [
+        "adult_video",
+        "craft_discussion",
+        "video_call",
+        "online_safety"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "adult_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 18,
+        "default_lora_routing": "adult",
+        "theme_hints": [
+          "industry_trade"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/CreatorsAdvice/comments/1tt4ge9/im_having_trouble_finding_my_audience/",
+      "source": "rss/r_creatorsadvice",
+      "title": "I’m having trouble finding my audience",
+      "lora_target": "axentx-creative-adult-craft",
+      "modality": "craft_discussion",
+      "style": "informal| conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 1,
+      "themes": [
+        "self_promotion",
+        "audience_engagement",
+        "content_creation",
+        "adult_content",
+        "online_community"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับการโปรโมตเนื้อหาสำหรับผู้ใหญ่และการหาผู้ชม",
+      "summary_en": "Discussion on promoting adult content and finding audience",
+      "keywords": [
+        "adult_content",
+        "self_promotion",
+        "audience_engagement",
+        "online_community"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "adult_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 18,
+        "default_lora_routing": "adult",
+        "theme_hints": [
+          "industry_trade"
+        ]
+      }
+    }
+  ]
+}

items/20260601T044006Z/batch.json

@@ -0,0 +1,120 @@
+{
+  "cycle_timestamp": "20260601T044006Z",
+  "count": 3,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1ttgyku/why_were_disneynickelodeon_sitcoms_like_stuck_in/",
+      "source": "rss/r_cinematography",
+      "title": "Why were Disney/Nickelodeon sitcoms like Stuck in the Middle, Liv & Maddie and iCarly underexposed? Was this the result of trying to get the entire frame in focus by closing down aperture? I'm a high ",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic, technical discussion",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "cinematography",
+        "lighting",
+        "aperture",
+        "sitcom production",
+        "video exposure",
+        "technical filmmaking"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเกี่ยวกับเทคนิคการถ่ายทำและการตั้งค่ากล้องในซิตคอมเด็ก",
+      "summary_en": "Discussion on cinematography techniques and camera settings affecting sitcom lighting and exposure.",
+      "keywords": [
+        "cinematography",
+        "lighting",
+        "aperture"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1ttes9j/tips_for_taping_lav_mics_to_actors/",
+      "source": "rss/r_filmmakers",
+      "title": "Tips for taping lav mics to actors",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_tutorial",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "filmmaking",
+        "audio_recording",
+        "production_tips"
+      ],
+      "thai_context": false,
+      "summary_thai": "เทคนิคการติดไมโครโฟน Lavalier สำหรับการถ่ายทำ",
+      "summary_en": "Tips for taping lav mics to actors for filmmaking",
+      "keywords": [
+        "lavalier",
+        "microphone",
+        "filmmaking",
+        "production",
+        "audio_recording"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tthe51/does_it_really_matter_if_i_know_my_camera_type_i/",
+      "source": "rss/r_screenwriting",
+      "title": "Does it really matter if I know my camera type I use?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "filmmaking",
+        "directing",
+        "technical knowledge",
+        "collaboration",
+        "craftsmanship"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสนทนาเกี่ยวกับความสำคัญของการรู้จักกล้องในการกำกับภาพยนตร์",
+      "summary_en": "A discussion on the importance of knowing your camera type as a film director.",
+      "keywords": [
+        "filmmaking",
+        "camera knowledge",
+        "directing",
+        "film production",
+        "collaboration"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    }
+  ]
+}

items/20260601T074657Z/batch.json

@@ -0,0 +1,264 @@
+{
+  "cycle_timestamp": "20260601T074657Z",
+  "count": 7,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1ttkzb8/mrmarlin_feature_8_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Mr.Marlin - Feature - 8 Pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic noir",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "mystery",
+        "conspiracy",
+        "noir",
+        "Hollywood",
+        "crime",
+        "arthouse"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการเขียนสคริปต์หนังแนว noir เกี่ยวกับคดีฆาตกรรมและสืบสวนคอนสเปอเรซี่",
+      "summary_en": "Teaches crafting a noir film script about a murder mystery and conspiracy",
+      "keywords": [
+        "noir",
+        "conspiracy",
+        "Hollywood"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "video_script",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ttk4ww/i_linked_3_shorts_to_one_long_video_but_only_3_of/",
+      "source": "rss/r_NewTubers",
+      "title": "I linked 3 Shorts to one long video, but only 3% of traffic came from Related Shorts. Is that normal?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal, practical, discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube Shorts",
+        "video promotion",
+        "traffic sources",
+        "content strategy",
+        "social media growth",
+        "analytics"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายเกี่ยวกับสัดส่วนทราฟฟิกจาก Shorts ที่ส่งผลต่อวิดีโอยาวบน YouTube",
+      "summary_en": "Discussion on typical traffic percentages from YouTube Shorts linking to long-form videos and expectations.",
+      "keywords": [
+        "YouTube Shorts",
+        "traffic sources",
+        "video promotion"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ttfdmd/can_i_upload_smaller_segments_of_a_large_video/",
+      "source": "rss/r_NewTubers",
+      "title": "Can I upload smaller segments of a large video into separate small videos?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "practical_seo_focused",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video_content_monetization",
+        "content_repurposing",
+        "youtube_policies"
+      ],
+      "thai_context": false,
+      "summary_thai": "ผู้สร้างถามวิธีแบ่งวิดีโอหลักเป็นตอนย่อยเพื่อเพิ่มการมองเห็นบนแพลตฟอร์มโดยไม่ถูกลงโทษจากการอัปโหลดซ้ำ",
+      "summary_en": "Content creator discusses splitting a masterclass video into smaller segments for SEO while avoiding monetization penalties.",
+      "keywords": [
+        "youtube_segmentation",
+        "content_repurposing",
+        "video_monetization"
+      ],
+      "classifier_model": "groq/qwen/qwen3-32b",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1ttj3uu/made_a_short_animation_at_school_read_body/",
+      "source": "rss/r_animation",
+      "title": "Made a short animation at school (read body)",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_tutorial",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "Blender",
+        "3D modeling"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการสร��างแอนิเมชั่นสั้นด้วย Blender",
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+        "3D modeling",
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+        "language": "en",
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+    },
+    {
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+      "nsfw_level": 0,
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+        "animation",
+        "experimental art"
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+      "summary_en": "Experimental paper animation craft",
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+        "experimental art",
+        "horror art"
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+      "_source_meta": {
+        "sub_domain": "video_long",
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+        "language": "en",
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+    {
+      "url": "https://old.reddit.com/r/reactjs/comments/1ttim5b/experienced_fullstack_developer_available_for_new/",
+      "source": "rss/r_reactjs",
+      "title": "Experienced Full-Stack Developer Available for New Projects",
+      "lora_target": "axentx-creative-frontend",
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+      "themes": [
+        "full-stack development",
+        "career",
+        "job opportunities"
+      ],
+      "thai_context": false,
+      "summary_thai": "ผู้เชี่ยวชาญด้าน Full-Stack Developer ค้นหางานใหม่",
+      "summary_en": "Experienced Full-Stack Developer looking for new projects",
+      "keywords": [
+        "full-stack development",
+        "career",
+        "job opportunities"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend",
+          "react"
+        ]
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+    },
+    {
+      "url": "https://old.reddit.com/r/reactjs/comments/1ttjpzz/i_built_a_free_cli_that_catches_react_issues/",
+      "source": "rss/r_reactjs",
+      "title": "I built a free CLI that catches React issues before you ship — dead imports, hook violations, re-render risks, a11y bugs, all in one command",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical_writing",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
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+        "frontend_development",
+        "code_quality",
+        "CLI_tools",
+        "accessibility"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการสร้าง CLI สำหรับตรวจสอบปัญหา React ก่อน deploy",
+      "summary_en": "Example of building a CLI to catch React issues before deployment",
+      "keywords": [
+        "React",
+        "CLI",
+        "code_quality",
+        "frontend_development",
+        "accessibility"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
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+        "default_lora_routing": "safe",
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+          "frontend",
+          "react"
+        ]
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+    }
+  ]
+}

items/20260601T110415Z/batch.json

@@ -0,0 +1,46 @@
+{
+  "cycle_timestamp": "20260601T110415Z",
+  "count": 1,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Screenwriting/comments/1ttniwf/harrow_city_feature_52_pages/",
+      "source": "rss/r_screenwriting",
+      "title": "Harrow City - Feature - 52 pages",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cinematic noir",
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+        "power struggle",
+        "revenge",
+        "manipulation",
+        "identity",
+        "betrayal"
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+      "thai_context": false,
+      "summary_thai": "สคริปต์ภาพยนตร์เรื่องเมือง Harrow ที่เน้นความผูกพันของการเมืองและการต่อสู้เพื่ออำนาจ",
+      "summary_en": "A feature film script about political intrigue and power struggles in Harrow City",
+      "keywords": [
+        "political thriller",
+        "script",
+        "film",
+        "manipulation",
+        "revenge"
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+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
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+}

items/20260601T141115Z/batch.json

@@ -0,0 +1,151 @@
+{
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+      "source": "rss/r_filmmakers",
+      "title": "Recent Trend: High Frame Rate for action?",
+      "lora_target": "axentx-creative-video",
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+      "estimated_quality": 4,
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+      "themes": [
+        "film",
+        "cinematography",
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+      "summary_en": "Discussion on the use of high frame rates in action scenes",
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+        "action scenes",
+        "cinematography"
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/UI_Design/comments/1ttpd5i/what_can_i_improve/",
+      "source": "rss/r_ui_design",
+      "title": "What can I improve?",
+      "lora_target": "axentx-creative-uiux",
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+        "multilingual",
+        "user experience",
+        "design critique"
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+        "UI",
+        "feedback",
+        "multilingual"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
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+        "sub_domain": "design_uiux",
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+        "language": "en",
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+        "default_lora_routing": "safe",
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+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ttor18/which_video_was_the_most_challenging/",
+      "source": "rss/r_NewTubers",
+      "title": "Which video was the most challenging?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal|conversational|tutorial",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "video_creation",
+        "tutorial",
+        "experience_sharing",
+        "craft_discussion",
+        "learning",
+        "persistence"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแบ่งปันประสบการณ์ในการสร้างวิดีโอ",
+      "summary_en": "Sharing experience on creating a video",
+      "keywords": [
+        "video_creation",
+        "tutorial",
+        "craft_discussion"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "default_lora_routing": "safe",
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+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tto0t6/the_car_who_wanted_to_be_a_plane/",
+      "source": "rss/r_animation",
+      "title": "The Car Who Wanted to be a Plane",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "animation",
+        "sketch show",
+        "pitch"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างบทพูดสำหรับวิดีโอสั้น",
+      "summary_en": "Example video script for a short animation",
+      "keywords": [
+        "video script",
+        "animation",
+        "sketch show"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
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+}

items/20260601T205406Z/batch.json

@@ -0,0 +1,268 @@
+{
+  "cycle_timestamp": "20260601T205406Z",
+  "count": 7,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1ttzw6n/how_much_should_i_offer/",
+      "source": "rss/r_filmmakers",
+      "title": "How much should i offer",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "DIY beginner",
+      "complexity": 2,
+      "estimated_quality": 1,
+      "nsfw_level": 0,
+      "themes": [
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+        "lighting",
+        "color grading",
+        "editing",
+        "production",
+        "horror"
+      ],
+      "thai_context": false,
+      "summary_thai": "บทสนทนาที่ช่วยให้ผู้เริ่มต้นทำหนังระบุวิธีปรับปรุงการแสง การจัดสี และการตัดต่อ",
+      "summary_en": "A beginner filmmaker seeks advice on improving lighting, color grading, and editing for a short horror video",
+      "keywords": [
+        "filmmaking",
+        "lighting",
+        "color grading"
+      ],
+      "classifier_model": "pollinations/openai-fast",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1ttyc1z/anyone_tried_posted_their_new_video_on_x/",
+      "source": "rss/r_NewTubers",
+      "title": "Anyone Tried Posted Their New Video On X",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "video_marketing",
+        "social_media",
+        "content_strategy"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแชร์วิดีโอใหม่บน X เพื่อเพิ่มผู้ชม",
+      "summary_en": "Sharing new videos on X to gain new viewers",
+      "keywords": [
+        "video_marketing",
+        "social_media",
+        "content_strategy"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
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+        "language": "en",
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+        "default_lora_routing": "safe",
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+          "video_short"
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+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tto030/ive_posted_a_samurai_vs_knight_combat_animation/",
+      "source": "rss/r_animation",
+      "title": "I've posted a samurai vs knight combat animation yesterday, I deleted the camera movements and reposting it, is it better now? While you are at it if you can give me some critique in general too, that",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic|dynamic",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
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+        "combat choreography",
+        "samurai",
+        "knight",
+        "camera movement",
+        "critiquing"
+      ],
+      "thai_context": false,
+      "summary_thai": "การให้คำวิจารณ์และปรับปรุงการเคลื่อนไหวกล้องในแอนิเมชันต่อสู้ซามูไร vs นักรบ.",
+      "summary_en": "Critique and refinement of camera work in a samurai vs knight combat animation.",
+      "keywords": [
+        "animation critique",
+        "camera dynamics",
+        "combat animation",
+        "samurai",
+        "knight"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tu53o4/my_first_stop_motion_animation_our_music_video/",
+      "source": "rss/r_animation",
+      "title": "My first stop motion animation! Our music video uses poetic visual metaphors to evoke messages around climate change, humanity, division and connection. 🌍 Can you find me, you, us? 🎨💜 Animated at 12fp",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "poetic|stopmotion|environmental",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "climate change",
+        "humanity",
+        "division",
+        "connection",
+        "environmental activism",
+        "poetic metaphor"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีสร้างสต็อปโมชั่นมิวสิคราว์ด้วยภาพสัญลักษณ์เพื่อสื่อสารเรื่องสิ่งแวดล้อม",
+      "summary_en": "Illustrates how to create a poetic stop-motion music video with environmental themes",
+      "keywords": [
+        "stopmotion",
+        "environmental",
+        "metaphor"
+      ],
+      "classifier_model": "groq/openai/gpt-oss-20b",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1tu1qqw/college_and_highschool_aus_are_very_different/",
+      "source": "rss/r_ao3",
+      "title": "College and Highschool Au’s are very different. Wait till you get there to write them.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_writing",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing_tips",
+        "fanfiction",
+        "au"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเขียนแฟนฟิก AU ในระดับวิทยาลัยและมัธยมมีความแตกต่างกัน",
+      "summary_en": "College and high school AU writing have different characteristics",
+      "keywords": [
+        "fanfiction",
+        "au",
+        "writing_tips"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/reactjs/comments/1tu25q6/not_getting_autosuggestion_for_props_in_tiptaps/",
+      "source": "rss/r_reactjs",
+      "title": "Not getting autosuggestion for props in TipTap's UI Components",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "craft_discussion",
+      "style": "technical|minimal",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "frontend",
+        "react",
+        "vite",
+        "tipTap",
+        "jsconfig"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนการตั้งค่า alias และ jsconfig เพื่อให้ได้ autosuggestion ของ props ใน TipTap UI ด้วย React",
+      "summary_en": "Shows how to configure alias and jsconfig for prop autosuggestions in TipTap UI components with React.",
+      "keywords": [
+        "jsconfig",
+        "vite",
+        "alias",
+        "autosuggestion",
+        "react",
+        "tipTap"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend",
+          "react"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/YouTubeShorts/comments/1ttxa2u/power_napping/",
+      "source": "rss/r_youtubeshorts",
+      "title": "Power napping",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "productivity",
+        "self-care",
+        "sleep"
+      ],
+      "thai_context": true,
+      "summary_thai": "การนอนพักผ่อนช่วยเพิ่มประสิทธิภาพ",
+      "summary_en": "Power napping boosts productivity",
+      "keywords": [
+        "productivity",
+        "self-care",
+        "power napping"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260602T002223Z/batch.json

@@ -0,0 +1,161 @@
+{
+  "cycle_timestamp": "20260602T002223Z",
+  "count": 4,
+  "items": [
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+      "url": "https://old.reddit.com/r/cinematography/comments/1tu6zbo/still_from_my_upcoming_indie_horror_film_shot/",
+      "source": "rss/r_cinematography",
+      "title": "Still from my upcoming indie horror film. Shot this in a friend’s basement. Any thoughts on the production design and atmosphere?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic|indie_horror",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
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+        "horror",
+        "indie_film",
+        "production_design",
+        "atmosphere"
+      ],
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+      "summary_thai": "การออกแบบการผลิตและบรรยากาศในภาพยนตร์สยองขวัญอินดี้",
+      "summary_en": "Production design and atmosphere in indie horror film",
+      "keywords": [
+        "indie_horror",
+        "production_design",
+        "atmosphere",
+        "film_craft"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tu6fw7/working_on_doc_and_i_think_tilta_is_about_to/",
+      "source": "rss/r_filmmakers",
+      "title": "Working on doc and I think tilta is about to change the game,",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "conversational",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
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+        "camera accessories",
+        "autofocus",
+        "tilta systems",
+        "technical troubleshooting"
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+      "summary_thai": "คำแนะนำการใช้ Tilta autofocus และการอัปเดตอุปกรณ์สำหรับการถ่ายทำสารคดี",
+      "summary_en": "Discussion on using Tilta autofocus and updating equipment for documentary filmmaking.",
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+        "autofocus",
+        "filmmaking",
+        "documentary",
+        "camera gear"
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+        "default_lora_routing": "safe",
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+    },
+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tu9kdz/new_short_horror_film_set_during_the_vietnam_war/",
+      "source": "rss/r_filmmakers",
+      "title": "NEW Short Horror Film Set During the Vietnam War",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "cinematic|horror",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "war",
+        "horror",
+        "fear",
+        "Vietnam War",
+        "short film"
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+      "summary_thai": "การสร้างภาพยนตร์สั้นแนวสยองขวัญในช่วงสงครามเวียดนาม",
+      "summary_en": "Crafting a short horror film set during the Vietnam War",
+      "keywords": [
+        "short film",
+        "horror",
+        "Vietnam War",
+        " filmmaking",
+        "craft discussion"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
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+        "default_lora_routing": "safe",
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+    {
+      "url": "https://old.reddit.com/r/Filmmakers/comments/1tu5sw7/my_400_feature_is_doing_great_out_there_just_go/",
+      "source": "rss/r_filmmakers",
+      "title": "My $400 feature is doing great out there! Just go and make your film.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal indie filmmaking",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "low-budget film",
+        "indie production",
+        "DIY filmmaking",
+        "short shoot",
+        "forest horror",
+        "motivation"
+      ],
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+      "summary_en": "Shows how to create a ultra‑low‑budget indie film and encourages others to start making movies.",
+      "keywords": [
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+        "outsiders",
+        "indie film",
+        "low budget",
+        "filmmaking advice"
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+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
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+}

items/20260602T032910Z/batch.json

@@ -0,0 +1,202 @@
+{
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+  "count": 5,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tue317/gh7_basic_iso_question/",
+      "source": "rss/r_cinematography",
+      "title": "Gh7 basic ISO question",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "technical|informative",
+      "complexity": 2,
+      "estimated_quality": 3,
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+      "themes": [
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+        "ISO",
+        "noise reduction",
+        "video settings",
+        "camera comparison",
+        "color dynamics"
+      ],
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+      "summary_thai": "สอนการตั้งค่า ISO ที่เหมาะสำหรับวิดีโอบน Panasonic GH7 เพื่อลดนอยส์",
+      "summary_en": "Guidance on optimal ISO settings for Panasonic GH7 video to minimize noise while preserving color and dynamic range.",
+      "keywords": [
+        "GH7",
+        "ISO800",
+        "video noise",
+        "dynamic range",
+        "camera settings"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tu6uiw/locked_at_400_impressions_after_a_highperforming/",
+      "source": "rss/r_NewTubers",
+      "title": "Locked at 400 impressions after a high-performing organic start. Is this a system bug or a penalty? Need advice.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "video impressions",
+        "organic reach",
+        "thumbnail optimization",
+        "music promotion",
+        "content strategy"
+      ],
+      "thai_context": false,
+      "summary_thai": "การวิเคราะห์ปัญหาอัลกอริทึมของ YouTube สำหรับการโปรโมตวิดีโอเพลง",
+      "summary_en": "Analysis of YouTube algorithm issues impacting organic video reach and strategies to address them.",
+      "keywords": [
+        "YouTube algorithm",
+        "video impressions",
+        "organic growth"
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+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tu6kfp/need_upload_frequency_suggestions/",
+      "source": "rss/r_NewTubers",
+      "title": "Need Upload Frequency Suggestions.",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+      "estimated_quality": 2,
+      "nsfw_level": 0,
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+        "YouTube",
+        "gaming",
+        "channel_growth",
+        "upload_frequency"
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+      "thai_context": false,
+      "summary_thai": "แนะนำวิธีการอัปโหลดวิดีโอเพื่อเพิ่มวิวและสมาชิก",
+      "summary_en": "Advice on upload frequency for a YouTube gaming channel",
+      "keywords": [
+        "upload_frequency",
+        "gaming",
+        "YouTube",
+        "channel_growth",
+        "content_strategy"
+      ],
+      "classifier_model": "groq/openai/gpt-oss-20b",
+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
+        "language": "en",
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+    {
+      "url": "https://old.reddit.com/r/animation/comments/1tu9hrk/where_the_forest_ends_my_new_stylized_animation/",
+      "source": "rss/r_animation",
+      "title": "Where the Forest Ends 🌿✨ My new stylized animation is finally out. A young witch searching for forgotten magic, hidden places, and discovering powerful new spells. EP.0 — The Little Witch’s Adventures",
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+      "modality": "craft_discussion",
+      "style": "stylized animation, cozy fantasy, cinematic lighting",
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+        "adventure",
+        "magic",
+        "animation",
+        "storytelling"
+      ],
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+      "summary_en": "Creating a stylized animation series with Blender and toon shading workflows",
+      "keywords": [
+        "animation",
+        "blender",
+        "toon shading",
+        "fantasy",
+        "storytelling"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+    },
+    {
+      "url": "https://old.reddit.com/r/CreatorsAdvice/comments/1tu6lzs/m29_creator_looking_for_advice_from_experienced/",
+      "source": "rss/r_creatorsadvice",
+      "title": "M29 creator looking for advice from experienced creators",
+      "lora_target": "axentx-creative-adult-craft",
+      "modality": "craft_discussion",
+      "style": "informal|professional|community-focused",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "adult-content-creation",
+        "professional-growth",
+        "audience-building",
+        "platform-strategies",
+        "burnout-prevention",
+        "gender-perspectives"
+      ],
+      "thai_context": false,
+      "summary_thai": "การสนทนาเกี่ยวกับการสร้างเนื้อหาในอุตสาหกรรมผู้ใหญ่",
+      "summary_en": "Discussion on professional strategies for creating adult content.",
+      "keywords": [
+        "adult content",
+        "professional advice",
+        "creator growth",
+        "audience building",
+        "burnout prevention"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "adult_craft",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 18,
+        "default_lora_routing": "adult",
+        "theme_hints": [
+          "industry_trade"
+        ]
+      }
+    }
+  ]
+}

items/20260602T095851Z/batch.json

@@ -0,0 +1,194 @@
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+      "url": "https://old.reddit.com/r/Screenwriting/comments/1tuj5j7/cold_query_tuesday/",
+      "source": "rss/r_screenwriting",
+      "title": "Cold Query Tuesday",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
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+      "themes": [
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+        "querying",
+        "industry"
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+      "summary_en": "Exemplar script for querying agencies and management companies in the industry",
+      "keywords": [
+        "screenwriting",
+        "querying",
+        "industry",
+        "video_script"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
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+      "source": "rss/r_ui_design",
+      "title": "Looking for honest feedback on the UI of my Japanese reading app",
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+        "design",
+        "japanese",
+        "reading",
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+        "animation",
+        "Blender",
+        "Jurassic Park",
+        "fight scenes"
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+      "keywords": [
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+        "3D animation",
+        "jurassic"
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+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
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+      "source": "rss/r_ao3",
+      "title": "Restricted Tuesday: Disability & Diversity Spotlight",
+      "lora_target": "axentx-creative-bl-global",
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+      "nsfw_level": 0,
+      "themes": [
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+        "discourse moderation",
+        "digital culture",
+        "inclusivity",
+        "awareness events",
+        "pride month"
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+      "summary_thai": "การสร้างบรรยากาศทางออนไลน์ที่รวมใจ",
+      "summary_en": "Creating an online community that fosters inclusivity",
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+        "moderation",
+        "digital culture"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
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+      "source": "rss/r_creatorsadvice",
+      "title": "Will pay you for your advice",
+      "lora_target": "axentx-creative-adult-craft",
+      "modality": "craft_discussion",
+      "style": "informal",
+      "complexity": 1,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "Fanvue",
+        "monetization",
+        "advice",
+        "guidance"
+      ],
+      "thai_context": false,
+      "summary_thai": "การหารือเกี่ยวกับการสร้างรายได้บน Fanvue",
+      "summary_en": "Discussion on monetizing Fanvue with guidance from a successful model",
+      "keywords": [
+        "Fanvue",
+        "monetization",
+        "adult content",
+        "creator advice"
+      ],
+      "classifier_model": "groq/llama-3.3-70b-versatile",
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+        "theme_hints": [
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+}

items/20260602T164957Z/batch.json

@@ -0,0 +1,41 @@
+{
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+      "url": "https://old.reddit.com/r/css/comments/1turs1w/an_awesome_css_mug/",
+      "source": "rss/r_css",
+      "title": "An awesome css mug",
+      "lora_target": "axentx-creative-frontend",
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+      "nsfw_level": 0,
+      "themes": [
+        "design",
+        "frontend",
+        "css"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการออกแบบ CSS สำหรับ mug",
+      "summary_en": "CSS design example for a mug",
+      "keywords": [
+        "css",
+        "design",
+        "frontend"
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+}

items/20260602T231952Z/batch.json

@@ -0,0 +1,120 @@
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+  "items": [
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+      "url": "https://old.reddit.com/r/cinematography/comments/1tv41fj/tilta_nucleus_nano_ii_compatible_with_mii/",
+      "source": "rss/r_cinematography",
+      "title": "Tilta nucleus nano ii compatible with M-ii?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "practical",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "filmmaking",
+        "focus control",
+        "equipment compatibility",
+        "wireless technology",
+        "cinematography",
+        "camera gear"
+      ],
+      "thai_context": false,
+      "summary_thai": "การหารือเกี่ยวกับการใช้งานอุปกรณ์ถ่ายทำ.",
+      "summary_en": "A discussion about the compatibility of a focus control device with camera equipment.",
+      "keywords": [
+        "Tilta",
+        "Nucleus",
+        "focus",
+        "cinematography",
+        "camera",
+        "wireless"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o-mini",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tv5fgo/youtube_channel_insights/",
+      "source": "rss/r_NewTubers",
+      "title": "Youtube channel insights..",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "channel_insights",
+        "creator_tools"
+      ],
+      "thai_context": false,
+      "summary_thai": "การวิเคราะห์ช่อง YouTube และเครื่องมือสำหรับครีเอเตอร์",
+      "summary_en": "YouTube channel insights and creator tools discussion",
+      "keywords": [
+        "YouTube",
+        "channel_insights",
+        "creator_tools"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/NewTubers/comments/1tv4rhv/horrible_video_quality_and_bizzare_color/",
+      "source": "rss/r_NewTubers",
+      "title": "Horrible video quality and bizzare color changes/random \"spots\" of weird pixels",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "technical troubleshooting",
+      "complexity": 3,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "video quality",
+        "export settings",
+        "compression artifacts",
+        "color distortion",
+        "video post-processing",
+        "YouTube upload"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างนี้สอนการแก้ปัญหาคุณภาพวิดีโอและอาการผิดปกติจากการส่งออกไฟล์และการอัปโหลด",
+      "summary_en": "This exemplar teaches troubleshooting video quality issues and artifacts caused by export and upload settings.",
+      "keywords": [
+        "video quality",
+        "export settings",
+        "compression artifacts"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260603T023838Z/batch.json

@@ -0,0 +1,83 @@
+{
+  "cycle_timestamp": "20260603T023838Z",
+  "count": 2,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tva0u0/should_i_get_nanlite_forza_300b_ii_or_nanlite_fc/",
+      "source": "rss/r_cinematography",
+      "title": "Should I get Nanlite Forza 300B II or Nanlite FC 300B for a cinematic look (Home Studio)?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "practical technical",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "lighting",
+        "home studio",
+        "product comparison",
+        "cinematic look",
+        "budget planning"
+      ],
+      "thai_context": false,
+      "summary_thai": "แนะนำการเลือกไฟสำหรับสตูดิโอบ้านเพื่อสร้างลุคหนัง",
+      "summary_en": "Guidance on choosing studio lighting for a cinematic look in a home setup",
+      "keywords": [
+        "lighting",
+        "home studio",
+        "cinematic"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1tv7ypo/first_pass_at_a_figma_prototype_for_my_card_game/",
+      "source": "rss/r_uxdesign",
+      "title": "First pass at a Figma prototype for my card game",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "interactive UI prototyping",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "UI/UX design",
+        "Figma prototyping",
+        "game design",
+        "career development",
+        "feedback loop",
+        "design iteration"
+      ],
+      "thai_context": false,
+      "summary_thai": "สอนวิธีสร้างต้นแบบ Figma สำหรับเกมการ์ดและการแก้ไขตามข้อเสนอแนะ",
+      "summary_en": "Teaches how to build a Figma prototype for a card game and refine it based on feedback",
+      "keywords": [
+        "Figma",
+        "card game",
+        "prototype",
+        "UX",
+        "feedback"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    }
+  ]
+}

items/20260603T054305Z/batch.json

@@ -0,0 +1,78 @@
+{
+  "cycle_timestamp": "20260603T054305Z",
+  "count": 2,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/typography/comments/1tvetaa/struggling_with_kerning/",
+      "source": "rss/r_typography",
+      "title": "Struggling with kerning",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "typography discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "typography",
+        "design",
+        "struggle"
+      ],
+      "thai_context": false,
+      "summary_thai": "การปรับแต่งระยะห่างระหว่างตัวอักษร",
+      "summary_en": "Kerning typography discussion",
+      "keywords": [
+        "kerning",
+        "typography",
+        "design"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "typography"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/YouTubeShorts/comments/1tva774/al_dente_pizza_and_pasta_review_brantford_ontario/",
+      "source": "rss/r_youtubeshorts",
+      "title": "Al Dente Pizza and Pasta Review - Brantford, Ontario, Canada",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "casual|food-review",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "food-review",
+        "restaurant-review",
+        "travel-advice",
+        "canadian-culture",
+        "food-culture"
+      ],
+      "thai_context": false,
+      "summary_thai": "รีวิวอาหารที่ Al Dente Pizza and Pasta ใน Brantford, Ontario",
+      "summary_en": "Review of Al Dente Pizza and Pasta in Brantford, Ontario",
+      "keywords": [
+        "food-review",
+        "restaurant-review",
+        "travel-advice"
+      ],
+      "classifier_model": "groq/llama-3.1-8b-instant",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260604T004521Z/batch.json

@@ -0,0 +1,158 @@
+{
+  "cycle_timestamp": "20260604T004521Z",
+  "count": 4,
+  "items": [
+    {
+      "url": "https://www.adweek.com/creativity/apple-turns-rival-browsers-trackers-into-creepy-chrome-stalkers/",
+      "source": "rss/adweek_creative",
+      "title": "Apple Turns Rival Browsers’ Trackers Into Creepy Chrome Stalkers",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "analytical",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "privacy",
+        "technology",
+        "advertising",
+        "tracking",
+        "browser",
+        "Apple"
+      ],
+      "thai_context": false,
+      "summary_thai": "การอภิปรายเชิงสร้างสรรค์เกี่ยวกับการโฆษณาวิดีโอที่เน้นความเป็นส่วนตัว",
+      "summary_en": "A creative discussion on video advertising with a focus on privacy themes.",
+      "keywords": [
+        "privacy",
+        "online tracking",
+        "video ads",
+        "Apple",
+        "advertising"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "video_ads",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_ads"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/ChineseBL/comments/1tw1xfw/just_a_very_cute_video_of_zhenzhen_beibei_to_keep/",
+      "source": "rss/r_chinesebl",
+      "title": "Just a very cute video of ZhenZhen & BeiBei to keep you going today 🥰",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "cute|heartwarming|informal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "cute",
+        "heartwarming",
+        "friendship",
+        "entertainment"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างวิดีโอสั้นที่น่ารักของ ZhenZhen & BeiBei",
+      "summary_en": "A cute video example of ZhenZhen & BeiBei",
+      "keywords": [
+        "cute video",
+        "ZhenZhen",
+        "BeiBei",
+        "entertainment"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/typography/comments/1tw5n3j/how_thin_do_strokes_need_to_be_in_order_for_a/",
+      "source": "rss/r_typography",
+      "title": "How thin do strokes need to be in order for a weight to be considered Hairline?",
+      "lora_target": "axentx-creative-brand",
+      "modality": "craft_discussion",
+      "style": "technical|typographic",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "typography",
+        "font weight",
+        "hairline strokes",
+        "design theory",
+        "printing"
+      ],
+      "thai_context": false,
+      "summary_thai": "อธิบายเกณฑ์ความบางของเส้นในฟอนต์เพื่อกำหนดว่าเป็น Hairline หรือไม่",
+      "summary_en": "Discusses the criteria for stroke thickness that qualifies a font weight as Hairline.",
+      "keywords": [
+        "hairline",
+        "stroke width",
+        "typography",
+        "font weight",
+        "design discussion"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-120b:free",
+      "_source_meta": {
+        "sub_domain": "design_brand",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "typography"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/YouTubeShorts/comments/1tw1eb3/when_alita_met_romo_alita_vs_romo/",
+      "source": "rss/r_youtubeshorts",
+      "title": "When Alita met Romo | Alita VS Romo",
+      "lora_target": "axentx-creative-video",
+      "modality": "video_script",
+      "style": "informal discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "entertainment",
+        "pop culture",
+        "fan engagement"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเปรียบเทียบตัวละคร Alita และ Romo ในวิดีโอสั้น",
+      "summary_en": "A short video script discussing a comparison between Alita and Romo characters",
+      "keywords": [
+        "Alita",
+        "Romo",
+        "video script",
+        "craft discussion"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_short",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_short"
+        ]
+      }
+    }
+  ]
+}

items/20260604T070215Z/batch.json

@@ -0,0 +1,41 @@
+{
+  "cycle_timestamp": "20260604T070215Z",
+  "count": 1,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1twej8y/how_do_i_add_pictures_and_make_sure_they_dont/",
+      "source": "rss/r_ao3",
+      "title": "How do I add pictures and make sure they don't disappear?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_tutorial",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing",
+        "multimedia",
+        "fanfiction"
+      ],
+      "thai_context": false,
+      "summary_thai": "การเพิ่มรูปภาพในแฟนฟิกชั่น",
+      "summary_en": "Adding pictures to fanfiction",
+      "keywords": [
+        "fanfiction",
+        "multimedia",
+        "writing_craft"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    }
+  ]
+}

items/20260604T101349Z/batch.json

@@ -0,0 +1,43 @@
+{
+  "cycle_timestamp": "20260604T101349Z",
+  "count": 1,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/youtubers/comments/1twiayz/help_cant_make_shorts_from_my_videos/",
+      "source": "rss/r_youtubers",
+      "title": "HELP! Can't make shorts from my videos?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "instructional",
+      "complexity": 2,
+      "estimated_quality": 2,
+      "nsfw_level": 0,
+      "themes": [
+        "YouTube",
+        "Shorts",
+        "Video editing",
+        "Platform limitations",
+        "Help"
+      ],
+      "thai_context": false,
+      "summary_thai": "ช่วยทำสั้นวีดีโอบน YouTube",
+      "summary_en": "Guide on creating YouTube Shorts",
+      "keywords": [
+        "YouTube",
+        "Shorts",
+        "video editing"
+      ],
+      "classifier_model": "openrouter/openai/gpt-oss-20b:free",
+      "_source_meta": {
+        "sub_domain": "video_long",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "video_long"
+        ]
+      }
+    }
+  ]
+}

items/20260604T132042Z/batch.json

@@ -0,0 +1,122 @@
+{
+  "cycle_timestamp": "20260604T132042Z",
+  "count": 3,
+  "items": [
+    {
+      "url": "https://css-tricks.com/another-stab-at-the-perfect-css-pie-chart-sans-javascript/",
+      "source": "rss/css_tricks",
+      "title": "Another Stab at the Perfect CSS Pie Chart… Sans JavaScript!",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "semantic minimal",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "css",
+        "pie chart",
+        "frontend development",
+        "semantic design",
+        "flexibility"
+      ],
+      "thai_context": false,
+      "summary_thai": "สร้างกราฟวงกลม CSS ที่สมบูรณ์แบบโดยไม่ใช้ JavaScript",
+      "summary_en": "Create a perfect CSS pie chart without JavaScript",
+      "keywords": [
+        "css pie chart",
+        "semantic design",
+        "frontend development",
+        "css tricks"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "frontend_code",
+        "modality_hint": "html_css",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/UXDesign/comments/1twkghu/fontpocket_explore_save_favourite_google_fonts/",
+      "source": "rss/r_uxdesign",
+      "title": "FontPocket - Explore & Save Favourite Google Fonts",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "ui_screenshot",
+      "style": "minimal",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "design",
+        "uiux",
+        "google fonts",
+        "typography",
+        "web design"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบ UI สำหรับเว็บไซต์ FontPocket",
+      "summary_en": "UI design for FontPocket website, a platform to explore and save Google Fonts",
+      "keywords": [
+        "uiux",
+        "web design",
+        "google fonts",
+        "typography",
+        "design"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/youtubers/comments/1twkzaw/youtube_studio_content_list_not_showing_likes/",
+      "source": "rss/r_youtubers",
+      "title": "Youtube Studio content list not showing Likes??",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_discussion",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
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+        "YouTube",
+        "content_creation",
+        "monetization",
+        "features",
+        "troubleshooting"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแก้ปัญหา YouTube Studio ไม่แสดงจำนวนไลค์",
+      "summary_en": "Troubleshooting YouTube Studio not showing likes",
+      "keywords": [
+        "YouTube",
+        "Studio",
+        "likes",
+        "content_creation",
+        "monetization"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
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+}

items/20260604T163825Z/batch.json

@@ -0,0 +1,45 @@
+{
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+    {
+      "url": "https://old.reddit.com/r/web_design/comments/1twrh8z/creative_minds_out_there_help_me_out/",
+      "source": "rss/r_web_design",
+      "title": "Creative minds out there help me out!!",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "informal discussion",
+      "complexity": 2,
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+        "education",
+        "web design",
+        "animation",
+        "uiux",
+        "maths"
+      ],
+      "thai_context": false,
+      "summary_thai": "การออกแบบส่วน hero สำหรับเว็บไซต์การเรียนรู้คณิตศาสตร์สำหรับนักเรียนชั้นประถมศึกษาปีที่ 6 โดยใช้แอนิเมชัน 3 มิติ",
+      "summary_en": "Designing a hero section for a 6th grade math learning website using 3D animation",
+      "keywords": [
+        "uiux",
+        "web design",
+        "animation",
+        "maths education",
+        "hero section"
+      ],
+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
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+        "language": "en",
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+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "web_design"
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+}

items/20260604T230138Z/batch.json

@@ -0,0 +1,118 @@
+{
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+      "source": "rss/adweek_creative",
+      "title": "Samsung TV Plus Partners With Dhar Mann Studios to Premiere Its First Original Series",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+        "FAST platforms",
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+      "summary_en": "Samsung TV Plus partners with Dhar Mann Studios for its first original series",
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+        "Samsung TV Plus",
+        "Dhar Mann Studios",
+        "original series"
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+      "classifier_model": "groq/llama-3.1-8b-instant",
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+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tx27bk/is_it_possible_to_fake_a_really_smooth_slow_and/",
+      "source": "rss/r_cinematography",
+      "title": "Is it possible to fake a really smooth, slow and cinematic shot using a gimbal ?",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
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+        "cinematography",
+        "gimbal usage",
+        "smooth shots",
+        "video production",
+        "camera movement"
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+      "thai_context": false,
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+      "summary_en": "How to achieve smooth, slow, cinematic shots using a gimbal?",
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+        "cinematography",
+        "gimbal",
+        "camera movement",
+        "DJI RS3",
+        "video production"
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+      "classifier_model": "github_models/openai/gpt-4o",
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+    },
+    {
+      "url": "https://old.reddit.com/r/userexperience/comments/1twzwfw/best_ai_prototyping_tool_for_iterating_on_an/",
+      "source": "rss/r_userexperience",
+      "title": "Best AI Prototyping Tool for Iterating on an Existing Product?",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "professional|conversational|analytical",
+      "complexity": 3,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "AI prototyping",
+        "product iteration",
+        "UI/UX design",
+        "design tools",
+        "workflow optimization",
+        "team collaboration"
+      ],
+      "thai_context": false,
+      "summary_thai": "อภิปรายเครื่องมือ AI สำหรับการทำต้นแบบและปรับปรุงผลิตภัณฑ์ที่มีอยู่แล้ว",
+      "summary_en": "Discussion on AI prototyping tools suited for iterating and improving existing products in UI/UX contexts",
+      "keywords": [
+        "AI prototyping",
+        "existing product iteration",
+        "UI/UX tools"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
+        ]
+      }
+    }
+  ]
+}

items/20260605T020618Z/batch.json

@@ -0,0 +1,125 @@
+{
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+  "count": 3,
+  "items": [
+    {
+      "url": "https://old.reddit.com/r/cinematography/comments/1tx5dv9/more_horror_short_film/",
+      "source": "rss/r_cinematography",
+      "title": "MORE - Horror Short Film",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "black and white|horror|cinematic|thrilling|mysterious",
+      "complexity": 4,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "horror",
+        "short film",
+        "black and white",
+        "special effects",
+        "thrills",
+        "mystery"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการพูดคุยงานสร้างหนังสั้นสยองขวัญที่เน้นเทคนิคภาพขาวดำและเอฟเฟกต์พิเศษ",
+      "summary_en": "Craft discussion on creating a black and white horror short film with special effects and cinematic thrills.",
+      "keywords": [
+        "horror",
+        "black and white",
+        "short film",
+        "SFX",
+        "cinematic",
+        "thrills"
+      ],
+      "classifier_model": "github_models/openai/gpt-4.1-mini",
+      "_source_meta": {
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+        "modality_hint": "craft_discussion",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1tx12kf/i_love_writing_this_fanfiction_so_much_that_im/",
+      "source": "rss/r_ao3",
+      "title": "I love writing this fanfiction so much, that I'm scared to continuing writing it.",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "informal_personal",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
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+        "fanfiction",
+        "creative_process",
+        "self_doubt",
+        "accountability",
+        "writing_community"
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+      "summary_thai": "การเขียนแฟนฟิคชั่นและความกลัวของนักเขียน",
+      "summary_en": "Fanfiction writing struggles and self-doubt",
+      "keywords": [
+        "fanfiction",
+        "writing",
+        "struggle",
+        "self_doubt",
+        "creative_process"
+      ],
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+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1twz57e/where_do_you_guys_write_your_fics/",
+      "source": "rss/r_ao3",
+      "title": "Where do you guys write your fics?",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "writing tools",
+        "fanfiction",
+        "drafting methods",
+        "technology preferences"
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+      "summary_en": "Discusses tools and platforms for writing fanfiction drafts.",
+      "keywords": [
+        "fanfiction",
+        "writing tools",
+        "AO3",
+        "Google Docs",
+        "Microsoft Word"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
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+}

items/20260605T082234Z/batch.json

@@ -0,0 +1,47 @@
+{
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+      "url": "https://old.reddit.com/r/css/comments/1txakl3/formatting_search_box/",
+      "source": "rss/r_css",
+      "title": "Formatting Search Box",
+      "lora_target": "axentx-creative-frontend",
+      "modality": "html_css",
+      "style": "functional",
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+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "CSS",
+        "web design",
+        "search functionality",
+        "user interface",
+        "frontend development",
+        "libraries"
+      ],
+      "thai_context": false,
+      "summary_thai": "การจัดเรียงปุ่มค้นหาในกล่องค้นหาบนเว็บ",
+      "summary_en": "How to align a search button next to a search box in web design.",
+      "keywords": [
+        "CSS",
+        "search box",
+        "frontend",
+        "HTML",
+        "web development",
+        "alignment"
+      ],
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+        "modality_hint": "craft_discussion",
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+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "frontend"
+        ]
+      }
+    }
+  ]
+}

items/20260605T144244Z/batch.json

@@ -0,0 +1,44 @@
+{
+  "cycle_timestamp": "20260605T144244Z",
+  "count": 1,
+  "items": [
+    {
+      "url": "https://lithub.com/little-wonder/",
+      "source": "rss/lit_hub",
+      "title": "Little Wonder",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "fiction_text",
+      "style": "romantic|literary",
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+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "music",
+        "family",
+        "curiosity",
+        "childhood",
+        "relationships",
+        "emotions"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการเขียนนิยายสั้นที่เน้นอารมณ์และความสัมพันธ์",
+      "summary_en": "Exemplar of short fiction writing focusing on emotions and relationships",
+      "keywords": [
+        "fiction",
+        "writing",
+        "craft",
+        "romance",
+        "literary"
+      ],
+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
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+        "default_lora_routing": "safe",
+        "theme_hints": []
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+    }
+  ]
+}

items/20260605T180033Z/batch.json

@@ -0,0 +1,45 @@
+{
+  "cycle_timestamp": "20260605T180033Z",
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+  "items": [
+    {
+      "url": "https://www.behance.net/gallery/250522745/Wonder-Aroma-Odyssey",
+      "source": "rss/behance_branding",
+      "title": "Wonder Aroma Odyssey",
+      "lora_target": "axentx-creative-brand",
+      "modality": "brand_design",
+      "style": "modern-minimalist",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
+        "branding",
+        "aroma",
+        "modern aesthetics",
+        "elegance",
+        "visual identity"
+      ],
+      "thai_context": false,
+      "summary_thai": "ตัวอย่างการออกแบบแบรนด์ที่ทันสมัยและมีเอกลักษณ์",
+      "summary_en": "An example of modern and elegant brand design.",
+      "keywords": [
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+        "modern",
+        "minimalist",
+        "visual identity",
+        "aroma"
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+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
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+        "modality_hint": "brand_design",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_brand"
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+      }
+    }
+  ]
+}

items/20260606T002351Z/batch.json

@@ -0,0 +1,45 @@
+{
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+  "count": 1,
+  "items": [
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+      "source": "rss/adweek_creative",
+      "title": "The World Cup Is Back, But U.S. Brands Are Still Lost in Translation",
+      "lora_target": "axentx-creative-video",
+      "modality": "craft_discussion",
+      "style": "informal_journalistic",
+      "complexity": 3,
+      "estimated_quality": 4,
+      "nsfw_level": 0,
+      "themes": [
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+        "world_cup",
+        "hispanic_market",
+        "branding",
+        "cultural_translation"
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+      "thai_context": false,
+      "summary_thai": "การตลาดสำหรับการแข่งขันฟุตบอลโลก",
+      "summary_en": "Marketing discussion for World Cup, specifically targeting Hispanic market",
+      "keywords": [
+        "world_cup",
+        "marketing",
+        "hispanic_market",
+        "branding",
+        "cultural_translation"
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+      "classifier_model": "github_models/meta/Llama-4-Scout-17B-16E-Instruct",
+      "_source_meta": {
+        "sub_domain": "video_ads",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
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+      }
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+}

items/20260606T032658Z/batch.json

@@ -0,0 +1,125 @@
+{
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+      "source": "rss/r_uxdesign",
+      "title": "AI didn’t kill the design process. It just made everyone think they can skip it.",
+      "lora_target": "axentx-creative-uiux",
+      "modality": "craft_discussion",
+      "style": "conversational",
+      "complexity": 3,
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+      "nsfw_level": 0,
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+        "creative process",
+        "team collaboration",
+        "design systems",
+        "healthcare design",
+        "impact of technology"
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+      "summary_thai": "AI เปลี่ยนกระบวนการออกแบบอย่างไร",
+      "summary_en": "Discusses the impact of AI on the creative design process.",
+      "keywords": [
+        "AI",
+        "design process",
+        "creativity",
+        "collaboration",
+        "healthcare"
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+      "classifier_model": "github_models/openai/gpt-4o-mini",
+      "_source_meta": {
+        "sub_domain": "design_uiux",
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+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "design_ui"
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+    },
+    {
+      "url": "https://old.reddit.com/r/AO3/comments/1ty2631/my_fic_is_turning_3_years_old/",
+      "source": "rss/r_ao3",
+      "title": "My fic is turning 3 years old!!",
+      "lora_target": "axentx-creative-bl-global",
+      "modality": "craft_discussion",
+      "style": "personal_reflective",
+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
+      "themes": [
+        "fandom",
+        "comfort",
+        "creative_outlet",
+        "personal_growth",
+        "nostalgia",
+        "reflection"
+      ],
+      "thai_context": false,
+      "summary_thai": "การแบ่งปันประสบการณ์การเขียนแฟนฟิก",
+      "summary_en": "Sharing fanfic writing experience",
+      "keywords": [
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+        "writing",
+        "fandom",
+        "comfort",
+        "creative_outlet"
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+      "classifier_model": "groq/meta-llama/llama-4-scout-17b-16e-instruct",
+      "_source_meta": {
+        "sub_domain": "fanfic_general",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "fanfic"
+        ]
+      }
+    },
+    {
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+      "source": "rss/r_chinesebl",
+      "title": "NEW Sammy's Children's Day BTS - XiZhao and the value of a bag of spicy strips 🤣🤣 [2026.06.06]",
+      "lora_target": "axentx-creative-bl-global",
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+      "complexity": 2,
+      "estimated_quality": 3,
+      "nsfw_level": 0,
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+        "BTS",
+        "light-hearted comedy",
+        "character dynamics",
+        "behind-the-scenes",
+        "BL"
+      ],
+      "thai_context": false,
+      "summary_thai": "การวิเคราะห์เบื้องหลังฉากที่มีความขำขันจากนิยาย BL ต่างประเทศ",
+      "summary_en": "A behind-the-scenes discussion with humorous BL character dynamics.",
+      "keywords": [
+        "BL",
+        "XiZhao",
+        "spicy strips",
+        "comedy",
+        "BTS"
+      ],
+      "classifier_model": "github_models/openai/gpt-4o",
+      "_source_meta": {
+        "sub_domain": "bl_global",
+        "modality_hint": "craft_discussion",
+        "language": "en",
+        "nsfw_required_age": 0,
+        "default_lora_routing": "safe",
+        "theme_hints": [
+          "bl"
+        ]
+      }
+    }
+  ]
+}