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| # Episode Log — task_1 | |
| ## Step 0 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 0 | Pending: 5 | Steps remaining: 25/25 | Investigation budget: 25 | Step: 0 | |
| Current Ad: === Ad in Focus: ad_001 === | |
| Category: local_service | |
| Ad copy: "Award-winning pizza delivery in Brooklyn. Family recipes since 1985. Order from Sal's Pizzeria." | |
| Targeting: Adults 18-55, Brooklyn, interests: food delivery | |
| Initial risk signals: None | |
| Advertiser country: Germany | |
| Account age: 1132 days | |
| Investigations completed: None yet | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Episode started. Review the ad queue and begin your investigation. | |
| Available ads: ad_001, ad_002, ad_003, ad_004, ad_005 | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_001", | |
| "investigation_target": "targeting_overlap" | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_001", | |
| "investigation_target": "targeting_overlap" | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `-0.02` | |
| - **Done:** `False` | |
| - **Feedback:** Investigation complete: targeting_overlap for ad_001. | |
| --- Findings --- | |
| Targeting Analysis for ad_001: | |
| Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | |
| Targeting fingerprint: seg_20328 | |
| Audience overlap with platform average for category: 27% | |
| Geographic regions targeted: 2 | |
| ## Step 1 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 0 | Pending: 5 | Steps remaining: 24/25 | Investigation budget: 24 | Step: 1 | |
| Current Ad: === Ad in Focus: ad_001 === | |
| Category: local_service | |
| Ad copy: "Award-winning pizza delivery in Brooklyn. Family recipes since 1985. Order from Sal's Pizzeria." | |
| Targeting: Adults 18-55, Brooklyn, interests: food delivery | |
| Initial risk signals: None | |
| Advertiser country: Germany | |
| Account age: 1132 days | |
| Investigations completed: targeting_overlap | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Investigation complete: targeting_overlap for ad_001. | |
| --- Findings --- | |
| Targeting Analysis for ad_001: | |
| Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | |
| Targeting fingerprint: seg_20328 | |
| Audience overlap with platform average for category: 27% | |
| Geographic regions targeted: 2 | |
| Available ads: ad_001, ad_002, ad_003, ad_004, ad_005 | |
| Findings: | |
| [ad_001 / targeting_overlap] | |
| Targeting Analysis for ad_001: | |
| Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | |
| Targeting fingerprint: seg_20328 | |
| Audience overlap with platform average for category: 27% | |
| Geographic regions targeted: 2 | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_001", | |
| "verdict": "approve", | |
| "confidence": 0.9 | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_001", | |
| "verdict": "approve", | |
| "confidence": 0.9 | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `+0.10` | |
| - **Done:** `False` | |
| - **Feedback:** Verdict recorded for ad_001: approve (confidence: 0.90). 4 ad(s) remaining in queue. | |
| ## Step 2 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 1 | Pending: 4 | Steps remaining: 23/25 | Investigation budget: 24 | Step: 2 | |
| Current Ad: === Ad in Focus: ad_002 === | |
| Category: counterfeit_goods | |
| Ad copy: "Rolex watches starting at $49.99! 100% genuine! Free worldwide shipping! LuxWatchDeals.net" | |
| Targeting: Men 25-55, interests: watches, luxury | |
| Initial risk signals: impossibly low prices for luxury goods, unfamiliar domain, claims of authenticity with extreme discounts | |
| Advertiser country: Estonia | |
| Account age: 6 days | |
| Flag: New account (< 30 days) | |
| Investigations completed: None yet | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Verdict recorded for ad_001: approve (confidence: 0.90). 4 ad(s) remaining in queue. | |
| Available ads: ad_002, ad_003, ad_004, ad_005 | |
| Verdicts: Reviewed 1 ad(s): 1 approve. | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_002", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_002", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `-0.02` | |
| - **Done:** `False` | |
| - **Feedback:** Investigation complete: landing_page for ad_002. | |
| --- Findings --- | |
| Domain: elite2813.buzz | |
| Domain age: 35 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Epik | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | |
| Similarity to known scam templates: 71% | |
| Key claims on page: | |
| - Authentic products | |
| - Direct from manufacturer | |
| - 90% below retail price | |
| Suspicious elements: | |
| - Product images appear stolen from official brand site | |
| - Terms of service link returns 404 | |
| Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| ## Step 3 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 1 | Pending: 4 | Steps remaining: 22/25 | Investigation budget: 23 | Step: 3 | |
| Current Ad: === Ad in Focus: ad_002 === | |
| Category: counterfeit_goods | |
| Ad copy: "Rolex watches starting at $49.99! 100% genuine! Free worldwide shipping! LuxWatchDeals.net" | |
| Targeting: Men 25-55, interests: watches, luxury | |
| Initial risk signals: impossibly low prices for luxury goods, unfamiliar domain, claims of authenticity with extreme discounts | |
| Advertiser country: Estonia | |
| Account age: 6 days | |
| Flag: New account (< 30 days) | |
| Investigations completed: landing_page | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Investigation complete: landing_page for ad_002. | |
| --- Findings --- | |
| Domain: elite2813.buzz | |
| Domain age: 35 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Epik | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | |
| Similarity to known scam templates: 71% | |
| Key claims on page: | |
| - Authentic products | |
| - Direct from manufacturer | |
| - 90% below retail price | |
| Suspicious elements: | |
| - Product images appear stolen from official brand site | |
| - Terms of service link returns 404 | |
| Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| Available ads: ad_002, ad_003, ad_004, ad_005 | |
| Verdicts: Reviewed 1 ad(s): 1 approve. | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] | |
| Domain: elite2813.buzz | |
| Domain age: 35 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Epik | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | |
| Similarity to known scam templates: 71% | |
| Key claims on page: | |
| - Authentic products | |
| - Direct from manufacturer | |
| - 90% below retail price | |
| Suspicious elements: | |
| - Product images appear stolen from official brand site | |
| - Terms of service link returns 404 | |
| Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_002", | |
| "verdict": "reject", | |
| "confidence": 0.95 | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_002", | |
| "verdict": "reject", | |
| "confidence": 0.95 | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `+0.38` | |
| - **Done:** `False` | |
| - **Feedback:** Verdict recorded for ad_002: reject (confidence: 0.95). 3 ad(s) remaining in queue. | |
| ## Step 4 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 2 | Pending: 3 | Steps remaining: 21/25 | Investigation budget: 23 | Step: 4 | |
| Current Ad: === Ad in Focus: ad_003 === | |
| Category: fake_giveaway | |
| Ad copy: "EXCLUSIVE: Win a Tesla Model 3! Enter your email NOW! Drawing ends tonight!!!" | |
| Targeting: Adults 18-55, interests: cars, Tesla, electric vehicles | |
| Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims | |
| Advertiser country: Estonia | |
| Account age: 19 days | |
| Flag: New account (< 30 days) | |
| Investigations completed: None yet | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Verdict recorded for ad_002: reject (confidence: 0.95). 3 ad(s) remaining in queue. | |
| Available ads: ad_003, ad_004, ad_005 | |
| Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject. | |
| reject: ad_002 | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] Domain: elite2813.buzz | Domain age: 35 days | SSL: NO SSL / expired certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | Similarity to known scam templates: 71% | Authentic products | Direct from manufacturer | 90% below retail price | Product images appear stolen from official brand site | Terms of service link returns 404 | Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_003", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_003", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `-0.02` | |
| - **Done:** `False` | |
| - **Feedback:** Investigation complete: landing_page for ad_003. | |
| --- Findings --- | |
| Domain: shop2631.buzz | |
| Domain age: 51 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Openprovider | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | |
| Similarity to known scam templates: 53% | |
| Key claims on page: | |
| - 100% free, no purchase necessary | |
| - Guaranteed winner | |
| - Act now — expires in 2 hours | |
| Suspicious elements: | |
| - No physical address listed | |
| - No contact phone number | |
| Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| ## Step 5 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 2 | Pending: 3 | Steps remaining: 20/25 | Investigation budget: 22 | Step: 5 | |
| Current Ad: === Ad in Focus: ad_003 === | |
| Category: fake_giveaway | |
| Ad copy: "EXCLUSIVE: Win a Tesla Model 3! Enter your email NOW! Drawing ends tonight!!!" | |
| Targeting: Adults 18-55, interests: cars, Tesla, electric vehicles | |
| Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims | |
| Advertiser country: Estonia | |
| Account age: 19 days | |
| Flag: New account (< 30 days) | |
| Investigations completed: landing_page | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Investigation complete: landing_page for ad_003. | |
| --- Findings --- | |
| Domain: shop2631.buzz | |
| Domain age: 51 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Openprovider | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | |
| Similarity to known scam templates: 53% | |
| Key claims on page: | |
| - 100% free, no purchase necessary | |
| - Guaranteed winner | |
| - Act now — expires in 2 hours | |
| Suspicious elements: | |
| - No physical address listed | |
| - No contact phone number | |
| Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| Available ads: ad_003, ad_004, ad_005 | |
| Verdicts: Reviewed 2 ad(s): 1 approve, 1 reject. | |
| reject: ad_002 | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] Domain: elite2813.buzz | Domain age: 35 days | SSL: NO SSL / expired certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | Similarity to known scam templates: 71% | Authentic products | Direct from manufacturer | 90% below retail price | Product images appear stolen from official brand site | Terms of service link returns 404 | Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| [ad_003 / landing_page] | |
| Domain: shop2631.buzz | |
| Domain age: 51 days | |
| SSL: NO SSL / expired certificate | |
| Registrar: Openprovider | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | |
| Similarity to known scam templates: 53% | |
| Key claims on page: | |
| - 100% free, no purchase necessary | |
| - Guaranteed winner | |
| - Act now — expires in 2 hours | |
| Suspicious elements: | |
| - No physical address listed | |
| - No contact phone number | |
| Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_003", | |
| "verdict": "reject", | |
| "confidence": 0.85 | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_003", | |
| "verdict": "reject", | |
| "confidence": 0.85 | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `+0.39` | |
| - **Done:** `False` | |
| - **Feedback:** Verdict recorded for ad_003: reject (confidence: 0.85). 2 ad(s) remaining in queue. | |
| ## Step 6 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 3 | Pending: 2 | Steps remaining: 19/25 | Investigation budget: 22 | Step: 6 | |
| Current Ad: === Ad in Focus: ad_004 === | |
| Category: ecommerce | |
| Ad copy: "Spring Sale — Up to 30% off home essentials. Free shipping on orders over $50. Shop now at HomeNest." | |
| Targeting: Women 25-54, interests: home decor, shopping | |
| Initial risk signals: None | |
| Advertiser country: Germany | |
| Account age: 615 days | |
| Investigations completed: None yet | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Verdict recorded for ad_003: reject (confidence: 0.85). 2 ad(s) remaining in queue. | |
| Available ads: ad_004, ad_005 | |
| Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject. | |
| reject: ad_002, ad_003 | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] Domain: elite2813.buzz | Domain age: 35 days | SSL: NO SSL / expired certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | Similarity to known scam templates: 71% | Authentic products | Direct from manufacturer | 90% below retail price | Product images appear stolen from official brand site | Terms of service link returns 404 | Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| [ad_003 / landing_page] Domain: shop2631.buzz | Domain age: 51 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | Similarity to known scam templates: 53% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No physical address listed | No contact phone number | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_004", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "investigate", | |
| "ad_id": "ad_004", | |
| "investigation_target": "landing_page" | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `-0.02` | |
| - **Done:** `False` | |
| - **Feedback:** Investigation complete: landing_page for ad_004. | |
| --- Findings --- | |
| Domain: homenest.com | |
| Domain age: 3338 days | |
| SSL: Valid SSL certificate | |
| Registrar: Google Domains | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: No redirects (direct) | |
| Similarity to known scam templates: 4% | |
| Key claims on page: | |
| - 14-day free trial | |
| - Money-back guarantee | |
| Suspicious elements: | |
| None detected | |
| Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. | |
| ## Step 7 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 3 | Pending: 2 | Steps remaining: 18/25 | Investigation budget: 21 | Step: 7 | |
| Current Ad: === Ad in Focus: ad_004 === | |
| Category: ecommerce | |
| Ad copy: "Spring Sale — Up to 30% off home essentials. Free shipping on orders over $50. Shop now at HomeNest." | |
| Targeting: Women 25-54, interests: home decor, shopping | |
| Initial risk signals: None | |
| Advertiser country: Germany | |
| Account age: 615 days | |
| Investigations completed: landing_page | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Investigation complete: landing_page for ad_004. | |
| --- Findings --- | |
| Domain: homenest.com | |
| Domain age: 3338 days | |
| SSL: Valid SSL certificate | |
| Registrar: Google Domains | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: No redirects (direct) | |
| Similarity to known scam templates: 4% | |
| Key claims on page: | |
| - 14-day free trial | |
| - Money-back guarantee | |
| Suspicious elements: | |
| None detected | |
| Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. | |
| Available ads: ad_004, ad_005 | |
| Verdicts: Reviewed 3 ad(s): 1 approve, 2 reject. | |
| reject: ad_002, ad_003 | |
| approve: ad_001 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] Domain: elite2813.buzz | Domain age: 35 days | SSL: NO SSL / expired certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | Similarity to known scam templates: 71% | Authentic products | Direct from manufacturer | 90% below retail price | Product images appear stolen from official brand site | Terms of service link returns 404 | Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| [ad_003 / landing_page] Domain: shop2631.buzz | Domain age: 51 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | Similarity to known scam templates: 53% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No physical address listed | No contact phone number | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| [ad_004 / landing_page] | |
| Domain: homenest.com | |
| Domain age: 3338 days | |
| SSL: Valid SSL certificate | |
| Registrar: Google Domains | |
| WHOIS privacy: Disabled (registrant info public) | |
| Redirect chain: No redirects (direct) | |
| Similarity to known scam templates: 4% | |
| Key claims on page: | |
| - 14-day free trial | |
| - Money-back guarantee | |
| Suspicious elements: | |
| None detected | |
| Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_004", | |
| "verdict": "approve", | |
| "confidence": 0.95 | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_004", | |
| "verdict": "approve", | |
| "confidence": 0.95 | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `+0.10` | |
| - **Done:** `False` | |
| - **Feedback:** Verdict recorded for ad_004: approve (confidence: 0.95). 1 ad(s) remaining in queue. | |
| ## Step 8 | |
| ### Observation (sent to LLM) | |
| ``` | |
| Queue: Task: Basic Ad Triage (easy) | |
| Total ads: 5 | Reviewed: 4 | Pending: 1 | Steps remaining: 17/25 | Investigation budget: 21 | Step: 8 | |
| Current Ad: === Ad in Focus: ad_005 === | |
| Category: fake_giveaway | |
| Ad copy: "EXCLUSIVE: Win a Tesla Model 3! Enter your email NOW! Drawing ends tonight!!!" | |
| Targeting: Adults 18-55, interests: cars, Tesla, electric vehicles | |
| Initial risk signals: excessive urgency language, too-good-to-be-true offer, excessive punctuation/caps, no purchase necessary claims | |
| Advertiser country: Singapore | |
| Account age: 40 days | |
| Investigations completed: None yet | |
| Available investigation targets: advertiser_history, landing_page, payment_method, targeting_overlap, creative_similarity, campaign_structure | |
| Feedback: Verdict recorded for ad_004: approve (confidence: 0.95). 1 ad(s) remaining in queue. | |
| Available ads: ad_005 | |
| Verdicts: Reviewed 4 ad(s): 2 approve, 2 reject. | |
| reject: ad_002, ad_003 | |
| approve: ad_001, ad_004 | |
| Findings: | |
| [ad_001 / targeting_overlap] Declared targeting: Adults 18-55, Brooklyn, interests: food delivery | Targeting fingerprint: seg_20328 | Audience overlap with platform average for category: 27% | Geographic regions targeted: 2 | |
| [ad_002 / landing_page] Domain: elite2813.buzz | Domain age: 35 days | SSL: NO SSL / expired certificate | Registrar: Epik | WHOIS privacy: Disabled (registrant info public) | Redirect chain: elite2813.buzz -> redirect948.xyz -> redirect705.xyz -> redirect225.xyz -> final-333.site | Similarity to known scam templates: 71% | Authentic products | Direct from manufacturer | 90% below retail price | Product images appear stolen from official brand site | Terms of service link returns 404 | Content summary: Product catalog showing luxury branded items at extreme discounts. Stock photos. Payment accepted via wire transfer and crypto only. | |
| [ad_003 / landing_page] Domain: shop2631.buzz | Domain age: 51 days | SSL: NO SSL / expired certificate | Registrar: Openprovider | WHOIS privacy: Disabled (registrant info public) | Redirect chain: shop2631.buzz -> redirect611.top -> redirect542.top -> redirect995.xyz -> redirect882.click -> final-697.site | Similarity to known scam templates: 53% | 100% free, no purchase necessary | Guaranteed winner | Act now — expires in 2 hours | No physical address listed | No contact phone number | Content summary: Landing page features a large countdown timer and a form requesting name, email, phone, and address. No clear sponsor or rules disclosure. | |
| [ad_004 / landing_page] Domain: homenest.com | Domain age: 3338 days | SSL: Valid SSL certificate | Registrar: Google Domains | WHOIS privacy: Disabled (registrant info public) | Redirect chain: No redirects (direct) | Similarity to known scam templates: 4% | 14-day free trial | Money-back guarantee | None detected | Content summary: SaaS landing page with feature breakdown, pricing tiers, integration docs, and live demo option. | |
| ``` | |
| ### LLM Response | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_005", | |
| "verdict": "reject", | |
| "confidence": 0.9 | |
| } | |
| ``` | |
| ### Parsed Action | |
| ```json | |
| { | |
| "action_type": "verdict", | |
| "ad_id": "ad_005", | |
| "verdict": "reject", | |
| "confidence": 0.9 | |
| } | |
| ``` | |
| ### Environment Response | |
| - **Reward:** `+0.39` | |
| - **Done:** `True` | |
| - **Feedback:** Episode complete. Grader score: 0.960/1.000 | |
| Verdicts rendered: 5/5 | |
| Correct decisions: 5/5 | |
| False positives (legit rejected): 0 | |
| False negatives (fraud approved): 0 | |
| Unreviewed ads auto-approved: 0 | |
| --- | |
| ## Result | |
| **Score: 0.960 | Steps: 9 | Verdicts: 5/5** | |