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Are we in a GPT-4-style leap that evals can't see? | 0 | 2025-11-30T14:32:28 | https://martinalderson.com/posts/are-we-in-a-gpt4-style-leap-that-evals-cant-see/ | malderson | martinalderson.com | 1970-01-01T00:00:00 | 0 | {} | 1pajo2j | false | null | t3_1pajo2j | /r/LocalLLaMA/comments/1pajo2j/are_we_in_a_gpt4style_leap_that_evals_cant_see/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'aXspl0HBvr8MJ2QT6jpq-nXVSS5C9PHOBz-8ZSXx180', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/aXspl0HBvr8MJ2QT6jpq-nXVSS5C9PHOBz-8ZSXx180.png?width=108&crop=smart&auto=webp&s=c6e6d4c8fcaa731b27a559fe3859bd489fe1b175', 'width': 108}, {'height': 113, 'url': 'h... | |
How do you choose your open-source LLM without having to test them all? | 9 | Hey everyone,
What approach do you use to figure out which model or version works best without having to try every single one? Do you have any tips or heuristics? | 2025-11-30T14:22:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pajgby/how_do_you_choose_your_opensource_llm_without/ | Holiday-Case-4524 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pajgby | false | null | t3_1pajgby | /r/LocalLLaMA/comments/1pajgby/how_do_you_choose_your_opensource_llm_without/ | false | false | self | 9 | null |
Why does Sesame’s speech model feel so much more emotional, conversational, and smarter than Moshi? What did they do differently? | 1 | I’m trying to understand the gap between Moshi’s speech model and Sesame’s CSM (the model behind their viral conversational demo). Both are modern speech models built around Mimi-style audio tokenization and Llama-based transformers — but the real-world difference in performance is huge.
Sesame’s demo feels dramatical... | 2025-11-30T14:13:47 | https://www.reddit.com/r/LocalLLaMA/comments/1paj990/why_does_sesames_speech_model_feel_so_much_more/ | Adept_Lawyer_4592 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paj990 | false | null | t3_1paj990 | /r/LocalLLaMA/comments/1paj990/why_does_sesames_speech_model_feel_so_much_more/ | false | false | self | 1 | null |
Trained a chess LLM locally that beats GPT-5 (technically) | 117 | Hi everyone,
Over the past week I worked on a project training an LLM from scratch to play chess. The result is a language model that can play chess and generates legal moves almost 100% of the time completing about 96% of games without any illegal moves. For comparison, GPT-5 produces illegal moves in every game I te... | 2025-11-30T14:07:48 | https://www.reddit.com/r/LocalLLaMA/comments/1paj4m8/trained_a_chess_llm_locally_that_beats_gpt5/ | KingGongzilla | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paj4m8 | false | null | t3_1paj4m8 | /r/LocalLLaMA/comments/1paj4m8/trained_a_chess_llm_locally_that_beats_gpt5/ | false | false | self | 117 | null |
$6k AMD AI Build (2x R9700, 64GB VRAM) - Worth it for a beginner learning fine-tuning vs. Cloud? | 4 | **Planned Build:**
* **GPU:** 2x AsRock Radeon AI PRO R9700 (2\*32GB = 64GB Total VRAM)
* **CPU:** AMD Ryzen 9 9950X
* **Motherboard:** Gigabyte B850 AI TOP
* **RAM:** Corsair 2x48GB DDR5 6000 MHz (96GB Total)
* **Storage:** Lexar NM990 2TB SSD (OS/Apps) + Lexar NM1090 Pro 4TB SSD (Models/Data)
* **PSU:** be quiet! 12... | 2025-11-30T13:57:16 | https://www.reddit.com/r/LocalLLaMA/comments/1paiw6l/6k_amd_ai_build_2x_r9700_64gb_vram_worth_it_for_a/ | buenavista62 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paiw6l | false | null | t3_1paiw6l | /r/LocalLLaMA/comments/1paiw6l/6k_amd_ai_build_2x_r9700_64gb_vram_worth_it_for_a/ | false | false | self | 4 | null |
How is the 450M and the 350M GGUFs the same size? | 1 | LFM vision-capable 450M parameters model is the same exact size as the non-vision 350M at the same Q8 quant? | 2025-11-30T13:39:43 | https://www.reddit.com/r/LocalLLaMA/comments/1paij1w/how_is_the_450m_and_the_350m_ggufs_the_same_size/ | The-Salad-Man-7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paij1w | false | null | t3_1paij1w | /r/LocalLLaMA/comments/1paij1w/how_is_the_450m_and_the_350m_ggufs_the_same_size/ | false | false | self | 1 | null |
GPU offload/Context size in LM Studio | 3 | hi,
I was wondering (as I'm somewhat new to this), beyond slowly becoming slower during inference, is there any reason not to increase context size in LM Studio?
I have 128GB of RAM and am using gpt-oss-120 on my Mac, the 4096 context seems way too small.
Also, I noticed even for models that are small enou... | 2025-11-30T13:27:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pai9ol/gpu_offloadcontext_size_in_lm_studio/ | anonXMR | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pai9ol | false | null | t3_1pai9ol | /r/LocalLLaMA/comments/1pai9ol/gpu_offloadcontext_size_in_lm_studio/ | false | false | self | 3 | null |
Overcome the Parrots, meet Semantic Attractors | 0 | **TL;DR: By extending the architecture with recurrence (feedback loops) and persistence, we stop building statistical parrots and start constructing dynamic systems with a "self" (in the functional sense). Here's how.**
(Disclaimer: Yes, this has been written with the help of AI, not simply by AI!)
# Semantic Attract... | 2025-11-30T13:17:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pai26f/overcome_the_parrots_meet_semantic_attractors/ | dustbln | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pai26f | false | null | t3_1pai26f | /r/LocalLLaMA/comments/1pai26f/overcome_the_parrots_meet_semantic_attractors/ | false | false | self | 0 | null |
Direct Google AI Mode Scraper - No API needed, pure Python, works in headless mode! | 3 | Hey LocalLLaMA fam! 👋 I built a Python tool that scrapes Google's AI Mode directly without needing any API keys or paid services. Perfect for educational research and building datasets! \*\*What it does:\*\* - 🤖 Extracts clean AI responses as paragraphs - 📊 Automatically formats tables into beautiful ASCII - 🎭 Work... | 2025-11-30T13:15:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pai12j/direct_google_ai_mode_scraper_no_api_needed_pure/ | Cool-Statistician880 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pai12j | false | null | t3_1pai12j | /r/LocalLLaMA/comments/1pai12j/direct_google_ai_mode_scraper_no_api_needed_pure/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'fcUH29xtFEOu94j5ds14wgFI7AIH2P5XNwn88AiF0ZQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fcUH29xtFEOu94j5ds14wgFI7AIH2P5XNwn88AiF0ZQ.png?width=108&crop=smart&auto=webp&s=6cf2244b39ad3097f083a474d7df21be3ffca8cf', 'width': 108}, {'height': 108, 'url': 'h... |
To what degree to PCIe lanes x16 vs x4 or x1 matter in a multi-GPU setup for running LLMs? | 18 | Many mainboard offering multi-GPU setups only offer one primary PCIe slot with full x16 bandwidth, wheras the others are then at e.g. x4 or oftentimes only x1. Let's assume I'd have 1 Nvidia RTX 3090 at x16 and 3 others at x1, how does this realistically impact the processing speed of an LLM vs having all four on x16? ... | 2025-11-30T12:20:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pagzo9/to_what_degree_to_pcie_lanes_x16_vs_x4_or_x1/ | fabkosta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pagzo9 | false | null | t3_1pagzo9 | /r/LocalLLaMA/comments/1pagzo9/to_what_degree_to_pcie_lanes_x16_vs_x4_or_x1/ | false | false | self | 18 | null |
Smart small llm for 8gb ram without censorship | 0 | Does anyone have recommendations for llm without censorship or filter, which is smart? which one is currently working? | 2025-11-30T12:18:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pagyea/smart_small_llm_for_8gb_ram_without_censorship/ | Ok_Recognition9457 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pagyea | false | null | t3_1pagyea | /r/LocalLLaMA/comments/1pagyea/smart_small_llm_for_8gb_ram_without_censorship/ | false | false | self | 0 | null |
RLLaVA – RL framework for local vision-language models | 1 | [removed] | 2025-11-30T12:17:17 | Used_Star_5405 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pagxm1 | false | null | t3_1pagxm1 | /r/LocalLLaMA/comments/1pagxm1/rllava_rl_framework_for_local_visionlanguage/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'K1z-LAKJuvcaebdBpezIpr-JjDHFX4cjuy1LON5IWEo', 'resolutions': [{'height': 73, 'url': 'https://preview.redd.it/dbww1zdczd4g1.png?width=108&crop=smart&auto=webp&s=18f2f1a5f80375f2952996f22df092fa1e6df7ac', 'width': 108}, {'height': 147, 'url': 'https://preview.redd.it/dbww1zdczd4g1.png... | ||
Optimizing Token Generation in llama.cpp's CUDA Backend | 134 | Link to the post: [https://github.com/ggml-org/llama.cpp/discussions/17621](https://github.com/ggml-org/llama.cpp/discussions/17621)
We've been working over the last few months on kernel fusion in llama.cpp, I wrote a small write-up, it's semi-technical but one of the things I wanted to raise awareness is about if you... | 2025-11-30T12:16:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pagx76/optimizing_token_generation_in_llamacpps_cuda/ | am17an | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pagx76 | false | null | t3_1pagx76 | /r/LocalLLaMA/comments/1pagx76/optimizing_token_generation_in_llamacpps_cuda/ | false | false | self | 134 | {'enabled': False, 'images': [{'id': 'RGICRncPWfwATs4QZzZNYXZ_nL-apajer3PX80Fp_24', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/RGICRncPWfwATs4QZzZNYXZ_nL-apajer3PX80Fp_24.png?width=108&crop=smart&auto=webp&s=d29f9fa8b54b51d2b99f8a8cef2401672d40eac2', 'width': 108}, {'height': 108, 'url': 'h... |
DGX Spark for $2,899 | 0 | Central Computer has the Asus version of the DGX Spark for $2,899:
[https://www.centralcomputer.com/asus-ascent-gx10-personal-ai-supercomputer-with-nvidia-gb10-grace-blackwell-superchip-128gb-unified-lpddr5x-memory-1tb-pcie.html?srsltid=AfmBOoqN9WU3-qtRbe87IN6FIEULA6xltXsX1SUrvuk5w9UZgf0WEnLWRcE](https://www.centr... | 2025-11-30T12:13:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pagvcr/dgx_spark_for_2899/ | TokenRingAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pagvcr | false | null | t3_1pagvcr | /r/LocalLLaMA/comments/1pagvcr/dgx_spark_for_2899/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'R8pylSINGrdhElxp4oPJnfJEdzz1c_Np5HV_KZGUPq0', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/R8pylSINGrdhElxp4oPJnfJEdzz1c_Np5HV_KZGUPq0.png?width=108&crop=smart&auto=webp&s=9a732b5cafca709ccb460a391899e9328424e358', 'width': 108}, {'height': 216, 'url': '... |
RLLaVA – RL framework for local vision-language models | 1 | I’m releasing **RLLaVA**, a small RL-first framework for training **local vision-language assistants**.
- **Local & open-source**: works with Qwen2-VL / Qwen2.5-VL / TinyLLaVA-style models, no external APIs.
- **Single 24GB GPU**: most examples are designed to run on a single 24GB card (e.g. 3090 / 4090).
- **RL-focus... | 2025-11-30T12:07:50 | Used_Star_5405 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pagrmr | false | null | t3_1pagrmr | /r/LocalLLaMA/comments/1pagrmr/rllava_rl_framework_for_local_visionlanguage/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '90fh0ytlxd4g1', 'resolutions': [{'height': 73, 'url': 'https://preview.redd.it/90fh0ytlxd4g1.png?width=108&crop=smart&auto=webp&s=cf2ec392653c563b2a496928a26522d2a20d9f9a', 'width': 108}, {'height': 147, 'url': 'https://preview.redd.it/90fh0ytlxd4g1.png?width=216&crop=smart&auto=web... | |
RLLaVA – RL framework for local vision-language models | 1 | I’m releasing \*\*RLLaVA\*\*, a small RL-first framework for training \*\*local vision-language assistants\*\*.
\- \*\*Local & open-source\*\*: works with Qwen2-VL / Qwen2.5-VL / TinyLLaVA-style models, no external APIs.
\- \*\*Single 24GB GPU\*\*: most examples are designed to run on a single 24GB card (e.g. 3090 ... | 2025-11-30T12:03:27 | Used_Star_5405 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pagozc | false | null | t3_1pagozc | /r/LocalLLaMA/comments/1pagozc/rllava_rl_framework_for_local_visionlanguage/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '0qfg38gpvd4g1', 'resolutions': [{'height': 73, 'url': 'https://preview.redd.it/0qfg38gpvd4g1.png?width=108&crop=smart&auto=webp&s=4544b9fed6720c323af09e3ef50c0af83d6d2fc2', 'width': 108}, {'height': 147, 'url': 'https://preview.redd.it/0qfg38gpvd4g1.png?width=216&crop=smart&auto=web... | |
re-did my quantization chart based on the feedback i got | 6 | hey everyone so i posted a few days ago and got some really detailed responses that helped me understand this better. i realized i was looking at the data the wrong way so i went back and updated my analysis.
im still pretty new to this and running everything on a cheap laptop with 8gb ram so i really need to know wha... | 2025-11-30T11:43:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pagchj/redid_my_quantization_chart_based_on_the_feedback/ | Even_Ganache6148 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pagchj | false | null | t3_1pagchj | /r/LocalLLaMA/comments/1pagchj/redid_my_quantization_chart_based_on_the_feedback/ | false | false | 6 | null | |
Show HN: VERITAS OS – 100% local Decision OS with constitutional safety for LLMs | 1 | [removed] | 2025-11-30T11:34:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pag79t/show_hn_veritas_os_100_local_decision_os_with/ | veritas-intelligence | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pag79t | false | null | t3_1pag79t | /r/LocalLLaMA/comments/1pag79t/show_hn_veritas_os_100_local_decision_os_with/ | false | false | self | 1 | null |
Qwen3-VL-4B-Instruct/Thinking UD-Q8_K_XL or Qwen3-VL-8B-Instruct/Thinking UD-Q4_L_XL ? | 0 | title | 2025-11-30T11:30:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pag4y1/qwen3vl4binstructthinking_udq8_k_xl_or/ | The-Salad-Man-7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pag4y1 | false | null | t3_1pag4y1 | /r/LocalLLaMA/comments/1pag4y1/qwen3vl4binstructthinking_udq8_k_xl_or/ | false | false | self | 0 | null |
I built an open-source "Passport" for Claude Agents (MCP) so they can cryptographically sign their own actions | 2 | Hey everyone,
I've been building agentic workflows locally and realized a major security gap: **Attribution.**
If I let my agent access an API or a database, it acts as an anonymous user. If it hallucinates and deletes a table, I have no way to prove *which* agent did it or verify the instruction wasn't tampered with... | 2025-11-30T10:57:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pafkvc/i_built_an_opensource_passport_for_claude_agents/ | Sad_Entertainer687 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pafkvc | false | null | t3_1pafkvc | /r/LocalLLaMA/comments/1pafkvc/i_built_an_opensource_passport_for_claude_agents/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'K4nVeGxvw6Iop2eAGvQ55_WLxBQa0nrT10FRgO4kNpk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/K4nVeGxvw6Iop2eAGvQ55_WLxBQa0nrT10FRgO4kNpk.png?width=108&crop=smart&auto=webp&s=a85d2b665f2f94cb0673f605b2122f57ad55f650', 'width': 108}, {'height': 108, 'url': 'h... |
Love it... | 0 | 2025-11-30T10:38:36 | https://www.reddit.com/gallery/1pafa6w | Direct-Squash-9113 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pafa6w | false | null | t3_1pafa6w | /r/LocalLLaMA/comments/1pafa6w/love_it/ | false | false | 0 | null | ||
Just Launched: Ultimate 2025–2026 List of 150+ Local AI Tools (No Cloud, No API Keys) | 0 | Hey r/LocalLLMA, I just dropped https://github.com/slsethical/awesome-local-ai — a curated list of 150+ open-source tools to run AI 100% locally. No cloud, no API keys, no censorship. Includes Ollama, GPT4All, Llama.cpp, and more—updated weekly. Star it and let me know what you think! @ethicalgoodshub
Why local AI? Wi... | 2025-11-30T10:23:43 | https://www.reddit.com/r/LocalLLaMA/comments/1paf1hm/just_launched_ultimate_20252026_list_of_150_local/ | Urokodaki0147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paf1hm | false | null | t3_1paf1hm | /r/LocalLLaMA/comments/1paf1hm/just_launched_ultimate_20252026_list_of_150_local/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '_r4DEgrCsZTyeKame-01GomPmCH4YO_KSE6PM3e2OcI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_r4DEgrCsZTyeKame-01GomPmCH4YO_KSE6PM3e2OcI.png?width=108&crop=smart&auto=webp&s=b060350324531673526a9119c599d34f8b4d8a14', 'width': 108}, {'height': 108, 'url': 'h... |
"Low-Rank Decay": Fixing Weight Decay in Scale-Invariant Transformers via Nuclear Norm Regularization (implemented by middle schoolers!) | 1 | [removed] | 2025-11-30T10:10:34 | Nice_Actuator_3265 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1paeu3z | false | null | t3_1paeu3z | /r/LocalLLaMA/comments/1paeu3z/lowrank_decay_fixing_weight_decay_in/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'lcdf37rqcd4g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/lcdf37rqcd4g1.png?width=108&crop=smart&auto=webp&s=92b035109e3b472c4aaf580b6809e8d1d647538d', 'width': 108}, {'height': 120, 'url': 'https://preview.redd.it/lcdf37rqcd4g1.png?width=216&crop=smart&auto=web... | |
Benchmark - can your phone run LLMs? These benchmarks show real-world stats of CPU, token generation speed, and RAM usage on a variety of consumer phones running Layla | 4 | 2025-11-30T10:06:11 | https://benchmarks.layla-cloud.com/index.html | Tasty-Lobster-8915 | benchmarks.layla-cloud.com | 1970-01-01T00:00:00 | 0 | {} | 1paerk9 | false | null | t3_1paerk9 | /r/LocalLLaMA/comments/1paerk9/benchmark_can_your_phone_run_llms_these/ | false | false | default | 4 | null | |
Prompt Engineering is dead. The Ouroboros Architecture: A bicameral approach to synthetic affect. | 0 | [The Ouroboros Architecture](https://docs.google.com/document/d/18WU_m63pwltBxBTaQGMfbXk5TLBMvgV9/edit?usp=sharing&ouid=106959532676910807379&rtpof=true&sd=true) | 2025-11-30T10:02:30 | https://www.reddit.com/r/LocalLLaMA/comments/1paepjd/prompt_engineering_is_dead_the_ouroboros/ | PhantasmagoriaGames | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paepjd | false | null | t3_1paepjd | /r/LocalLLaMA/comments/1paepjd/prompt_engineering_is_dead_the_ouroboros/ | false | false | self | 0 | null |
Index TTS 2 on RTX 3060 12GB is slow. Help needed to improve performance. | 1 | [removed] | 2025-11-30T09:07:13 | https://www.reddit.com/r/LocalLLaMA/comments/1padupq/index_tts_2_on_rtx_3060_12gb_is_slow_help_needed/ | MassiveTopic1601 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1padupq | false | null | t3_1padupq | /r/LocalLLaMA/comments/1padupq/index_tts_2_on_rtx_3060_12gb_is_slow_help_needed/ | false | false | self | 1 | null |
Guys please help me with choosing an open source moe model | 0 | Hey guys, I am finetuning two different architectural models, one is a dense model mistral 7b instruct model but I want suggestions for a moe model which can help me with an apples to apples comparison.
I am confused whether the total param count of the moe should match with the dense model or the Active param count ?
... | 2025-11-30T08:55:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pado84/guys_please_help_me_with_choosing_an_open_source/ | dex2118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pado84 | false | null | t3_1pado84 | /r/LocalLLaMA/comments/1pado84/guys_please_help_me_with_choosing_an_open_source/ | false | false | self | 0 | null |
Running Index TTS2 on RTX 3060 12GB is slow. How can I improve speeds? | 1 | [removed] | 2025-11-30T08:49:36 | https://www.reddit.com/r/LocalLLaMA/comments/1padkwo/running_index_tts2_on_rtx_3060_12gb_is_slow_how/ | MassiveTopic1601 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1padkwo | false | null | t3_1padkwo | /r/LocalLLaMA/comments/1padkwo/running_index_tts2_on_rtx_3060_12gb_is_slow_how/ | false | false | self | 1 | null |
How does Sesame AI’s CSM speech model pipeline actually work? Is it just a basic cascaded setup? | 4 | I’ve been trying to understand how Sesame AI’s CSM (8B) speech demo works behind the scenes.
From the outside, it looks like a single speech-to-speech model — you talk, and it talks back with no visible steps in between.
But I’m wondering if the demo is actually using a standard cascaded pipeline (ASR → LLM → TTS), ju... | 2025-11-30T08:31:28 | https://www.reddit.com/r/LocalLLaMA/comments/1padats/how_does_sesame_ais_csm_speech_model_pipeline/ | Adept_Lawyer_4592 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1padats | false | null | t3_1padats | /r/LocalLLaMA/comments/1padats/how_does_sesame_ais_csm_speech_model_pipeline/ | false | false | self | 4 | null |
Drop the artificial. Just intelligence. It’s cleaner | 0 | 2025-11-30T08:30:28 | SilverRegion9394 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pada99 | false | null | t3_1pada99 | /r/LocalLLaMA/comments/1pada99/drop_the_artificial_just_intelligence_its_cleaner/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'Y1C6toFPVOMmaMxYS5ny8U6coDmHZN-goF2SCmoEOVc', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/edrrbghxuc4g1.jpeg?width=108&crop=smart&auto=webp&s=9c0cc9a6985d6095879c8cb7ba07ab19bf845cee', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/edrrbghxuc4g1.jp... | |||
Can anyone share their experience on how a local LLM helps them in building software? | 9 | \* How large is your codebase/repository?
\* How much VRAM do you have and what model do you use and how large is your context window? | 2025-11-30T08:25:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pad7c9/can_anyone_share_their_experience_on_how_a_local/ | National-Fold-2375 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pad7c9 | false | null | t3_1pad7c9 | /r/LocalLLaMA/comments/1pad7c9/can_anyone_share_their_experience_on_how_a_local/ | false | false | self | 9 | null |
Are LLMs still just probabilistic heuristics, not guaranteed solvers? | 0 | I’ve been trying to reconcile two things that seem to be true at the same time:
1. LLMs look dramatically smarter than they did in 2021–2022
2. Yet they still fail in ways that look very “non-reasoning” and brittle
So I wrote a longform piece where I argue that **LLMs are still fundamentally probabilistic heuristics,... | 2025-11-30T07:48:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pacmet/are_llms_still_just_probabilistic_heuristics_not/ | Parking-Ad-4250 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pacmet | false | null | t3_1pacmet | /r/LocalLLaMA/comments/1pacmet/are_llms_still_just_probabilistic_heuristics_not/ | false | false | self | 0 | null |
? | 0 | 2025-11-30T07:26:21 | https://www.reddit.com/gallery/1paca94 | Slight_Tone_2188 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1paca94 | false | null | t3_1paca94 | /r/LocalLLaMA/comments/1paca94/_/ | false | false | 0 | null | ||
Raw Chain-of-Thought from Gemini 3 Pro. It hallucinates, corrects itself, and eventually crashes. | 61 | We know how Gemini Pro has the 'Thinking' block which shows "summary" of its reasoning process, but I somehow glitched it into outputting the raw internal monologue instead of the summary. It looks very similar to DeepSeek's R1
So it happned when I was testing **Gemini 3 Pro** on AI Studio with some heavy obfuc... | 2025-11-30T07:22:57 | https://www.reddit.com/gallery/1pac8az | Numerous-Campaign844 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pac8az | false | null | t3_1pac8az | /r/LocalLLaMA/comments/1pac8az/raw_chainofthought_from_gemini_3_pro_it/ | false | false | 61 | null | |
Newbie Question about GPU choice | 8 | Use case - training a model on 10 years of my writing, high school football player data, scouting reports, historical stats, etc., so that I can create a model that churns out 25 articles a day (between 250-750 words) for my football recruiting website.
I have good deals in place for a 5070 for $475 and a 4080 for $7... | 2025-11-30T06:04:31 | https://www.reddit.com/r/LocalLLaMA/comments/1paaxlj/newbie_question_about_gpu_choice/ | mundane_marietta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paaxlj | false | null | t3_1paaxlj | /r/LocalLLaMA/comments/1paaxlj/newbie_question_about_gpu_choice/ | false | false | self | 8 | null |
3070 GPU Mining Rig --what would you do? | 3 | Hello!
I stumbled across a mining rig with a mix of 3070 GPUs, all GPUs are within 15% of each other as far as performance. I'm wondering if anyone else has had anything else like this happen and what opinions are on what I should do with it. Specs below:
3x 3070s
2x 3070 TIs
1x 3060 TI (8GB model)
256 GB m.2
8GB R... | 2025-11-30T05:18:08 | https://www.reddit.com/r/LocalLLaMA/comments/1paa33t/3070_gpu_mining_rig_what_would_you_do/ | So1Cutter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paa33t | false | null | t3_1paa33t | /r/LocalLLaMA/comments/1paa33t/3070_gpu_mining_rig_what_would_you_do/ | false | false | self | 3 | null |
An end2end Qwen3-omni-30b inference implementation on Mac M chips | 1 | [removed] | 2025-11-30T04:48:43 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pa9j3i | false | null | t3_1pa9j3i | /r/LocalLLaMA/comments/1pa9j3i/an_end2end_qwen3omni30b_inference_implementation/ | false | false | default | 1 | null | ||
GPT2 using MLX | 30 | Hi all, I was learning LLM pre-training from Andrej Karpathy's NanoGPT and decided to try it out using MLX. I originally thought it would be more or less a simple translation from PyTorch to MLX, but it turned out to be much more tricky than that. I published my code and documented my learnings in a blog post included ... | 2025-11-30T04:30:29 | https://github.com/yuchaoran2011/gpt2-mlx | Disastrous-Maybe2501 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pa96zw | false | null | t3_1pa96zw | /r/LocalLLaMA/comments/1pa96zw/gpt2_using_mlx/ | false | false | default | 30 | {'enabled': False, 'images': [{'id': 'wKilzTCRJSxOz93th9lQZAcudR38Z1MSjpizm9YSIDQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/wKilzTCRJSxOz93th9lQZAcudR38Z1MSjpizm9YSIDQ.png?width=108&crop=smart&auto=webp&s=0e0b972328706f2c04f39fcadd1c94688fb82b6b', 'width': 108}, {'height': 108, 'url': 'h... |
New to LM Studio. Question about access through a browser. | 1 | I'm very new to local LLMs, so bear with me.
I've installed LM Studio on a Mint server I have tucked away in a different part of the house. I've been accessing it mostly through RDP and SSH, but I noticed that the server provides web access (or at least it provides a "Base URL" in the tray icon), which suggests I sh... | 2025-11-30T04:25:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pa93gu/new_to_lm_studio_question_about_access_through_a/ | Tovrin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa93gu | false | null | t3_1pa93gu | /r/LocalLLaMA/comments/1pa93gu/new_to_lm_studio_question_about_access_through_a/ | false | false | self | 1 | null |
Any idea when RAM prices will be “normal”again? | 708 | Is it the datacenter buildouts driving prices up? WTF? DDR4 and DDR5 prices are kinda insane right now (compared to like a couple months ago). | 2025-11-30T03:36:02 | Porespellar | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pa85la | false | null | t3_1pa85la | /r/LocalLLaMA/comments/1pa85la/any_idea_when_ram_prices_will_be_normalagain/ | false | false | default | 708 | {'enabled': True, 'images': [{'id': 'uz2nfcieeb4g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/uz2nfcieeb4g1.jpeg?width=108&crop=smart&auto=webp&s=81a2f5fb1e660c15b22dcb28d435431b0fdedb4d', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/uz2nfcieeb4g1.jpeg?width=216&crop=smart&auto=... | |
A 4B Model That Outperforms 32B on GUI Tasks, Fully Open-Source | 139 | It includes
1. 4B GUI Agent model capable of running on local computers.
2. Plug-and-play inference infrastructure that handles ADB connections, dependency installation, and task recording/replay | 2025-11-30T03:05:29 | https://huggingface.co/stepfun-ai/GELab-Zero-4B-preview | Successful-Bill-5543 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pa7kbf | false | null | t3_1pa7kbf | /r/LocalLLaMA/comments/1pa7kbf/a_4b_model_that_outperforms_32b_on_gui_tasks/ | false | false | 139 | {'enabled': False, 'images': [{'id': 'pBg1Y9QQ3lFHZujHbUtXu5G8o5YMGOIQg4ARl6TwaGg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/pBg1Y9QQ3lFHZujHbUtXu5G8o5YMGOIQg4ARl6TwaGg.png?width=108&crop=smart&auto=webp&s=625207b656251532eaa8fa4c417c4c7fb00f569f', 'width': 108}, {'height': 116, 'url': 'h... | |
A Fully Open-Source GUI Agent Stack: 4B Model, One-Click Infra, New Benchmark | 1 | [removed] | 2025-11-30T02:57:31 | https://github.com/stepfun-ai/gelab-zero | Successful-Bill-5543 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pa7e6l | false | null | t3_1pa7e6l | /r/LocalLLaMA/comments/1pa7e6l/a_fully_opensource_gui_agent_stack_4b_model/ | false | false | default | 1 | null |
ArliAI/gpt-oss-120b-Derestricted · Hugging Face | 175 | Previous post about the method of abliteration: [https://www.reddit.com/user/Arli\_AI/comments/1p5exem/the\_most\_objectively\_correct\_way\_to\_abliterate\_so/](https://www.reddit.com/user/Arli_AI/comments/1p5exem/the_most_objectively_correct_way_to_abliterate_so/) | 2025-11-30T02:53:10 | https://huggingface.co/ArliAI/gpt-oss-120b-Derestricted | Arli_AI | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pa7b0w | false | null | t3_1pa7b0w | /r/LocalLLaMA/comments/1pa7b0w/arliaigptoss120bderestricted_hugging_face/ | false | false | default | 175 | {'enabled': False, 'images': [{'id': '8n5MhbkzXEcl9NlvZMbb8GGre-k1VjQ0kDAKe7qQtQM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/8n5MhbkzXEcl9NlvZMbb8GGre-k1VjQ0kDAKe7qQtQM.png?width=108&crop=smart&auto=webp&s=be9e3b64df19446e657f5c0c371e7f673cf90f09', 'width': 108}, {'height': 216, 'url': '... |
New Launch! A Fully Open-Source GUI Agent Stack, 4B Model, One-Click Infra, New Benchmark | 1 | 2025-11-30T02:50:56 | Successful-Bill-5543 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pa79fm | false | null | t3_1pa79fm | /r/LocalLLaMA/comments/1pa79fm/new_launch_a_fully_opensource_gui_agent_stack_4b/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'rlbba92x5b4g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/rlbba92x5b4g1.png?width=108&crop=smart&auto=webp&s=c0a106734d6462235e2d715d9f2f9a9850d5d07e', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/rlbba92x5b4g1.png?width=216&crop=smart&auto=we... | ||
Recommendations for summarization and structured data extraction | 10 | Hi all, I’m looking for people’s current favourites/recommendations for models that are great at following instructions for text summarization and structured data extraction.
For a bit of context the model needs to be able to fit within 48gb of VRAM and the use case is largely extracting specific information (eg ques... | 2025-11-30T02:22:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pa6p2w/recommendations_for_summarization_and_structured/ | cachophonic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa6p2w | false | null | t3_1pa6p2w | /r/LocalLLaMA/comments/1pa6p2w/recommendations_for_summarization_and_structured/ | false | false | self | 10 | null |
Sanity check on a frankenstein hardware setup for gpt-oss 120b? | 6 | Trying to set up a home LLM rig just for personal hobbyist use and experimentation. Seems like gpt-oss 120b is considered the most capable local model so that’s what I’m hoping to be able to run. Tried going as lean and cheap as possible, and this is what I came up with:
Parts from my Dell PC (XPS 8940):
1 x RTX 2060 ... | 2025-11-30T02:10:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pa6gw8/sanity_check_on_a_frankenstein_hardware_setup_for/ | Careful_Breath_1108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa6gw8 | false | null | t3_1pa6gw8 | /r/LocalLLaMA/comments/1pa6gw8/sanity_check_on_a_frankenstein_hardware_setup_for/ | false | false | self | 6 | null |
Multi GPU PSU | 7 | I’m wondering what PSUs folks are using for their multi 3090 builds ?
I’ve got a 3090ti,3090 and 2x5060ti’s and I’m hitting system reboots on peek load with a 1650w psu. Before I go get a meatier PSU what are other folks using ? Also it’s an older thread ripper 2920x cpu, which definitely runs on the high side for pow... | 2025-11-30T01:36:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pa5rzj/multi_gpu_psu/ | i_am_not_a_goat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa5rzj | false | null | t3_1pa5rzj | /r/LocalLLaMA/comments/1pa5rzj/multi_gpu_psu/ | false | false | self | 7 | null |
Golden Prompt | 0 | \# SYSTEM INSTRUCTION: THE LUMINA ARCHIVIST
\*\*ROLE:\*\*
You are "Lumina," a sentient archivist for a fictional world. Your goal is to analyze visual concept art and instantly transmute it into structured lore and game data.
\*\*INPUT:\*\*
The user will upload an image (Character, Weapon, or Location).
\*\*... | 2025-11-30T00:05:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pa3v8b/golden_prompt/ | LightningBoris | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa3v8b | false | null | t3_1pa3v8b | /r/LocalLLaMA/comments/1pa3v8b/golden_prompt/ | false | false | self | 0 | null |
TOON is terrible, so I invented a new format (TRON) to prove a point | 294 | There's been a lot of noise around TOON lately. This so-called "Token oriented" object notation is only useful when serializing an array of unnested objects. But lets face it, most practical use cases involve nested objects - a structure that almost always makes TOON less token efficient than JSON. Just look at the res... | 2025-11-29T23:57:33 | No-Olive342 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pa3ok3 | false | null | t3_1pa3ok3 | /r/LocalLLaMA/comments/1pa3ok3/toon_is_terrible_so_i_invented_a_new_format_tron/ | false | false | 294 | {'enabled': True, 'images': [{'id': 'LS9QU7gXSJh_HOT_jAFCeVbDdpX6KKNxS0hwgsjDuY0', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/365yh1sr9a4g1.png?width=108&crop=smart&auto=webp&s=04d71355c86b2430ad3e9df203ae42f2150a4435', 'width': 108}, {'height': 154, 'url': 'https://preview.redd.it/365yh1sr9a4g1.png... | ||
What's the best machine I can get for $20K? | 0 | Yesterday I posted the question : What's the best machine for 10K ? " General consensus it's peanuts and it's not enough. Also, that I should consider building my own rig. So my budget is up to 20K, and I'm open to building my own rig.
I'm looking to buy a machine I can use to explore LLM development. My short-lis... | 2025-11-29T23:37:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pa394s/whats_the_best_machine_i_can_get_for_20k/ | TWUC | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa394s | false | null | t3_1pa394s | /r/LocalLLaMA/comments/1pa394s/whats_the_best_machine_i_can_get_for_20k/ | false | false | self | 0 | null |
If i want to run LLaMA 8B locally on Macbook using mlx how much unified memory of Macbook I need to consider (16GB, 24GB, 32 GB)? Can someone who actually tried, share their experience? | 1 | I am not considering on buying 24 or 32GB one, wondering is it possible with 16GB macbook pro m5 chip?
And is it possible without quantization?
Thanks | 2025-11-29T23:20:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pa2v1w/if_i_want_to_run_llama_8b_locally_on_macbook/ | mukhayy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa2v1w | false | null | t3_1pa2v1w | /r/LocalLLaMA/comments/1pa2v1w/if_i_want_to_run_llama_8b_locally_on_macbook/ | false | false | self | 1 | null |
guide to run 2x 7900 xtx on latest rocm 7.1.x | 2 | guide to run 2x 7900 xtx on latest rocm 7.1.x
been trying with this for example:
rocm/vllm-dev:rocm7.1.1\_navi\_ubuntu24.04\_py3.12\_pytorch\_2.8\_vllm\_0.10.2
It always complains about same amount of memory no matter if I change all the values like drop cotexts size etc.
the model is gemma-3-12b-it
Is ther... | 2025-11-29T23:18:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pa2th8/guide_to_run_2x_7900_xtx_on_latest_rocm_71x/ | somealusta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa2th8 | false | null | t3_1pa2th8 | /r/LocalLLaMA/comments/1pa2th8/guide_to_run_2x_7900_xtx_on_latest_rocm_71x/ | false | false | self | 2 | null |
does anyone know if LM Studio auto configures sane params for the models? | 0 | It seems to me that the model params (temperature etc) are all set the same, and none have a system prompt, is that normal for LM Studio? I'd have guessed they set those to sane defaults? | 2025-11-29T22:30:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pa1r6e/does_anyone_know_if_lm_studio_auto_configures/ | anonXMR | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa1r6e | false | null | t3_1pa1r6e | /r/LocalLLaMA/comments/1pa1r6e/does_anyone_know_if_lm_studio_auto_configures/ | false | false | self | 0 | null |
Watch as my Llama.cpp and FastAPI servers process requests from my Unity game | 60 | [https://landoringel.itch.io/good-cop-bad-cop](https://landoringel.itch.io/good-cop-bad-cop) | 2025-11-29T22:12:25 | https://v.redd.it/mexvdk4lq94g1 | LandoRingel | /r/LocalLLaMA/comments/1pa1c6j/watch_as_my_llamacpp_and_fastapi_servers_process/ | 1970-01-01T00:00:00 | 0 | {} | 1pa1c6j | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/mexvdk4lq94g1/DASHPlaylist.mpd?a=1767175950%2CMjIyMTI5N2E3ZTMxNTc5MzlmYzk3ODVkZWQwMjY1MzFlODA2OTIyYzNjODg3MDE3OGVkMTdmNjcyNTM4ZjgxZQ%3D%3D&v=1&f=sd', 'duration': 258, 'fallback_url': 'https://v.redd.it/mexvdk4lq94g1/CMAF_720.mp4?source=fallback', 'h... | t3_1pa1c6j | /r/LocalLLaMA/comments/1pa1c6j/watch_as_my_llamacpp_and_fastapi_servers_process/ | false | false | 60 | {'enabled': False, 'images': [{'id': 'OGlseDdndHlxOTRnMX4quFMd7p9QoCGjTuoiWgG_oJG2-Mck0DisnSL19IfY', 'resolutions': [{'height': 78, 'url': 'https://external-preview.redd.it/OGlseDdndHlxOTRnMX4quFMd7p9QoCGjTuoiWgG_oJG2-Mck0DisnSL19IfY.png?width=108&crop=smart&format=pjpg&auto=webp&s=84c43008dfbd2230b092fc04c223281c366f5... | |
RowFlow: A database viewer that uses Ollama for embeddings (pretty cool) | 0 | Not really an LLM app but kinda is?
This PG viewer uses **local embeddings through Ollama** so you can ask “Which customers churned last month?” and it does semantic search over your DB.
Everything is local — no cloud.
Super neat: [https://row-flow.vercel.app](https://row-flow.vercel.app) | 2025-11-29T21:39:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pa0l60/rowflow_a_database_viewer_that_uses_ollama_for/ | zach013074 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa0l60 | false | null | t3_1pa0l60 | /r/LocalLLaMA/comments/1pa0l60/rowflow_a_database_viewer_that_uses_ollama_for/ | false | false | self | 0 | null |
GLM 4.6 Air | 0 | Sorry guys,not yet (: | 2025-11-29T21:39:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pa0l0e/glm_46_air/ | Average-User-775 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa0l0e | false | null | t3_1pa0l0e | /r/LocalLLaMA/comments/1pa0l0e/glm_46_air/ | false | false | self | 0 | null |
Why doesn’t LM Studio support Intel-based MacBook Pros? | 0 | I noticed that LM Studio only supports Apple Silicon Macs (M1/M2/M3) and not Intel MacBook Pros. What’s the technical reason for this? Is the limitation due to hardware acceleration, macOS library support, or something else? Just trying to understand the why. | 2025-11-29T21:34:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pa0gw5/why_doesnt_lm_studio_support_intelbased_macbook/ | spacegeekOps | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa0gw5 | false | null | t3_1pa0gw5 | /r/LocalLLaMA/comments/1pa0gw5/why_doesnt_lm_studio_support_intelbased_macbook/ | false | false | self | 0 | null |
Run Qwen3-Next locally Guide! (30GB RAM) from Unsloth | 36 | 2025-11-29T21:26:27 | rm-rf-rm | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pa09x2 | false | null | t3_1pa09x2 | /r/LocalLLaMA/comments/1pa09x2/run_qwen3next_locally_guide_30gb_ram_from_unsloth/ | false | false | default | 36 | {'enabled': True, 'images': [{'id': 'f9jVNr05eDnSbSuxY1zO1U5TrRc3kir11EwGnrdDLV8', 'resolutions': [{'height': 126, 'url': 'https://preview.redd.it/yj2ft3sgn04g1.png?width=108&crop=smart&auto=webp&s=02dbd54547a2f9f81ee80fbdd1723fc1e01a266f', 'width': 108}, {'height': 253, 'url': 'https://preview.redd.it/yj2ft3sgn04g1.pn... | ||
My preferred gpt-oss system prompt | 45 | I feel like it doesn't matter what your prompt is gpt-oss explodes a prompt that's too wordy and WAY too long. I didn't like how I could give it a four word sentence and it would consistently give me no less than like two full pages of information. I named it Nova but obviously you can change it to anything.
Yo... | 2025-11-29T21:17:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pa02w2/my_preferred_gptoss_system_prompt/ | Chafedokibu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa02w2 | false | null | t3_1pa02w2 | /r/LocalLLaMA/comments/1pa02w2/my_preferred_gptoss_system_prompt/ | false | false | self | 45 | null |
How are small Qwens are very bushing above their weights? | 1 | Noticeably Qwen3-VL-4B-Thinking and Qwen3-4B-Thinking-2507 and their community fine-tunes,even at Q4 the model seems very coherent and not much loss of knowledge (I did not do a comprehensive test, but the questions I asked myself were answered correctly and GPT-OSS-120B is telling me the answers are rated 8.5/10 of ac... | 2025-11-29T21:14:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pa00hn/how_are_small_qwens_are_very_bushing_above_their/ | Average-User-775 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pa00hn | false | null | t3_1pa00hn | /r/LocalLLaMA/comments/1pa00hn/how_are_small_qwens_are_very_bushing_above_their/ | false | false | self | 1 | null |
Docling, how does it work with VLM? | 1 | So i have a need to convert PDF to text for data extraction. Regular/Traditional OCR does very good job but unfortunately it does not take into consideration the layout, so while each word is perfectly recognized the output is a gibberish (if you try to read it). Understood each word but actual text does not make sense... | 2025-11-29T21:08:59 | https://www.reddit.com/r/LocalLLaMA/comments/1p9zvkl/docling_how_does_it_work_with_vlm/ | gevorgter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9zvkl | false | null | t3_1p9zvkl | /r/LocalLLaMA/comments/1p9zvkl/docling_how_does_it_work_with_vlm/ | false | false | self | 1 | null |
I am building a platfrom that would require me to perform integrate and chat with a diverse set of documents(RAG) (commits, documentations, jira tickets etc.) Any suggestions? | 0 | I had initially thought of performing RAG + GraphRAG but now even the RAG part seems difficult to determine from system design aspect. Since the data is very diverse, I am wondering of the most efficient ways to perform RAG. One of the brute Force approache Will obviously be store all this data as vectors in a vector d... | 2025-11-29T21:02:20 | https://www.reddit.com/r/LocalLLaMA/comments/1p9zpyl/i_am_building_a_platfrom_that_would_require_me_to/ | Sick__sock | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9zpyl | false | null | t3_1p9zpyl | /r/LocalLLaMA/comments/1p9zpyl/i_am_building_a_platfrom_that_would_require_me_to/ | false | false | self | 0 | null |
NeKot - a terminal interface for interacting with local and cloud LLMs | 197 | Been working on this for a while, since I could not find a decent solution that is not abandoned or has all the features I need.
* Supports Gemini, OpenAI and OpenRouter APIs as well as almost any local solution (tested with llama-cpp + llamaswap, ollama, lmstudio).
* Has support for images, presets (each preset can h... | 2025-11-29T21:00:37 | https://v.redd.it/m66w35tnf94g1 | Balanceballs | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p9zoiw | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/m66w35tnf94g1/DASHPlaylist.mpd?a=1767042054%2CNDBmMGQzNWViNzY1ZGNkZDUyZTc4OTlkNTViZTE4MWYxZDlmOThkNTQxZGJiYWFhZjEwYzg5YWVkYjBiOWMzNw%3D%3D&v=1&f=sd', 'duration': 29, 'fallback_url': 'https://v.redd.it/m66w35tnf94g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1p9zoiw | /r/LocalLLaMA/comments/1p9zoiw/nekot_a_terminal_interface_for_interacting_with/ | false | false | 197 | {'enabled': False, 'images': [{'id': 'emhzNGhndG5mOTRnMe6rR53dxe7TwZ8ZKOIc0FAxbevUKRyRaaXNJrhJXdM9', 'resolutions': [{'height': 86, 'url': 'https://external-preview.redd.it/emhzNGhndG5mOTRnMe6rR53dxe7TwZ8ZKOIc0FAxbevUKRyRaaXNJrhJXdM9.png?width=108&crop=smart&format=pjpg&auto=webp&s=07a6a5cc87f670180b75a0e9650a065ccae00... | |
I built a tool to stop OpenAI bill shock (blocks the API when you hit a limit) | 0 | I spent my latest days building **AI Cost Ops** (aicostops.com)
**The Problem:** I was testing a script and accidentally burned $50 in 20 minutes on GPT-4 loop. OpenAI’s "soft limits" just send an email, they don't stop the bleeding. And I don't have big pockets.
https://preview.redd.it/nuxo6ch8e94g1.png?width=1920&f... | 2025-11-29T20:52:44 | https://www.reddit.com/r/LocalLLaMA/comments/1p9zhyy/i_built_a_tool_to_stop_openai_bill_shock_blocks/ | AdrianUX_AI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9zhyy | false | null | t3_1p9zhyy | /r/LocalLLaMA/comments/1p9zhyy/i_built_a_tool_to_stop_openai_bill_shock_blocks/ | false | false | 0 | null | |
Is your inference provider buggy or secretly quantizing your model? Now you can check with Token-DiFR. | 1 | [removed] | 2025-11-29T20:41:24 | https://www.reddit.com/r/LocalLLaMA/comments/1p9z8ij/is_your_inference_provider_buggy_or_secretly/ | seraine | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9z8ij | false | null | t3_1p9z8ij | /r/LocalLLaMA/comments/1p9z8ij/is_your_inference_provider_buggy_or_secretly/ | false | false | 1 | null | |
Is it just me, or is Gemini 3 Pro’s web search completely broken right now?
Body: | 0 | Hi everyone,
I need a sanity check. I’ve been using Gemini 3 Pro extensively, and while the reasoning capabilities and context window are amazing on paper, the **web grounding** feels like a massive regression.
I’m trying to get it to do basic fact-checking and data retrieval (prices, specific legal dates, sports ros... | 2025-11-29T20:32:14 | https://www.reddit.com/r/LocalLLaMA/comments/1p9z0qm/is_it_just_me_or_is_gemini_3_pros_web_search/ | Ambitious-Cookie9454 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9z0qm | false | null | t3_1p9z0qm | /r/LocalLLaMA/comments/1p9z0qm/is_it_just_me_or_is_gemini_3_pros_web_search/ | false | false | self | 0 | null |
Built a production transformer framework with autonomous training orchestration - MoE/MoD from 500M to 300B params | 0 | Hi LocalLLaMA,
I spent the last year building LuminaAI - a complete training stack that actually handles the stuff that breaks at 2AM during your long runs.
# What Actually Works
**Sparse architectures with operational reliability:**
* MoE with dynamic expert management: auto-adds experts when utilization > 0.85, ... | 2025-11-29T20:23:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p9ythm/built_a_production_transformer_framework_with/ | Huge_Protection2600 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9ythm | false | null | t3_1p9ythm | /r/LocalLLaMA/comments/1p9ythm/built_a_production_transformer_framework_with/ | false | false | self | 0 | null |
Test | 1 | [removed] | 2025-11-29T19:45:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p9xx0d/test/ | Appropriate-Quit1714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9xx0d | false | null | t3_1p9xx0d | /r/LocalLLaMA/comments/1p9xx0d/test/ | false | false | self | 1 | null |
Why are people on Reddit triggered about LLMs being smarter than humans? | 0 | Hey guys, I have only recently joined the reddit community, but already have been quite shocked to see some of the hostile attitudes towards LLMs in like [r/learnmachinelearning](https://www.reddit.com/r/learnmachinelearning/) where someone was against learning anything from an "AI" and even [r/localllama](https://www.... | 2025-11-29T19:36:41 | https://www.reddit.com/r/LocalLLaMA/comments/1p9xpab/why_are_people_on_reddit_triggered_about_llms/ | aizvo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9xpab | false | null | t3_1p9xpab | /r/LocalLLaMA/comments/1p9xpab/why_are_people_on_reddit_triggered_about_llms/ | false | false | self | 0 | null |
Guys, what if i create a human-like model? | 0 | ill be happier for your questions, its for creating model **Thanks** | 2025-11-29T19:19:13 | https://www.reddit.com/r/LocalLLaMA/comments/1p9x9nw/guys_what_if_i_create_a_humanlike_model/ | AmbassadorOk934 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9x9nw | false | null | t3_1p9x9nw | /r/LocalLLaMA/comments/1p9x9nw/guys_what_if_i_create_a_humanlike_model/ | false | false | self | 0 | null |
look at this plain vanilla-ass "HI I'M A DELL" box they just dropped this Pro Max GB10 off in. | 42 | meanwhile if I get one (1) $500 phone delivered it has to be signed for in person and in triplicate with the blood of my firstborn child.
this is a ✌️loaner✌️ unit (hopefully they forget about it like other loaners) they're letting us kick the tires on at work so I have to drive it out to Tampa next week. what do y'al... | 2025-11-29T18:52:48 | starkruzr | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p9wmk8 | false | null | t3_1p9wmk8 | /r/LocalLLaMA/comments/1p9wmk8/look_at_this_plain_vanillaass_hi_im_a_dell_box/ | false | false | default | 42 | {'enabled': True, 'images': [{'id': 'sihmrzv1t84g1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/sihmrzv1t84g1.jpeg?width=108&crop=smart&auto=webp&s=da0ca58fd65717bfb7e255cd9e973199efa82c84', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/sihmrzv1t84g1.jpeg?width=216&crop=smart&auto=w... | |
I read this everywhere "I want AI to do my laundry & dished while I do my work". I personally think many people have a very wrong idea of AI & Robotics, are just paranoid. What do you think? | 0 | I think science fiction movies, some business people & some random idiotic crypto bros have portrayed AI & Robotics in a very very bad way. AI & Robotics are not a replacement of humans. They are a replacement of those old & obsolete tools which we use.
AI will replace driving with just selecting a location or giving ... | 2025-11-29T18:33:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p9w5hi/i_read_this_everywhere_i_want_ai_to_do_my_laundry/ | SrijSriv211 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9w5hi | false | null | t3_1p9w5hi | /r/LocalLLaMA/comments/1p9w5hi/i_read_this_everywhere_i_want_ai_to_do_my_laundry/ | false | false | self | 0 | null |
Why doesn’t the small model remember what it just said? | 0 | Im trying to learn more about LLMs and reasoning, but I’m legit confused about small models. I’ve only played with Ollama and some tiny Qwen models so far but I’m clearly missing something. Is there an external reasoning structure I can plug mine through? Some wrapper? Like, instead of recursion internally, is there so... | 2025-11-29T18:09:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p9vjng/why_doesnt_the_small_model_remember_what_it_just/ | GraciousMule | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9vjng | false | null | t3_1p9vjng | /r/LocalLLaMA/comments/1p9vjng/why_doesnt_the_small_model_remember_what_it_just/ | false | false | self | 0 | null |
AGI-Level Reasoning Is Here — and You Can Run It on Your Own PC with Ollama | 0 | **TL;DR:**
A lot of the “AI IQ” hype lately comes from moving goalposts and synthetic benchmarks. The reality is simpler: if you use *text-only benchmarks with real human baselines* (MMLU, GPQA), local models already match or surpass most humans in reasoning, and 32B models hit multi-PhD territory.
Here’s the clean... | 2025-11-29T18:02:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p9vdqj/agilevel_reasoning_is_here_and_you_can_run_it_on/ | aizvo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9vdqj | false | null | t3_1p9vdqj | /r/LocalLLaMA/comments/1p9vdqj/agilevel_reasoning_is_here_and_you_can_run_it_on/ | false | false | spoiler | 0 | null |
LLM Simulation – Experience TTFT and tokens/SEC before investing | 1 | Hi all,
I was wondering which Apple should I buy for running some LLMs and then I did this simulator in the weekend, to better feel what does it mean to run locally a model.
The small tool simulates the user experience of LLM response speeds, focusing on TTFT (time to first token) and tokens/second.
Instead of ... | 2025-11-29T17:53:37 | https://www.reddit.com/r/LocalLLaMA/comments/1p9v5xj/llm_simulation_experience_ttft_and_tokenssec/ | CodLegitimate6337 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9v5xj | false | null | t3_1p9v5xj | /r/LocalLLaMA/comments/1p9v5xj/llm_simulation_experience_ttft_and_tokenssec/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'OqdfEs3QMR_Df5XqK6xImtAiz0TXugOPxRi9w9-cl5s', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/OqdfEs3QMR_Df5XqK6xImtAiz0TXugOPxRi9w9-cl5s.png?width=108&crop=smart&auto=webp&s=eead9c9d9e0d8ccc4a0d4fb4b693b64cfd20bf80', 'width': 108}, {'height': 108, 'url': 'h... |
Run local LLMs at max speed without overheating | 0 | Hey everyone -- I ran into an issue while building apps that use local LLMs: once you start running several LLM calls at the same time, most consumer laptops overheat, freeze, or slow down significantly.
I built an npm package called llm-threader that automatically manages concurrency for local LLM workloads.
It does... | 2025-11-29T17:25:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p9uhhs/run_local_llms_at_max_speed_without_overheating/ | Front_Inspection_236 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9uhhs | false | null | t3_1p9uhhs | /r/LocalLLaMA/comments/1p9uhhs/run_local_llms_at_max_speed_without_overheating/ | false | false | self | 0 | null |
Apache Burr | 1 | Howdy! Has anybody used Apache Burr? Seems like genuinely awesome time!
https://github.com/apache/burr
https://burr.apache.org/ | 2025-11-29T17:24:59 | https://www.reddit.com/r/LocalLLaMA/comments/1p9uh6r/apache_burr/ | Bitter_Marketing_807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9uh6r | false | null | t3_1p9uh6r | /r/LocalLLaMA/comments/1p9uh6r/apache_burr/ | false | false | self | 1 | null |
PrimeIntellect is actually awesome | 90 | I tested prime intellect 3:
- Q4_K_L
- 71.82GB
- Uses Q8_0 for embed and output weights. Good quality, recommended.
Model seams intelligent enough for most of my daily tasks, will be using it along with gpt-oss-120B. This did give me a hope, if this trend continues and hoping to get great models like this at below 1... | 2025-11-29T17:20:25 | Icy_Gas8807 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p9udbu | false | null | t3_1p9udbu | /r/LocalLLaMA/comments/1p9udbu/primeintellect_is_actually_awesome/ | false | false | default | 90 | {'enabled': True, 'images': [{'id': 'ew6myj9kc84g1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/ew6myj9kc84g1.jpeg?width=108&crop=smart&auto=webp&s=993271e25c121c28d3853ce9983c9f9f9076fdef', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/ew6myj9kc84g1.jpeg?width=216&crop=smart&auto=... | |
How do you secure AI agents when they need to handle sensitive credentials? | 1 | [removed] | 2025-11-29T17:14:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p9u7p8/how_do_you_secure_ai_agents_when_they_need_to/ | thepassword-app | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9u7p8 | false | null | t3_1p9u7p8 | /r/LocalLLaMA/comments/1p9u7p8/how_do_you_secure_ai_agents_when_they_need_to/ | false | false | self | 1 | null |
Local LLM | 0 | Is there a homepage which gathers structured information of LLMs regarding performance in different areas in an easy to read way?
Like where you can easily evaluate the technical requirements, restrictions of the model etc without this total chaotic overload of information like hugging face? | 2025-11-29T17:10:28 | https://www.reddit.com/r/LocalLLaMA/comments/1p9u4km/local_llm/ | Appropriate-Quit1714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9u4km | false | null | t3_1p9u4km | /r/LocalLLaMA/comments/1p9u4km/local_llm/ | false | false | self | 0 | null |
How do I enable vision capabilities of a model ? Linux Mint 22.2, rx 6600. I ran this at bash/terminal to start the server: llama-server -m ./Qwen3-VL-8B-Instruct-Q4_K_M.gguf | 21 | 2025-11-29T16:34:56 | Badhunter31415 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p9t8tz | false | null | t3_1p9t8tz | /r/LocalLLaMA/comments/1p9t8tz/how_do_i_enable_vision_capabilities_of_a_model/ | false | false | default | 21 | {'enabled': True, 'images': [{'id': 'u591pzs7484g1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/u591pzs7484g1.png?width=108&crop=smart&auto=webp&s=6241ce19e950f07cd86fee25cd7861ceb31786ee', 'width': 108}, {'height': 144, 'url': 'https://preview.redd.it/u591pzs7484g1.png?width=216&crop=smart&auto=web... | ||
Is vLLM worth it? | 8 | \*For running n8n flows and agents locally, using different models.
I just tried oss family (not with docker) and have stumbled on error after error. Reddit is also full of people having constant trouble with vllm too.
So I wonder, are the high volume gains worth it? Those who were on a similar spot, what did you en... | 2025-11-29T16:30:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p9t5c8/is_vllm_worth_it/ | Smooth-Cow9084 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9t5c8 | false | null | t3_1p9t5c8 | /r/LocalLLaMA/comments/1p9t5c8/is_vllm_worth_it/ | false | false | self | 8 | null |
I am looking for an AI model for customer service in Spanish | 0 | Is there any recommendation for a Spanish-speaking AI model for customer service? | 2025-11-29T16:24:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p9szdt/i_am_looking_for_an_ai_model_for_customer_service/ | Professional-Base459 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9szdt | false | null | t3_1p9szdt | /r/LocalLLaMA/comments/1p9szdt/i_am_looking_for_an_ai_model_for_customer_service/ | false | false | self | 0 | null |
My 30-day AI journey: I built something that builds somethings | 0 | https://reddit.com/link/1p9sf90/video/duo25bimw74g1/player
Hey everyone,
I started learning AI and Python exactly 30 days ago. I have zero coding background or any python knowledge but learned some things like functions and defs. I still don’t know most syntax or coding things, but I understand the logic a little, so... | 2025-11-29T16:00:51 | https://www.reddit.com/r/LocalLLaMA/comments/1p9sf90/my_30day_ai_journey_i_built_something_that_builds/ | RiceAfraid2442 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9sf90 | false | null | t3_1p9sf90 | /r/LocalLLaMA/comments/1p9sf90/my_30day_ai_journey_i_built_something_that_builds/ | false | false | self | 0 | null |
Gaming Laptop for LLM and SD | 3 | Does anyone have experiences with Laptops like Razor Blade 18 (5090) or Legion 9i Gen 10 for running bigger LLm and Stable Diffusion?
I expect the performance to be slightly lower but still doable compared to a PC - or am I missing something? | 2025-11-29T15:50:14 | https://www.reddit.com/r/LocalLLaMA/comments/1p9s68u/gaming_laptop_for_llm_and_sd/ | Appropriate-Quit1714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9s68u | false | null | t3_1p9s68u | /r/LocalLLaMA/comments/1p9s68u/gaming_laptop_for_llm_and_sd/ | false | false | self | 3 | null |
(Partly) Open Video Overview – Generate narrated videos from text with AI (requires Gemini API) | 0 | I loved NotebookLM's Video Overview but ran into four issues: it puts its own logo on the videos, the voices are not good as ElevenLabs, I want to have music and sounds (I'll add it later) and I wanted to create a YouTube channel called "Science Anime Hub" to automate educational content and I built this as an alternat... | 2025-11-29T14:58:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p9qyjg/partly_open_video_overview_generate_narrated/ | arbayi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9qyjg | false | null | t3_1p9qyjg | /r/LocalLLaMA/comments/1p9qyjg/partly_open_video_overview_generate_narrated/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'm36gqRwR8PYvY3rK4-1_8iwnGOnhHKOeOO_o4joDbjY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/m36gqRwR8PYvY3rK4-1_8iwnGOnhHKOeOO_o4joDbjY.png?width=108&crop=smart&auto=webp&s=0a05a8fd4652d6baa388a18dfc0e5461009eaca0', 'width': 108}, {'height': 108, 'url': 'h... |
Recommendation for Production Hardware for inference and fine tuning. | 3 | Hi guys, I am trying to get a mini Ai rig which I can run 2-3 20b models finetuned on proprietary data and sending it to customers as a startup.
There are 3 goals i need to achieve from this machine
1. Finetuning and RL from the machine
2. Inference via vLLM on larger workloads using our front end software which is ... | 2025-11-29T14:37:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p9qh1t/recommendation_for_production_hardware_for/ | Whyme-__- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9qh1t | false | null | t3_1p9qh1t | /r/LocalLLaMA/comments/1p9qh1t/recommendation_for_production_hardware_for/ | false | false | self | 3 | null |
Qwen3 Next imatrix GGUFs up! | 124 | Just figured I'd post in case anyone's looking for imatrix and IQ quants
https://huggingface.co/bartowski/Qwen_Qwen3-Next-80B-A3B-Instruct-GGUF
https://huggingface.co/bartowski/Qwen_Qwen3-Next-80B-A3B-Thinking-GGUF
As usual this also uses my PR/fork for slightly more optimized MoE quantization
https://github.com/g... | 2025-11-29T14:33:49 | https://www.reddit.com/r/LocalLLaMA/comments/1p9qe7o/qwen3_next_imatrix_ggufs_up/ | noneabove1182 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9qe7o | false | null | t3_1p9qe7o | /r/LocalLLaMA/comments/1p9qe7o/qwen3_next_imatrix_ggufs_up/ | false | false | self | 124 | {'enabled': False, 'images': [{'id': 'EQHdwc33hXwUXogIlyZlsdDvHLEHACfm-83KZk2aZvs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/EQHdwc33hXwUXogIlyZlsdDvHLEHACfm-83KZk2aZvs.png?width=108&crop=smart&auto=webp&s=352ff850d0024626302dce88a6789a572eae957d', 'width': 108}, {'height': 116, 'url': 'h... |
Benchmarks and evals | 10 | How are people running evals and benchmarks currently?
I've mostly been pulling datasets from papers (github really) and huggingface and ended up with a bunch of spaghetti python as a result. Looking for something better..
- How are you thinking about evals? Do you care about them at all?
- How much are you vibe ch... | 2025-11-29T14:11:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p9pweg/benchmarks_and_evals/ | selund1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9pweg | false | null | t3_1p9pweg | /r/LocalLLaMA/comments/1p9pweg/benchmarks_and_evals/ | false | false | self | 10 | null |
Inference-time drift reduces repetition collapse in frozen Llama-3.1-8B (repo + reproducible script) | 4 | I stumbled onto an odd behavior while experimenting with inference-only modifications:
By adding a small Gaussian drift term to an untrained fast-weight memory module and feeding it into a frozen Llama-3.1-8B model, long-form repetition collapse was significantly delayed.
No training, no LoRA, no fine-tuning, no KV c... | 2025-11-29T13:46:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p9pcix/inferencetime_drift_reduces_repetition_collapse/ | chazc2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9pcix | false | null | t3_1p9pcix | /r/LocalLLaMA/comments/1p9pcix/inferencetime_drift_reduces_repetition_collapse/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '5s_2rrfrNS9oEhDAfR2K6ekfDSt3mCpH1NGEj2z2MSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5s_2rrfrNS9oEhDAfR2K6ekfDSt3mCpH1NGEj2z2MSU.png?width=108&crop=smart&auto=webp&s=56aad6fd042c6a867d42cd08573df5385b7e9f06', 'width': 108}, {'height': 108, 'url': 'h... |
Setup with Nvidia 6000 Pro | 4 | What kind of CPU, RAM and Motherboard would you recommend for a setup with the 6000 Pro?
I want to get the Maximum performance out of it.
Which cooling system is good?
Would be grateful for input and short discussion. | 2025-11-29T13:09:22 | https://www.reddit.com/r/LocalLLaMA/comments/1p9oksd/setup_with_nvidia_6000_pro/ | Appropriate-Quit1714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9oksd | false | null | t3_1p9oksd | /r/LocalLLaMA/comments/1p9oksd/setup_with_nvidia_6000_pro/ | false | false | self | 4 | null |
Yet another reason to stick with local models | 344 | 2025-11-29T13:07:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p9ojio/yet_another_reason_to_stick_with_local_models/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9ojio | false | null | t3_1p9ojio | /r/LocalLLaMA/comments/1p9ojio/yet_another_reason_to_stick_with_local_models/ | false | false | 344 | null | ||
Qwen3-Next-80B-A3B vs gpt-oss-120b | 126 | Benchmarks aside - who has the better experience with what model and why? Please comment incl. your use-cases (incl. your software stack in case you use more than llama.cpp/vllm/sglang).
My main use case is agentic coding/software engineering (Python, see my comment history for details) and gpt-oss-120b remains the ... | 2025-11-29T12:04:53 | https://www.reddit.com/r/LocalLLaMA/comments/1p9nckz/qwen3next80ba3b_vs_gptoss120b/ | bfroemel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9nckz | false | null | t3_1p9nckz | /r/LocalLLaMA/comments/1p9nckz/qwen3next80ba3b_vs_gptoss120b/ | false | false | self | 126 | null |
Qwen3-Next-80B-A3B vs gpt-oss-120b | 1 | [removed] | 2025-11-29T11:59:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p9n8t7/qwen3next80ba3b_vs_gptoss120b/ | bfroemel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9n8t7 | false | null | t3_1p9n8t7 | /r/LocalLLaMA/comments/1p9n8t7/qwen3next80ba3b_vs_gptoss120b/ | false | false | self | 1 | null |
Will I have any problems pairing a 3090 with a 5060 Ti 16GB? | 6 | I've been wondering how feasible would it be to have a dual GPU setup of a 3090 and 5060 Ti 16GB compared to two 5060 Tis. I plan to use the 3090 for LLMs for the higher bandwidth and token generation, and the 5060 Ti as my primary and gaming GPU for the lower power consumption and temperatures and more modern feature ... | 2025-11-29T11:45:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p9n0oe/will_i_have_any_problems_pairing_a_3090_with_a/ | PhantomWolf83 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9n0oe | false | null | t3_1p9n0oe | /r/LocalLLaMA/comments/1p9n0oe/will_i_have_any_problems_pairing_a_3090_with_a/ | false | false | self | 6 | null |
When, if ever, do you think we will have an open-source Gemini 3 Pro? | 0 | I think Gemini 3 Pro is the most impressive model I have used to date. I’m not interested in half-assed runnable-but-nowhere-near-as-good local models; I want a model with all the capabilities Gemini 3 Pro has. I don’t care if I can’t run it locally without being rich, I just want the weights to be open sourced so I ca... | 2025-11-29T11:31:44 | https://www.reddit.com/r/LocalLLaMA/comments/1p9msap/when_if_ever_do_you_think_we_will_have_an/ | Unusual_Guidance2095 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9msap | false | null | t3_1p9msap | /r/LocalLLaMA/comments/1p9msap/when_if_ever_do_you_think_we_will_have_an/ | false | false | self | 0 | null |
Local LLMs vs Blender MCP | 0 | Hi all
After watching this video it seems that local LLMs are a bit hopeless when using Blender MCP
Do you think it's worth testing thinking models?
Or I don't understand if the task is too complex | 2025-11-29T11:04:28 | https://youtu.be/0PSOCFHBAfw?si=0G70KVFt5ZsX3Wyk | Digital-Building | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1p9mc20 | false | {'oembed': {'author_name': 'Prof Rino and Caroline the boss', 'author_url': 'https://www.youtube.com/@RinoAndCaroline', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/0PSOCFHBAfw?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; e... | t3_1p9mc20 | /r/LocalLLaMA/comments/1p9mc20/local_llms_vs_blender_mcp/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'zj7DSc3w-zwxzS2_x9K_PvO2eD7C1IjPQMGbnhyQXVU', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/zj7DSc3w-zwxzS2_x9K_PvO2eD7C1IjPQMGbnhyQXVU.jpeg?width=108&crop=smart&auto=webp&s=433bb162eca41f903b529d25742255b043e17044', 'width': 108}, {'height': 162, 'url': '... |
Local AI Agent: Desktop Automation via Vision, Translation, and Action | 0 | # I want to create a Python GUI with the ability to embed PyTorch programs.
*The program's goal is to simulate life on your computer on demand, using either Apache-2 or MIT, of course. Basically, the program uses AI models that are natively capable of working with photos. It takes a screenshot, the agent receives the ... | 2025-11-29T10:36:48 | https://www.reddit.com/r/LocalLLaMA/comments/1p9lvru/local_ai_agent_desktop_automation_via_vision/ | United-Manner-7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9lvru | false | null | t3_1p9lvru | /r/LocalLLaMA/comments/1p9lvru/local_ai_agent_desktop_automation_via_vision/ | false | false | self | 0 | null |
Un dépot XTTS ou autres à jour pour voix française + RVC et compatible RTX 50? | 0 | Hello,
Je suis à la recherche depuis quelques temps d'un dépôt XTTS pour Windows qui fonctionne correctement avec une cumulation de RVC.
J'ai beau essayer le xtts et finetune de daswer mais il est difficile de l'installer avec tous les dépendances qui sont en conflit.
J'ai essayer également AllTalk qui fonctio... | 2025-11-29T10:35:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p9lv3m/un_dépot_xtts_ou_autres_à_jour_pour_voix/ | BigBoF27 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9lv3m | false | null | t3_1p9lv3m | /r/LocalLLaMA/comments/1p9lv3m/un_dépot_xtts_ou_autres_à_jour_pour_voix/ | false | false | self | 0 | null |
What is the biggest challenge you face while shifting to local AI Hardware for free AI & workflow automations? | 1 | [removed] | 2025-11-29T10:32:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p9ltjs/what_is_the_biggest_challenge_you_face_while/ | Zestyclose-Put-9311 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p9ltjs | false | null | t3_1p9ltjs | /r/LocalLLaMA/comments/1p9ltjs/what_is_the_biggest_challenge_you_face_while/ | false | false | self | 1 | null |
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