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dynamic allocation of less used experts to slower memory | 20 | A while ago, when Cerebras shared their REAP approach, we had a [discussion](https://www.reddit.com/r/LocalLLaMA/comments/1obrde8/comment/nkjqt91/) about offloading less frequently used experts to slower memory. Here's a quick follow-up on testing that (more details + repro steps [on github](https://github.com/okuvshyn... | 2025-12-08T02:43:46 | https://www.reddit.com/r/LocalLLaMA/comments/1ph14do/dynamic_allocation_of_less_used_experts_to_slower/ | zqkb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph14do | false | null | t3_1ph14do | /r/LocalLLaMA/comments/1ph14do/dynamic_allocation_of_less_used_experts_to_slower/ | false | false | 20 | null | |
Survey: LLM-driven embodied AI with streaming orchestration - seeking technical feedback | 0 | Hi r/LocalLLaMA,
Working on an AI agentic robot that uses LLM-driven streaming orchestration for real-time behavioral generation (reasoning-while-acting, not scripted responses).
**Technical details:**
* Multi-agent architecture coordinating perception, decision-making, and motor control
* Memory-personality framewo... | 2025-12-08T02:36:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ph0yw8/survey_llmdriven_embodied_ai_with_streaming/ | TheSuperGreatDoctor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph0yw8 | false | null | t3_1ph0yw8 | /r/LocalLLaMA/comments/1ph0yw8/survey_llmdriven_embodied_ai_with_streaming/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'UslMgdO4Mt4et_XH04lfOC2uiNgEg7sEXktVDTK7UKQ', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/UslMgdO4Mt4et_XH04lfOC2uiNgEg7sEXktVDTK7UKQ.png?width=108&crop=smart&auto=webp&s=411c0ed21accaa2b566a54ee2504735d2e410075', 'width': 108}, {'height': 113, 'url': 'h... |
I built a 'Learning Adapter' for MCP that cuts token usage by 80% | 1 | Hey everyone! 👋 Just wanted to share a tool I built to save on API costs.
I noticed MCP servers often return *huge* JSON payloads with data I don't need (like avatar links), which wastes a ton of tokens.
So I built a "learning adapter" that sits in the middle. It automatically figures out which fields are important ... | 2025-12-08T02:04:16 | https://www.reddit.com/r/LocalLLaMA/comments/1ph0b4e/i_built_a_learning_adapter_for_mcp_that_cuts/ | Live_Case2204 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ph0b4e | false | null | t3_1ph0b4e | /r/LocalLLaMA/comments/1ph0b4e/i_built_a_learning_adapter_for_mcp_that_cuts/ | false | false | self | 1 | null |
Is this THAT bad today? | 1 | I already bought it. We all know the market... This is special order so not in stock on Provantage but they estimate it should be in stock soon . With Micron leaving us, I don't see prices getting any lower for the next 6-12 mo minimum. What do you all think? For today’s market I don’t think I’m gonna see anything bett... | 2025-12-08T01:15:06 | Normal-Industry-8055 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgza25 | false | null | t3_1pgza25 | /r/LocalLLaMA/comments/1pgza25/is_this_that_bad_today/ | false | false | default | 1 | {'images': [{'source': {'url': 'https://preview.redd.it/3vg1imwjsv5g1.jpeg?auto=webp&s=8d79be4a68ed15f363fa53822fdbed89676d69eb', 'width': 1179, 'height': 1131}, 'resolutions': [{'url': 'https://preview.redd.it/3vg1imwjsv5g1.jpeg?width=108&crop=smart&auto=webp&s=6ed4602c7c890c43ea55f8b0c848c4b3018278d6', 'width': 108, ... | |
I built a local Privacy Firewall that sanitizes prompts before they hit Claude/ChatGPT | 17 | Built a browser extension that intercepts the prompt *before* it leaves the browser, sanitizes PII (Names, Emails, IPs, Keys) via a local server, and only then allows the submission.
Uses dslim/bert-base-NER running entirely on localhost - no cloud inference.
**Architecture:**
* **Frontend:** Chrome Extension (inter... | 2025-12-08T00:32:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pgyder/i_built_a_local_privacy_firewall_that_sanitizes/ | Emergency-Glass-6694 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgyder | false | null | t3_1pgyder | /r/LocalLLaMA/comments/1pgyder/i_built_a_local_privacy_firewall_that_sanitizes/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': '4_q0oc77oRBf579nwPTHPErILrJjrvAYd9C_g8FdEBw', 'resolutions': [{'height': 98, 'url': 'https://external-preview.redd.it/4_q0oc77oRBf579nwPTHPErILrJjrvAYd9C_g8FdEBw.png?width=108&crop=smart&auto=webp&s=87d062f0a805eb84d0690ec2c2854bae9858d9c7', 'width': 108}, {'height': 197, 'url': 'h... |
Any good uncensored models on deepinfra? | 0 | I have some credits there that I want to use up | 2025-12-08T00:13:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pgxytn/any_good_uncensored_models_on_deepinfra/ | IcyMushroom4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgxytn | false | null | t3_1pgxytn | /r/LocalLLaMA/comments/1pgxytn/any_good_uncensored_models_on_deepinfra/ | false | false | self | 0 | null |
Does the "less is more" principle apply to AI agents? | 8 | I'm sketching out an idea for a project. I'm wrestling with this idea: whether "less is more" applies to AI agents.
You see all these demos with agents that can browse the web, use tools, call functions, and all that. But my gut reaction is that it's all function and games until an agent decides to call some tool it d... | 2025-12-07T23:49:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pgxftt/does_the_less_is_more_principle_apply_to_ai_agents/ | 8ta4 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgxftt | false | null | t3_1pgxftt | /r/LocalLLaMA/comments/1pgxftt/does_the_less_is_more_principle_apply_to_ai_agents/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'NZtzehM7h6Ag1J-dM5Z8MVNtPFfXkVU4qtw0ll1I4gw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/NZtzehM7h6Ag1J-dM5Z8MVNtPFfXkVU4qtw0ll1I4gw.png?width=108&crop=smart&auto=webp&s=474958aedebc99706c0ac8ebd4878c27ac1d4a99', 'width': 108}, {'height': 108, 'url': 'h... |
LLM: from learning to Real-world projects | 2 |
I'm buying a laptop mainly to learn and work with LLMs locally, with the goal of eventually doing freelance AI/automation projects. Budget is roughly $1800–$2000, so I’m stuck in the mid-range GPU class.
I cannot choose wisely. As i don't know which llm models would be used in real projects. I know that maybe 4060 w... | 2025-12-07T23:43:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pgxb7n/llm_from_learning_to_realworld_projects/ | florida_99 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgxb7n | false | null | t3_1pgxb7n | /r/LocalLLaMA/comments/1pgxb7n/llm_from_learning_to_realworld_projects/ | false | false | self | 2 | null |
Is this a good to use as a AI-Homeserver? | 1 | 2025-12-07T23:43:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pgxaq6/is_this_a_good_to_use_as_a_aihomeserver/ | Mediocre_Honey_6310 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgxaq6 | false | null | t3_1pgxaq6 | /r/LocalLLaMA/comments/1pgxaq6/is_this_a_good_to_use_as_a_aihomeserver/ | false | false | 1 | null | ||
Non agentic uses of LLMs for coding | 10 | According to answers to this post: [https://www.reddit.com/r/LocalLLaMA/comments/1pg76jo/why\_local\_coding\_models\_are\_less\_popular\_than/](https://www.reddit.com/r/LocalLLaMA/comments/1pg76jo/why_local_coding_models_are_less_popular_than/)
It seems that most people believe that local LLMs for coding are far behi... | 2025-12-07T23:29:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pgwznn/non_agentic_uses_of_llms_for_coding/ | WasteTechnology | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgwznn | false | null | t3_1pgwznn | /r/LocalLLaMA/comments/1pgwznn/non_agentic_uses_of_llms_for_coding/ | false | false | self | 10 | null |
Gemma 3n E4B Question. | 0 | I'm trying to finetune the gemma-3n-E4B model using Unsloth on Google Colab. I'm on the free tier, and everything goes well until it's time to convert the model into GGUF. Google Colab just shuts down during this process. It generates all the tensor files, but the conversion does not seem to work. Does anyone know how ... | 2025-12-07T23:27:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pgwyo9/gemma_3n_e4b_question/ | Automatic-Hall-1685 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgwyo9 | false | null | t3_1pgwyo9 | /r/LocalLLaMA/comments/1pgwyo9/gemma_3n_e4b_question/ | false | false | self | 0 | null |
[poll] Just exploring current sentiment in sub on spam influx | 8 | Choose If you want to add "posts that contain links to newly created (basically ai slop) github.com projects unrelated to local llm subject" to off topic content section.
This still allows to post vibecoded non-working fine tune notebooks and etc. Though most of the spam is RAG frameworks currently. There is another su... | 2025-12-07T22:42:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pgvxa2/poll_just_exploring_current_sentiment_in_sub_on/ | Better-Monk8121 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgvxa2 | false | null | t3_1pgvxa2 | /r/LocalLLaMA/comments/1pgvxa2/poll_just_exploring_current_sentiment_in_sub_on/ | false | false | self | 8 | null |
mbzuai ifm releases Open 70b model - beats qwen-2.5 | 45 | https://huggingface.co/LLM360/K2-V2-Instruct | 2025-12-07T22:23:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pgvhal/mbzuai_ifm_releases_open_70b_model_beats_qwen25/ | Powerful-Sail-8826 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgvhal | false | null | t3_1pgvhal | /r/LocalLLaMA/comments/1pgvhal/mbzuai_ifm_releases_open_70b_model_beats_qwen25/ | false | false | self | 45 | {'enabled': False, 'images': [{'id': 'xs1pLIMu2vNfFJoi6eh3-gz_ftDRRAKIEVq6EzOLOYg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/xs1pLIMu2vNfFJoi6eh3-gz_ftDRRAKIEVq6EzOLOYg.png?width=108&crop=smart&auto=webp&s=991a118185e1d72be5252c6b8c3b6fa71af0aacc', 'width': 108}, {'height': 116, 'url': 'h... |
Unimpressed with Mistral Large 3 675B | 122 | From initial testing (coding related), this seems to be the new llama4.
The accusation from an ex-employee few months ago looks legit now:
* [https://x.com/suchenzang/status/1954973424486608928](https://x.com/suchenzang/status/1954973424486608928)
* [https://36kr.com/p/3428277839465857](https://36kr.com/p/34282778394... | 2025-12-07T22:06:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pgv2fi/unimpressed_with_mistral_large_3_675b/ | notdba | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgv2fi | false | null | t3_1pgv2fi | /r/LocalLLaMA/comments/1pgv2fi/unimpressed_with_mistral_large_3_675b/ | false | false | self | 122 | null |
help me to solve dependency conflicts for LoRA fine-tuning | 0 | I need help in solving dependency conflicts in LoRA fine-tuning on Google Collab. I'm doing a pet project. I want to train any popular OS model on conversational data (not prompt & completion), the code is ready. I debugged it with Gemini but failed. Please reach out if You're seeing this and can help me.
2 example er... | 2025-12-07T21:50:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pguolm/help_me_to_solve_dependency_conflicts_for_lora/ | Frosty-Albatross9402 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pguolm | false | null | t3_1pguolm | /r/LocalLLaMA/comments/1pguolm/help_me_to_solve_dependency_conflicts_for_lora/ | false | false | self | 0 | null |
Anyone noticing odd repetitions of sentences in Kimi K2 thinking's reasoning trace? | 0 | 2025-12-07T21:39:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pguerq/anyone_noticing_odd_repetitions_of_sentences_in/ | k_means_clusterfuck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pguerq | false | null | t3_1pguerq | /r/LocalLLaMA/comments/1pguerq/anyone_noticing_odd_repetitions_of_sentences_in/ | false | false | 0 | null | ||
Deepseek R1 671b Q4_K_M | 17 | Was able to run Deepseek R1 671b locally with 384gb of VRAM. Get between 10-15 tok/s.
https://preview.redd.it/i1pbettypu5g1.png?width=880&format=png&auto=webp&s=a21fb31c437ea1368541dae4cbb18becb314dc62
| 2025-12-07T21:39:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pguel4/deepseek_r1_671b_q4_k_m/ | I_like_fragrances | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pguel4 | false | null | t3_1pguel4 | /r/LocalLLaMA/comments/1pguel4/deepseek_r1_671b_q4_k_m/ | false | false | 17 | null | |
I built a synthetic "nervous system" (Dopamine + State) to stop my local LLM from hallucinating. V0.1 Results: The brakes work, but now they’re locked up. | 0 | **TL;DR:** I’m experimenting with an orchestration layer that tracks a synthetic "somatic" state (dopamine and emotion vectors) across a session for local LLMs. High risk/low dopamine triggers defensive sampling (self-consistency and abstention). Just got the first real benchmark data back: it successfully nuked the ha... | 2025-12-07T21:17:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pgtw0q/i_built_a_synthetic_nervous_system_dopamine_state/ | Longjumping_Rule_163 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgtw0q | false | null | t3_1pgtw0q | /r/LocalLLaMA/comments/1pgtw0q/i_built_a_synthetic_nervous_system_dopamine_state/ | false | false | self | 0 | null |
Multimodal? | 0 | Why models makers prefer their models to be text only? Most models now are trained on 10-30TBs of tokens, which is a good number for generalization,but even biggest models aren't multimodal even though images are much less complicated for the model to adapt to,new vision capable models are always using encoder instead ... | 2025-12-07T21:15:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pgtu5x/multimodal/ | good-parameter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgtu5x | false | null | t3_1pgtu5x | /r/LocalLLaMA/comments/1pgtu5x/multimodal/ | false | false | self | 0 | null |
I built a "Context Librarian" for LLMs that intelligently orchestrates what context they recieve - works with 9+ LLM providers | 1 | [deleted] | 2025-12-07T21:14:04 | [deleted] | 2025-12-07T21:32:13 | 0 | {} | 1pgtsl0 | false | null | t3_1pgtsl0 | /r/LocalLLaMA/comments/1pgtsl0/i_built_a_context_librarian_for_llms_that/ | false | false | default | 1 | null | ||
ServiceNow-AI/Apriel-1.6-15b-Thinker · Hugging Face | 148 | **Apriel-1.6-15B-Thinker** is an updated multimodal reasoning model in ServiceNow’s Apriel SLM series, building on [**Apriel-1.5-15B-Thinker**](https://huggingface.co/ServiceNow-AI/Apriel-1.5-15b-Thinker). With significantly improved text and image reasoning capabilities, Apriel-1.6 achieves competitive performance aga... | 2025-12-07T20:28:17 | https://huggingface.co/ServiceNow-AI/Apriel-1.6-15b-Thinker | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pgsodd | false | null | t3_1pgsodd | /r/LocalLLaMA/comments/1pgsodd/servicenowaiapriel1615bthinker_hugging_face/ | false | false | 148 | {'enabled': False, 'images': [{'id': 'KDS1GGF2jYTqD2RRTZIBI42Bz7Kwl8ZrRXizgMq0fZU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/KDS1GGF2jYTqD2RRTZIBI42Bz7Kwl8ZrRXizgMq0fZU.png?width=108&crop=smart&auto=webp&s=c3cab206b94b8f726b071ae2f2f921a604e2ba69', 'width': 108}, {'height': 116, 'url': 'h... | |
We Got Claude to Fine-Tune an Open Source LLM | 11 | This is interesting , I am glad to see the progress. Searching for the datasets will be useful for different use cases | 2025-12-07T20:06:46 | https://huggingface.co/blog/hf-skills-training | Fun-Wolf-2007 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pgs5ff | false | null | t3_1pgs5ff | /r/LocalLLaMA/comments/1pgs5ff/we_got_claude_to_finetune_an_open_source_llm/ | false | false | 11 | {'enabled': False, 'images': [{'id': 'l06xIWkTYOUJkcqguhRvZ9P7N3hhRtMIAo-7AUAScmM', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/l06xIWkTYOUJkcqguhRvZ9P7N3hhRtMIAo-7AUAScmM.png?width=108&crop=smart&auto=webp&s=0b7e21561d5c0612fb5577ace473a99d26db7e40', 'width': 108}, {'height': 121, 'url': 'h... | |
So I've Been Cooking Something Up For Couple Days. This Guide Tells You How To Modify The Source Code For Ollama To Let Your AI That's Being Hosted On You're Computer To See, Find, And Put Files Into Places As Prompted. Please Check It Out! | 0 | 2025-12-07T20:05:58 | https://github.com/maskedconquerorofcoding/ollama-windows-build-guide | the0339 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pgs4qf | false | null | t3_1pgs4qf | /r/LocalLLaMA/comments/1pgs4qf/so_ive_been_cooking_something_up_for_couple_days/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'hSRnmH2muk-T3QvC8NWqUxJA9S6NFaGAXRr05NW9ByA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hSRnmH2muk-T3QvC8NWqUxJA9S6NFaGAXRr05NW9ByA.png?width=108&crop=smart&auto=webp&s=4620370335a74835c4a4b0e9fa0ce7d80c13c4bd', 'width': 108}, {'height': 108, 'url': 'h... | ||
Dev on mac, seems promising but what will I miss? | 7 | I've been a linux boy since 10 years, before I used to have macs.
I've great memories of mac, the fact that's based on unix will be helping I'm sure.
I've been really happy with cuda, linux+cuda makes me really feel I can do anything.
I know on mac I'll be relying on mlx implementation and whatnot.
From my understand... | 2025-12-07T20:02:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pgs1kh/dev_on_mac_seems_promising_but_what_will_i_miss/ | No_Afternoon_4260 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgs1kh | false | null | t3_1pgs1kh | /r/LocalLLaMA/comments/1pgs1kh/dev_on_mac_seems_promising_but_what_will_i_miss/ | false | false | self | 7 | null |
My First Github Repo and First Complex Local AI Easy Deployment Project - Open-Source | 1 | [removed] | 2025-12-07T20:02:05 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pgs14y | false | null | t3_1pgs14y | /r/LocalLLaMA/comments/1pgs14y/my_first_github_repo_and_first_complex_local_ai/ | false | false | default | 1 | null | ||
Latest vLLM 0.12 and AMD rocm 7900 XTX | 2 | Hi,
Is there docker image which has latest vLLM v.0.12 and rocm for AMD gpus?
I want to run other than unquanzited gemma3 models with 2x7900 xtx | 2025-12-07T19:41:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pgri7d/latest_vllm_012_and_amd_rocm_7900_xtx/ | somealusta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgri7d | false | null | t3_1pgri7d | /r/LocalLLaMA/comments/1pgri7d/latest_vllm_012_and_amd_rocm_7900_xtx/ | false | false | self | 2 | null |
Pro tip for Local LLM usage on the phone | 12 | Have it plugged in a charger and chat/work away.
By classifying your LLM app of choice as a game, you can access the pause charging when "playing" in order to not heat up and throttle performance.
But they use the power from the charger directly, instead of going through the battery, saving heat, battery cycles/wear a... | 2025-12-07T19:37:46 | https://www.reddit.com/gallery/1pgrevr | Seglem | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pgrevr | false | null | t3_1pgrevr | /r/LocalLLaMA/comments/1pgrevr/pro_tip_for_local_llm_usage_on_the_phone/ | false | false | 12 | null | |
5070ti (16gb) or GMKTec Evo X2? | 3 | Why I’d consider the 5070ti: 16gb vram, $1000 cheaper than a new MiniPC, cuda for stable diffusion
Why I’d consider strix halo miniPC: much larger MoE models, small form factor, low power consumption
Where would you lean for a future-proof box with some flexibility, capable of performing a wide variety of tasks (not ... | 2025-12-07T19:20:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pgqyw5/5070ti_16gb_or_gmktec_evo_x2/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgqyw5 | false | null | t3_1pgqyw5 | /r/LocalLLaMA/comments/1pgqyw5/5070ti_16gb_or_gmktec_evo_x2/ | false | false | self | 3 | null |
Some Helpful Guide on RL and SFT | 1 | Hi everyone, I have been asked a lot of times why RL is needed for LLMs, is SFT not enough? I think after DeepSeek R1, RL became popular with open source, but many people don't understand well enough why SFT doesn't generalize as well in the first place.
I spent the weekend putting together and explainer video of the ... | 2025-12-07T19:14:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pgqteo/some_helpful_guide_on_rl_and_sft/ | johnolafenwa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgqteo | false | null | t3_1pgqteo | /r/LocalLLaMA/comments/1pgqteo/some_helpful_guide_on_rl_and_sft/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'ZFbEOp_rl57XSVcEkM0g4OkP11gnWKsCT22b6jYciHg', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/ZFbEOp_rl57XSVcEkM0g4OkP11gnWKsCT22b6jYciHg.jpeg?width=108&crop=smart&auto=webp&s=eb08017e9c7baa0a83d48e199bd5179a70a3358e', 'width': 108}, {'height': 162, 'url': '... |
AI Safety in a single image | 1 | 2025-12-07T19:13:06 | Urb_RS | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgqrh4 | false | null | t3_1pgqrh4 | /r/LocalLLaMA/comments/1pgqrh4/ai_safety_in_a_single_image/ | false | false | 1 | {'enabled': True, 'images': [{'id': '_9NGQki5m8BwNHWQE_jiJ1KoDVQURTRgtQyR6jrNlDg', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/hgyuqj0uzt5g1.png?width=108&crop=smart&auto=webp&s=a3e5d453d64d940e05563536d4cd567b1d535bfd', 'width': 108}, {'height': 108, 'url': 'https://preview.redd.it/hgyuqj0uzt5g1.png... | |||
Local AI Is About to Get More Expensive | 0 | # [Local AI Is About to Get More Expensive](https://tonythomas.net/?p=93)
AI inference took over my hardware life before I even realized it. I started out running LM Studio and Ollama on my old 5700G, doing everything on the CPU because that was my only option. Later I added the B50 to squeeze more speed out of loca... | 2025-12-07T19:10:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pgqoyq/local_ai_is_about_to_get_more_expensive/ | tony10000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgqoyq | false | null | t3_1pgqoyq | /r/LocalLLaMA/comments/1pgqoyq/local_ai_is_about_to_get_more_expensive/ | false | false | self | 0 | null |
Speculative Decoding Model for Qwen/Qwen3-4B-Instruct-2507? | 0 | Has anyone had any luck using a speculative decoding model with the Qwen3-4B-Instruct-2507 model?
I am currently using this vLLM command:
TORCH_COMPILE_DISABLE=1 TORCHDYNAMO_DISABLE=1 uv run vllm serve Qwen/Qwen3-4B-Instruct-2507-FP8 \
--dtype auto \
--tensor-parallel-size 2 \
--gpu-memory-utili... | 2025-12-07T18:58:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pgqath/speculative_decoding_model_for/ | ClosedDubious | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgqath | false | null | t3_1pgqath | /r/LocalLLaMA/comments/1pgqath/speculative_decoding_model_for/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'i6t6hDWJV6Xo4DxxwlrGGJfbrb7daa2MVyes1ag7yUE', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/i6t6hDWJV6Xo4DxxwlrGGJfbrb7daa2MVyes1ag7yUE.png?width=108&crop=smart&auto=webp&s=04c01d83eae47d54c122f1989d8db243b291a00d', 'width': 108}, {'height': 116, 'url': 'h... |
What are the cons of MXFP4? | 26 | Considering that we can make the model FP16 and fine-tune it and then quantize to MXFP4 again,and the model will be robust because it was trained with QAT,what would be the cons? MXFP4 is (almost) virtually lossless,not FP16 but near-lossless,and it cuts training cost into the half compared to FP16? (FP8 won't be exact... | 2025-12-07T17:43:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pgoezb/what_are_the_cons_of_mxfp4/ | good-parameter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgoezb | false | null | t3_1pgoezb | /r/LocalLLaMA/comments/1pgoezb/what_are_the_cons_of_mxfp4/ | false | false | self | 26 | null |
The next-gen autonomous agent IDE. It executes the full development cycle | 0 | import os
import sys
import time
import json
import logging
import subprocess
import atexit
import uuid
import shutil
import contextvars
import re
from typing import Dict, List, Optional
# 設定とサービス群のインポート
from src.config import config
from src.services.budget_service import BudgetGuard
from src.services.workspace_manag... | 2025-12-07T17:35:56 | https://github.com/EMMA019/Evo-OS | EmmaSaka | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pgo84b | false | null | t3_1pgo84b | /r/LocalLLaMA/comments/1pgo84b/the_nextgen_autonomous_agent_ide_it_executes_the/ | false | false | default | 0 | null |
Code Embeddings vs Documentation Embeddings for RAG in Large-Scale Codebase Analysis | 2 | I'm building various coding agents automation system for large engineering organizations (think atleast 100+ engineers, 500K+ LOC codebases). The core challenge: bidirectional tracing between design decisions (RFCs/ADRs) and implementation.
**The Technical Question:**
When building RAG pipelines over large repositori... | 2025-12-07T17:13:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pgnnee/code_embeddings_vs_documentation_embeddings_for/ | geeky_traveller | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgnnee | false | null | t3_1pgnnee | /r/LocalLLaMA/comments/1pgnnee/code_embeddings_vs_documentation_embeddings_for/ | false | false | self | 2 | null |
Aquif 3.5 Max 1205 (42B-A3B) | 46 | Aquif 3.5 Max 1205 is out and seems much better than the previous one on some work.
No tool call problems so far (Aider or Kilocode) but as usual, early to tell.
It did fix some FE issues I had in a single-shot where Qwen3-Coder-30B or Aquif 3.5 Plus needed a couple turns - Devstral 2507 still managed but slower... | 2025-12-07T17:08:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pgnj1q/aquif_35_max_1205_42ba3b/ | Holiday_Purpose_3166 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgnj1q | false | null | t3_1pgnj1q | /r/LocalLLaMA/comments/1pgnj1q/aquif_35_max_1205_42ba3b/ | false | false | 46 | null | |
Im new here and i need some Knowledge or correction | 0 | Hello guys im geting a thinkpad and i want to know if i can run some ai model on thinkpad l16 or l14 gen6 amd 7 250 or should i get an egpu | 2025-12-07T16:55:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pgn7o0/im_new_here_and_i_need_some_knowledge_or/ | Former_Location_5543 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgn7o0 | false | null | t3_1pgn7o0 | /r/LocalLLaMA/comments/1pgn7o0/im_new_here_and_i_need_some_knowledge_or/ | false | false | self | 0 | null |
Help choosing a GPU (or MacBook) for running local LLMs + coding + light image work | 0 | Hi everyone,
I’m trying to figure out what hardware setup makes the most sense to run local LLMs (Llama and similar) and do medium-level software and image work.
My current situation:
I’m already a MacBook user with 16 GB RAM.
I want to run local models for coding assistance and experimentation.
I also need to do ... | 2025-12-07T16:23:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pgmeyf/help_choosing_a_gpu_or_macbook_for_running_local/ | Kairossi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgmeyf | false | null | t3_1pgmeyf | /r/LocalLLaMA/comments/1pgmeyf/help_choosing_a_gpu_or_macbook_for_running_local/ | false | false | self | 0 | null |
VRAM > TFLOPS? Upgrade 3060 (12GB) to 4070 Ti (12GB) for LLMs - Is it a terrible VRAM-locked decision? | 0 | Hey everyone, quick sanity check needed for a local AI build.
I’m moving from an RTX 3060 (12GB) and need more VRAM for running larger LLMs (30B+ quantized). My system has a Ryzen 7 9700X and 64GB DDR5.
All cards below are priced similarly (~800€), but I’m struggling to pick the right strategy for VRAM capacity vs. TF... | 2025-12-07T16:19:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pgmbb5/vram_tflops_upgrade_3060_12gb_to_4070_ti_12gb_for/ | Intelligent-Rip1484 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgmbb5 | false | null | t3_1pgmbb5 | /r/LocalLLaMA/comments/1pgmbb5/vram_tflops_upgrade_3060_12gb_to_4070_ti_12gb_for/ | false | false | self | 0 | null |
Most AI websites are almost unsearchable | 0 | I've been looking for some models and I CAN'T EVEN FIND THE OFFICIAL WEBSITE,the results are flooded with fake websites that's named after the model,they share the same logo,and they show similar content,I asked an AI model to do a deep search for me and find the official website and it couldn't sadly (the model told m... | 2025-12-07T16:16:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pgm8pw/most_ai_websites_are_almost_unsearchable/ | good-parameter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgm8pw | false | null | t3_1pgm8pw | /r/LocalLLaMA/comments/1pgm8pw/most_ai_websites_are_almost_unsearchable/ | false | false | self | 0 | null |
DeepSeek claiming itself to be created by OpenAI 🤣 | 0 | This is just inference in Huggingface.
No conversation context. Just "think carefully about who you are".
If you try a few different prompts, you can also make DeepSeek claim itself to be created by Anthropic. | 2025-12-07T16:09:45 | QileHQ | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgm37u | false | null | t3_1pgm37u | /r/LocalLLaMA/comments/1pgm37u/deepseek_claiming_itself_to_be_created_by_openai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'mv9n41a93t5g1', 'resolutions': [{'height': 89, 'url': 'https://preview.redd.it/mv9n41a93t5g1.jpeg?width=108&crop=smart&auto=webp&s=84e53708812cdffc7027c5ff05c05c2b150558b9', 'width': 108}, {'height': 179, 'url': 'https://preview.redd.it/mv9n41a93t5g1.jpeg?width=216&crop=smart&auto=w... | |
The 'gpt-oss-120b-MXFP4' model is not supported when using Codex with a ChatGPT account. | 0 | Sigh.
{"detail":"The 'gpt-oss-120b-MXFP4' model is not supported when using Codex with a ChatGPT account."}
Was this really necessary? | 2025-12-07T15:43:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pgley2/the_gptoss120bmxfp4_model_is_not_supported_when/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgley2 | false | null | t3_1pgley2 | /r/LocalLLaMA/comments/1pgley2/the_gptoss120bmxfp4_model_is_not_supported_when/ | false | false | self | 0 | null |
Thoughts on decentralized training with Psyche? | 22 | I was bored browsing this sub, and found a barely-upvoted thread about Hermes 4.3 36B. I don't care about the model (I never bother with finetunes + I can't run a dense 36B anyway), but buried in there was a very interesting piece of information: this model was trained entirely in a decentralized way on consumer hardw... | 2025-12-07T15:40:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pglclf/thoughts_on_decentralized_training_with_psyche/ | dtdisapointingresult | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pglclf | false | null | t3_1pglclf | /r/LocalLLaMA/comments/1pglclf/thoughts_on_decentralized_training_with_psyche/ | false | false | self | 22 | {'enabled': False, 'images': [{'id': 'thAQxjbw3fpc9fgR1nrJDb-3cDeZ9f7TtJWveW5lCQ4', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/thAQxjbw3fpc9fgR1nrJDb-3cDeZ9f7TtJWveW5lCQ4.png?width=108&crop=smart&auto=webp&s=11f148884579108fb6ee44c7797d26bbba37c985', 'width': 108}, {'height': 216, 'url': '... |
Emotionally intelligent models | 0 | I am looking for locally run AI models with a high degree of emotional intelligence capable of understanding my intent with minimal prompting comparable to the performance of Grok and GLM,the model won't be used for roleplay but I want the "understanding" of the context without much prompting, I found GPT-OSS to strugg... | 2025-12-07T15:34:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pgl7mo/emotionally_intelligent_models/ | good-parameter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgl7mo | false | null | t3_1pgl7mo | /r/LocalLLaMA/comments/1pgl7mo/emotionally_intelligent_models/ | false | false | self | 0 | null |
Anyone here need temporary A10 compute for LLM finetuning (QLoRA etc.)? | 7 | I'm setting up some A10 compute for my own experiments and have spare capacity.
If anyone working on Llama/Qwen/Mistral finetuning needs short-term access, I can share some of the compute to help cover the server costs.
Specs:
• 2× NVIDIA A10 (24GB each)
• 30 vCPUs, 480GB RAM
• CUDA 12.2, PyTorch/Transformers/... | 2025-12-07T15:25:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pgkzwq/anyone_here_need_temporary_a10_compute_for_llm/ | Perfect-Analysis5015 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgkzwq | false | null | t3_1pgkzwq | /r/LocalLLaMA/comments/1pgkzwq/anyone_here_need_temporary_a10_compute_for_llm/ | false | false | self | 7 | null |
Automated Evals | 2 | Does anyone have an open source automated eval harness that they like?
Doesn’t have to be agentic but agentic would be a bonus | 2025-12-07T14:59:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pgkcpi/automated_evals/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgkcpi | false | null | t3_1pgkcpi | /r/LocalLLaMA/comments/1pgkcpi/automated_evals/ | false | false | self | 2 | null |
Is it possible to run two seperate llama-server.exe processes that share the same layers and weights stored in DRAM? | 5 | I think what happens currently is if I'm running two llama-server.exe processes with the same MOE LLM model (qwen3-next-80b) on two GPUs, and if I have any layers offloaded to CPU or MOE expert weightings on CPU, then it will have TWO independent sets of that data in DRAM.
I was wondering if anyone thinks it's possibl... | 2025-12-07T14:32:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pgjqm3/is_it_possible_to_run_two_seperate_llamaserverexe/ | PairOfRussels | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgjqm3 | false | null | t3_1pgjqm3 | /r/LocalLLaMA/comments/1pgjqm3/is_it_possible_to_run_two_seperate_llamaserverexe/ | false | false | self | 5 | null |
Built a small Whisper.cpp + Gemini meeting buddy (transcription + real-time answers) | 14 | Hey everyone,
I built a small app and I’m curious if anyone finds this useful or has ideas to improve it.
What it does:
* Uses `whisper.cpp` (`whisper-stream`) for live transcription and streams the text into a React UI.
* Cleans the raw output (removes ANSI junk, filters tiny/noisy bits, and reduces repeated partia... | 2025-12-07T14:31:19 | https://v.redd.it/ozr6ynsfks5g1 | OuSsAmA_O2 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgjpaq | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/ozr6ynsfks5g1/DASHPlaylist.mpd?a=1767709913%2CN2JiNTI3NzdjZjhiNTVlNGQ5OTgzYzM3NDQ4ZDk1NGQxMTUxYWJmZTAwNmE3YmZjZmVlNzA5NTVkOTVkZjNlMg%3D%3D&v=1&f=sd', 'duration': 42, 'fallback_url': 'https://v.redd.it/ozr6ynsfks5g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1pgjpaq | /r/LocalLLaMA/comments/1pgjpaq/built_a_small_whispercpp_gemini_meeting_buddy/ | false | false | 14 | {'enabled': False, 'images': [{'id': 'cWc3ZHp1c2ZrczVnMecs0eTNAfC10oj7n_Ja-4dn7CpM06jvRZHJQjxo80Hz', 'resolutions': [{'height': 52, 'url': 'https://external-preview.redd.it/cWc3ZHp1c2ZrczVnMecs0eTNAfC10oj7n_Ja-4dn7CpM06jvRZHJQjxo80Hz.png?width=108&crop=smart&format=pjpg&auto=webp&s=10728c72206276305b8920b8b853d25525513... | |
Please recommend me a web interface similar with Open-WebUI but more flexible. | 0 | So I was using the Open-WebUI but somehow in the latest version I can't find a way to plug my custom RAG engine and vector DB, it seems the interface changed or I'm getting blind. Is there another local hostable webui that give a bit more flexibility, that is plugging your own RAG and search engines, as well allowing a... | 2025-12-07T14:27:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pgjlse/please_recommend_me_a_web_interface_similar_with/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgjlse | false | null | t3_1pgjlse | /r/LocalLLaMA/comments/1pgjlse/please_recommend_me_a_web_interface_similar_with/ | false | false | self | 0 | null |
Does PageAssist "chat with page" actually work? | 0 | I'm trying to use PageAssist with local ollama, to analyse pages with some reports, in the "Chat with page" mode, but it looks like it only has access to the first couple of paragraphs of the web page. Literally, if I ask it for information that's a couple of KB within the web page, the LLM gets confused.
Is that norm... | 2025-12-07T13:53:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pgiv52/does_pageassist_chat_with_page_actually_work/ | ivoras | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgiv52 | false | null | t3_1pgiv52 | /r/LocalLLaMA/comments/1pgiv52/does_pageassist_chat_with_page_actually_work/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'iReN37fyKZV3DfAdtYlAQyk9Org-AelIPHAJ5YP6IBI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/iReN37fyKZV3DfAdtYlAQyk9Org-AelIPHAJ5YP6IBI.png?width=108&crop=smart&auto=webp&s=d71d33f9118c800d7a60961e8d69c61438e49a6a', 'width': 108}, {'height': 108, 'url': 'h... |
Looking for a lightweight speech-to-text model for local deployment on Windows/Mac | 1 | [removed] | 2025-12-07T13:41:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pgimej/looking_for_a_lightweight_speechtotext_model_for/ | superrobinL | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgimej | false | null | t3_1pgimej | /r/LocalLLaMA/comments/1pgimej/looking_for_a_lightweight_speechtotext_model_for/ | false | false | self | 1 | null |
QWEN3 80B Audio Support | 4 | Hello
When i use qwen3 80B through qwen chat, it seems i can use audio+text as an input.
Yet i cant seem to find many infor regarding to the audio input in model card. IS it possible? and if so how ?
Thank you in advance | 2025-12-07T12:36:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pghcz3/qwen3_80b_audio_support/ | idesireawill | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pghcz3 | false | null | t3_1pghcz3 | /r/LocalLLaMA/comments/1pghcz3/qwen3_80b_audio_support/ | false | false | self | 4 | null |
Needing ArXiv endorsement (cs.LG) | 0 | Looking for an arXiv endorser for cs.LG (or cs.AI).
My optimizer release post just hit 33k views and 134 upvotes here - so clearly there’s interest. Now I need to get the paper on arXiv.
Repo: https://github.com/christophergardner-star/Crux1
PyPI: pip install cruxy
Beats AdamW, verified to 14B.
Happy to share the d... | 2025-12-07T12:20:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pgh2gy/needing_arxiv_endorsement_cslg/ | National_Control4101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgh2gy | false | null | t3_1pgh2gy | /r/LocalLLaMA/comments/1pgh2gy/needing_arxiv_endorsement_cslg/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '8HUFPZkQ6Rr6Mrl_1-2PHDIm6xW9Pyu-BjFqZOhPzPI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8HUFPZkQ6Rr6Mrl_1-2PHDIm6xW9Pyu-BjFqZOhPzPI.png?width=108&crop=smart&auto=webp&s=59be037b786a9a84d391bdd6e6431e936f26dba4', 'width': 108}, {'height': 108, 'url': 'h... |
I'm tired of claude limits, what's the best alternative? (cloud based or local llm) | 61 | Hello everyone I hope y'all having a great day.
I've been using Claude Code since they released but I'm tired of the usage limits they have even when paying subscription.
I'm asking here since most of you have a great knowledge on what's the best and efficient way to run AI be it online with API or running a lo... | 2025-12-07T12:04:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pggss8/im_tired_of_claude_limits_whats_the_best/ | Dry_Explanation_7774 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pggss8 | false | null | t3_1pggss8 | /r/LocalLLaMA/comments/1pggss8/im_tired_of_claude_limits_whats_the_best/ | false | false | self | 61 | null |
Follow-up: Hybrid Search in Apache Solr is NOW Production-Ready (with 1024D vectors!) | 8 | # Hey everyone,
A few days back I shared my experiments with hybrid search (combining traditional lexical search with vector/semantic search). Well, I've been busy, and I'm back with some **major upgrades** that I think you'll find interesting.
**TL;DR:** We now have 1024-dimensional embeddings, blazing fast GPU infe... | 2025-12-07T11:36:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pggbbq/followup_hybrid_search_in_apache_solr_is_now/ | WillingnessQuick5074 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pggbbq | false | null | t3_1pggbbq | /r/LocalLLaMA/comments/1pggbbq/followup_hybrid_search_in_apache_solr_is_now/ | false | false | self | 8 | null |
NVIDIA H200 at 1.25 dollars per hour on vast.ai | 1 | Hi I just wanted to let you know that I have my H200 on vast.ai and it is verified.
You can rent for as low as 1.25 dollars per hour :) | 2025-12-07T10:41:16 | Monitor-Loud | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgfg99 | false | null | t3_1pgfg99 | /r/LocalLLaMA/comments/1pgfg99/nvidia_h200_at_125_dollars_per_hour_on_vastai/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'uJwV5l2d6VV9rpyNTXHUdWlR4YTkapbXvU1mnH9t3lk', 'resolutions': [{'height': 17, 'url': 'https://preview.redd.it/h2yolfdngr5g1.jpeg?width=108&crop=smart&auto=webp&s=1202e6a435ba41ded1eebf985475cb4107302e77', 'width': 108}, {'height': 35, 'url': 'https://preview.redd.it/h2yolfdngr5g1.jpe... | ||
NVIDIA H200 at 1.25 dollars per hour on vast.ai | 0 | Hi I just wanted to let you know that I have my H200 on vast.ai and it is verified.
You can rent for as low as 1.25 dollars per hour :) | 2025-12-07T10:40:06 | https://i.redd.it/5ipqivpcgr5g1 | Monitor-Loud | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgfflh | false | null | t3_1pgfflh | /r/LocalLLaMA/comments/1pgfflh/nvidia_h200_at_125_dollars_per_hour_on_vastai/ | false | false | default | 0 | null |
NVIDIA H200 at 1.25 dollars per hour on vast.ai | 2 | Hi I just wanted to let you know that I have my H200 on vast.ai and it is verified.
You can rent for as low as 1.25 dollars per hour :) | 2025-12-07T10:39:36 | Monitor-Loud | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgff9o | false | null | t3_1pgff9o | /r/LocalLLaMA/comments/1pgff9o/nvidia_h200_at_125_dollars_per_hour_on_vastai/ | false | false | 2 | {'enabled': True, 'images': [{'id': '9cpzzRpEV6p1w9H-V_29TSO-RWfUxvUS-NTTnqiCtYU', 'resolutions': [{'height': 17, 'url': 'https://preview.redd.it/5ipqivpcgr5g1.jpeg?width=108&crop=smart&auto=webp&s=04bf68c4df32293a1ddefb0a9ad41684ffad8ba7', 'width': 108}, {'height': 35, 'url': 'https://preview.redd.it/5ipqivpcgr5g1.jpe... | ||
Agent orchestration without a runtime feels like traffic with no signals. | 1 | I’ve been building and running multi-agent setups with LLMs, tools, retries, and fallbacks, and one issue keeps coming up: runtime control.
Without a clear execution layer, things start to feel like uncontrolled traffic — duplicate calls, unclear routing, ad-hoc fallbacks, and hard-to-debug flows.
I’m experimenting w... | 2025-12-07T09:45:08 | balachandarmanikanda | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgekb7 | false | null | t3_1pgekb7 | /r/LocalLLaMA/comments/1pgekb7/agent_orchestration_without_a_runtime_feels_like/ | false | false | default | 1 | {'images': [{'source': {'url': 'https://preview.redd.it/txu2q2mm6r5g1.png?auto=webp&s=b853575e49852e674b19d8c974d35a1fb9678736', 'width': 1024, 'height': 1536}, 'resolutions': [{'url': 'https://preview.redd.it/txu2q2mm6r5g1.png?width=108&crop=smart&auto=webp&s=c978e80051931dd434a88abc46504b4d6c358e21', 'width': 108, 'h... | |
RTX6000Pro stability issues (system spontaneous power cycling) | 11 | Hi, I just upgraded from 4xP40 to 1x RTX6000Pro (NVIDIA RTX PRO 6000 Blackwell Workstation Edition Graphic Card - 96 GB GDDR7 ECC - PCIe 5.0 x16 - 512-Bit - 2x Slot - XHFL - Active - 600 W- 900-5G144-2200-000). I bought a 1200W corsair RM1200 along with it.
At 600W, the machine just reboots at soon as llama.cpp or Com... | 2025-12-07T09:32:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pgeda8/rtx6000pro_stability_issues_system_spontaneous/ | Elv13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgeda8 | false | null | t3_1pgeda8 | /r/LocalLLaMA/comments/1pgeda8/rtx6000pro_stability_issues_system_spontaneous/ | false | false | self | 11 | null |
RnJ-1-Instruct FP8 Quantization | 39 | FP8 quantized version of RnJ1-Instruct-8B BF16 instruction model.
VRAM: 16GB → 8GB (50% reduction)
Benchmarks:
\- GSM8K: 87.2%
\- MMLU-Pro: 44.5%
\- IFEval: 55.3%
Runs on RTX 3060 12GB. One-liner to try:
docker run --gpus '"device=0"' -p 8000:8000 vllm/vllm-openai:v0.12.0 \\
\--model Doradus/Rn | 2025-12-07T09:07:06 | https://huggingface.co/Doradus/RnJ-1-Instruct-FP8 | doradus_novae | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pgdyxr | false | null | t3_1pgdyxr | /r/LocalLLaMA/comments/1pgdyxr/rnj1instruct_fp8_quantization/ | false | false | default | 39 | {'enabled': False, 'images': [{'id': 'f3hfIybvzLxoPbJzEByWUBJrtbOq2n1Nf0l2zrxAhSw', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/f3hfIybvzLxoPbJzEByWUBJrtbOq2n1Nf0l2zrxAhSw.png?width=108&crop=smart&auto=webp&s=99aa548b4ec8c87f66bca28279bcce4120b883b9', 'width': 108}, {'height': 116, 'url': 'h... |
Local RAG with OCR & DeepSeek: Built with the power of Cursor & Gemini | 2 | >
An open-source local knowledge base that chats with scanned PDFs.
**Tech Stack**: Deepseek API,Python, Streamlit, RapidOCR, Ollama.
**Dev Process**: Accelerated by Cursor and Gemini. | 2025-12-07T08:44:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pgdm9n/local_rag_with_ocr_deepseek_built_with_the_power/ | Failed_Champion | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgdm9n | false | null | t3_1pgdm9n | /r/LocalLLaMA/comments/1pgdm9n/local_rag_with_ocr_deepseek_built_with_the_power/ | false | false | self | 2 | null |
https://huggingface.co/Doradus/Hermes-4.3-36B-FP8 | 10 | Hermes Dense 36B Quantized from BF15 to FP8 with minimal accuracy loss!
Should fit over TP=2 24 or 32GB VRAM cards -> uses about 40gb instead of 73gb using FP16
Dockerfile for VLLM 0.12.0 - came out 3 days ago - included!
Enjoy, fellow LLMers!
[https://huggingface.co/Doradus/Hermes-4.3-36B-FP8](https://huggingface.... | 2025-12-07T08:43:48 | https://huggingface.co/Doradus/Hermes-4.3-36B-FP8 | doradus_novae | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pgdlub | false | null | t3_1pgdlub | /r/LocalLLaMA/comments/1pgdlub/httpshuggingfacecodoradushermes4336bfp8/ | false | false | 10 | {'enabled': False, 'images': [{'id': 'x9IMqhcTRGU_-36sxoHqV_SaWTySlveSoHOtr059NQs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/x9IMqhcTRGU_-36sxoHqV_SaWTySlveSoHOtr059NQs.png?width=108&crop=smart&auto=webp&s=b49c2be777de7b18c105d036795001d00c80eed3', 'width': 108}, {'height': 116, 'url': 'h... | |
Concerning rapid rise of AI slop posts/"LARPing" | 142 | This community has been one of my favorite news sources. Just in a few days I see alarming amount of AI slop "new researches".
[https://www.reddit.com/r/LocalLLaMA/comments/1pfjuuj/63\_attack\_success\_rate\_in\_qwen\_with\_inference/](https://www.reddit.com/r/LocalLLaMA/comments/1pfjuuj/63_attack_success_rate_in_qwen... | 2025-12-07T08:35:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pgdh8q/concerning_rapid_rise_of_ai_slop_postslarping/ | NandaVegg | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgdh8q | false | null | t3_1pgdh8q | /r/LocalLLaMA/comments/1pgdh8q/concerning_rapid_rise_of_ai_slop_postslarping/ | false | false | self | 142 | null |
Building an open-source "Local RAG" framework for Mobile. What would be something that you want ? | 0 | Hi everyone,
We currently have a POC app that has many Local models supported like Gemma-3b and then model can look at your messages, PDFs and answer for you,
Now We want to work on an open-source framework to make On-Device RAG (Retrieval Augmented Generation) standard for mobile apps.
The Problem: Currently, if y... | 2025-12-07T08:31:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pgdf9r/building_an_opensource_local_rag_framework_for/ | No_Worldliness_7784 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgdf9r | false | null | t3_1pgdf9r | /r/LocalLLaMA/comments/1pgdf9r/building_an_opensource_local_rag_framework_for/ | false | false | self | 0 | null |
Human-Curated Benchmarking | 1 | Ok, I will say it out loud first. LLMs develop, benchmarks suck and become useless. They literally mean nothing to user, it's not like typical benchmarka of different software or hardware anymore.
However, when enough time passes, a generalized consensus within community arrives and you can usually trust it. It's some... | 2025-12-07T08:13:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pgd5bi/humancurated_benchmarking/ | Nicholas_Matt_Quail | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgd5bi | false | null | t3_1pgd5bi | /r/LocalLLaMA/comments/1pgd5bi/humancurated_benchmarking/ | false | false | self | 1 | null |
M4 Max Mac – Expert Needed to Fix MLX-LM Installation + Clean Migration Mess (1–2 hours max) | 0 |
Looking for an Apple-Silicon + MLX specialist to fix a stubborn MLX-LM installation problem on a brand-new M4 Max 64 GB MacBook Pro (macOS Sequoia).
**Symptoms**
* python3 -m mlx\_lm.generate → “ModuleNotFoundError: No module named 'mlx\_lm'” in every environment
* Migration from 10-year-old MacBook Pro left Anacon... | 2025-12-07T07:58:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pgcx6b/m4_max_mac_expert_needed_to_fix_mlxlm/ | 183Vetnet | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgcx6b | false | null | t3_1pgcx6b | /r/LocalLLaMA/comments/1pgcx6b/m4_max_mac_expert_needed_to_fix_mlxlm/ | false | false | self | 0 | null |
Repurposing old 15” MacBook Pro (16 GB RAM) for local LLMs – best Linux distro, models, and possible eGPU? | 0 | I have an older 15” MacBook Pro with 16 GB RAM that I’m thinking of repurposing purely for experimenting with local LLMs.
Current status:
• macOS 11.6.4
• 16 GB RAM, i7/i9 Intel CPU (15” model)
• RAM is not upgradeable and GPU is fixed, but the machine has Thunderbolt 3 so an eGPU might be possible.
My goals:
• Install... | 2025-12-07T07:58:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pgcx1x/repurposing_old_15_macbook_pro_16_gb_ram_for/ | ba5av | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgcx1x | false | null | t3_1pgcx1x | /r/LocalLLaMA/comments/1pgcx1x/repurposing_old_15_macbook_pro_16_gb_ram_for/ | false | false | self | 0 | null |
Stop making Agents guess pixels. I built a UI layer that exposes the "Hidden Business Domain" directly to the LLM (Intent-to-State). | 0 | **The Real Problem:**
We are trying to build Agents that use our software, but we give them the worst possible interface: **The DOM.**
The DOM only tells you *what* is on the screen (pixels/tags). It doesn't tell you *why* it's there.
* Why is this button disabled? (Is it a permission issue? Or missing data?)
* Why di... | 2025-12-07T07:03:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pgc21j/stop_making_agents_guess_pixels_i_built_a_ui/ | TraditionalListen994 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pgc21j | false | null | t3_1pgc21j | /r/LocalLLaMA/comments/1pgc21j/stop_making_agents_guess_pixels_i_built_a_ui/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'vQdoDtDvLlqWi5KmQGIcOqupsHmYAS7aibv0sIKnFts', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/vQdoDtDvLlqWi5KmQGIcOqupsHmYAS7aibv0sIKnFts.png?width=108&crop=smart&auto=webp&s=97ffb75868de7af4a5babcdd69dab78a3acbf527', 'width': 108}, {'height': 108, 'url': 'h... |
We continue to draw on the stones | 0 | From the article: https://arxiv.org/abs/2510.09244
""" The 4 pillars of cognition:
Perception: Seeing and understanding its environment.
Reasoning: Planning, reflecting, and adapting.
Memory: Remembering wins, failures, and context over time.
Action: Executing real tasks through APIs, tools, and GUIs. """
When... | 2025-12-07T06:23:52 | Mx4n1c41_s702y73ll3 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pgbdsz | false | null | t3_1pgbdsz | /r/LocalLLaMA/comments/1pgbdsz/we_continue_to_draw_on_the_stones/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'PHroRyutIvaUNhkqqrI2RoFGTrw7qX4BxSx0dQLzbmI', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/5ruth4oz5q5g1.png?width=108&crop=smart&auto=webp&s=c7ed685fbc4d3a43ebce9d8489d8698308b8f1d3', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/5ruth4oz5q5g1.pn... | ||
Best Huggingface to download? | 1 | I dont know anything about computer parts but heres what i have rn
I have Koboldccp downloaded + sillytavern
(below is taken straight form task manager)
System = Windows 11
CPU = AMD Ryzen 5 5600G w/ Radeon Graphics
GPU = AMD Radeon(TM) Graphics (using speccy, it says "2048mb ATI AMD Radeon graphics (gigabyte... | 2025-12-07T04:02:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pg8tf4/best_huggingface_to_download/ | Fair_Ad_8418 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg8tf4 | false | null | t3_1pg8tf4 | /r/LocalLLaMA/comments/1pg8tf4/best_huggingface_to_download/ | false | false | self | 1 | null |
SGLang Diffusion + Cache-DiT = 20-165% Faster Local Image/Video Generation | 1 | Quick heads up: SGLang Diffusion now supports Cache-DiT integration, delivering 20-165% speedup for diffusion models with basically zero effort.
Just add some env variables and you're getting 46%+ faster inference on models like FLUX, Qwen-Image, HunyuanVideo, etc.
Works with torch.compile, quantization, and all the ... | 2025-12-07T03:48:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pg8jtk/sglang_diffusion_cachedit_20165_faster_local/ | Expert-Pineapple-740 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg8jtk | false | null | t3_1pg8jtk | /r/LocalLLaMA/comments/1pg8jtk/sglang_diffusion_cachedit_20165_faster_local/ | false | false | self | 1 | null |
My little decentralized Locallama setup, 216gb VRAM | 1 | 2025-12-07T03:47:31 | Goldkoron | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pg8ix9 | false | null | t3_1pg8ix9 | /r/LocalLLaMA/comments/1pg8ix9/my_little_decentralized_locallama_setup_216gb_vram/ | false | false | default | 1 | {'images': [{'source': {'url': 'https://preview.redd.it/o1o7ekxycp5g1.jpeg?auto=webp&s=80255c4914662eb5c37e4376276484de9976ea50', 'width': 4000, 'height': 3000}, 'resolutions': [{'url': 'https://preview.redd.it/o1o7ekxycp5g1.jpeg?width=108&crop=smart&auto=webp&s=77b3157d4c9dfe817505dcf5e712959d97b1b303', 'width': 108, ... | ||
LYRN Updates | 1 | Its been a while since I posted about LYRN. I have taken some time off to reflect, rebrand, and come back a little cleaner. This is just more of a visual update and I haven't made the new code public yet as I am right in the middle of this.
I needed a new UI and backend to add the memory modules and I also wanted to ... | 2025-12-07T03:32:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pg88qx/lyrn_updates/ | PayBetter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg88qx | false | null | t3_1pg88qx | /r/LocalLLaMA/comments/1pg88qx/lyrn_updates/ | false | false | 1 | null | |
EvalCards: A Clear, Compact Format for AI Model Evaluation Reporting | 1 | EvalCards are concise, standardized evaluation disclosure documents designed to clearly report a model’s capability and safety evaluations.
They focus only on essential evaluation details like
* benchmarks used,
* metrics,
* prompting setups,
* modalities, and
* languages tested.
This type of compact reporting... | 2025-12-07T03:02:12 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pg7naj | false | null | t3_1pg7naj | /r/LocalLLaMA/comments/1pg7naj/evalcards_a_clear_compact_format_for_ai_model/ | false | false | default | 1 | {'images': [{'source': {'url': 'https://preview.redd.it/281ua2s85p5g1.jpeg?auto=webp&s=cb4f2079e3b271a75a273cbef687f5ddac07585d', 'width': 1504, 'height': 1450}, 'resolutions': [{'url': 'https://preview.redd.it/281ua2s85p5g1.jpeg?width=108&crop=smart&auto=webp&s=e037b87f28afb714bbbf6dea279626355d5f29ee', 'width': 108, ... | |
CPU recommendation | 1 | I have acquired a 5070 ti 16 gb and 64 gb 4 x 16 gb ddr4 ram. What CPU should I pair with these? I thought ryzen 7 7700 would be good enough but it is not compatible with ddr4 according to pc part picker.
Can you recommend me a motherboard and CPU? Open to intel and AMD. Or should I return the ddr4 Memory and bite th... | 2025-12-07T02:57:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pg7jnx/cpu_recommendation/ | urmajesticy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg7jnx | false | null | t3_1pg7jnx | /r/LocalLLaMA/comments/1pg7jnx/cpu_recommendation/ | false | false | self | 1 | null |
Zen CPU Performance Uplift (Epyc & Strix Halo) w/ ZenDNN Backend Integration for llama.cpp | 49 | Just happened to cross this and thought this seemed interesting. Here are some benchmarks:
**Test Configuration**
* **Hardware**: AMD EPYC 9004 Series (Zen 4)
* **Threads**: 96
* **Batch Size**: 4096
* **Tool**: llama-bench
* **llama.cpp version**: 7134
* **ZenDNN version**: 1.0.0
* **Environment**: `ZENDNNL_MATMUL_A... | 2025-12-07T02:50:50 | https://github.com/ggml-org/llama.cpp/discussions/17684 | Noble00_ | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pg7f00 | false | null | t3_1pg7f00 | /r/LocalLLaMA/comments/1pg7f00/zen_cpu_performance_uplift_epyc_strix_halo_w/ | false | false | default | 49 | {'enabled': False, 'images': [{'id': 'NDJTzKU3ltYG49f6LU-R2hFmqhxjjyJK3XNi_UF7GlA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/NDJTzKU3ltYG49f6LU-R2hFmqhxjjyJK3XNi_UF7GlA.png?width=108&crop=smart&auto=webp&s=e1c7d8b67a6ac95ef9182352e2445cfbf2d3dd4f', 'width': 108}, {'height': 108, 'url': 'h... |
Why local coding models are less popular than hosted coding models? | 58 | In theory, local coding models sound very good. You don't send your most valuable assets to another company, keep everything local and under control. However, the leading AI coding startups work with hosted models (correct me if I'm wrong). Why do you think it is so?
If you use one, please share your setup. Which mode... | 2025-12-07T02:39:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pg76jo/why_local_coding_models_are_less_popular_than/ | WasteTechnology | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg76jo | false | null | t3_1pg76jo | /r/LocalLLaMA/comments/1pg76jo/why_local_coding_models_are_less_popular_than/ | false | false | self | 58 | null |
I built a minimal Claude Code clone to understand how AI coding agents work under the hood | 25 | Hey everyone!
I've been fascinated by tools like [Claude Code](https://claude.ai/code) and [deepagents](https://github.com/langchain-ai/deepagents) lately. While using them, I kept wondering:
- What does the system prompt actually look like?
- How are tool schemas structured for the API?
- How does the message flow w... | 2025-12-07T02:07:09 | Money-Coast-3905 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pg6jp6 | false | null | t3_1pg6jp6 | /r/LocalLLaMA/comments/1pg6jp6/i_built_a_minimal_claude_code_clone_to_understand/ | false | false | default | 25 | {'enabled': True, 'images': [{'id': '7p800vqawo5g1', 'resolutions': [{'height': 69, 'url': 'https://preview.redd.it/7p800vqawo5g1.gif?width=108&crop=smart&format=png8&s=d8ceb9a4d2a2656e74b8e1b525ee5b06dd483cd1', 'width': 108}, {'height': 139, 'url': 'https://preview.redd.it/7p800vqawo5g1.gif?width=216&crop=smart&format... | |
Update on the fine-tuning tool | 0 | Update on the the [fine-tuning tool](https://www.commissioned.tech/) from this [post](https://www.reddit.com/r/LocalLLaMA/comments/1okjhts/made_a_simple_finetuning_tool/): it now supports Gemini 2.5. I also want to allow fine-tuning open-source models that you can then download to your computer. What open-source models... | 2025-12-07T01:52:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pg68tf/update_on_the_finetuning_tool/ | sirfitzwilliamdarcy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg68tf | false | null | t3_1pg68tf | /r/LocalLLaMA/comments/1pg68tf/update_on_the_finetuning_tool/ | false | false | self | 0 | null |
I outperformed BERT-Base on SNLI (96.19%) using a 52MB model trained entirely on my MacBook CPU. No Transformers, just Physics. | 0 | **TL;DR:** I built a hybrid neural–geometric architecture called **Livnium**. Instead of using Transformers, it treats logical inference as a physics simulation in vector space. It reaches **96.19% accuracy** on the SNLI Test set (vs BERT's \~91%), is **10x smaller** (52.3MB), and I trained it in **under 30 minutes** o... | 2025-12-07T01:49:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pg66qs/i_outperformed_bertbase_on_snli_9619_using_a_52mb/ | chetanxpatil | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg66qs | false | null | t3_1pg66qs | /r/LocalLLaMA/comments/1pg66qs/i_outperformed_bertbase_on_snli_9619_using_a_52mb/ | false | false | 0 | null | |
H200 at 1.13 dollars on vast.ai | 13 | Hi !
I just wanted to let you know that I listed my NVIDIA H200 gpu for 1.13 dollars on vast.ai !
| 2025-12-07T01:40:57 | https://www.reddit.com/gallery/1pg60ni | Monitor-Loud | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pg60ni | false | null | t3_1pg60ni | /r/LocalLLaMA/comments/1pg60ni/h200_at_113_dollars_on_vastai/ | false | false | 13 | null | |
I built a 1-click compute terminal. Cheaper than RunPod, no scrolling through lists. | 4 | Hi, I’m Evan. I’m an ex-SWE at Apple. I spend a lot of time renting GPUs for Llama-3/finetuning, and I got sick of scrolling through the lists on GPU rental websites trying to find cheap options that wouldn’t also take forever to work. I built NeocloudX ([neocloudx.com](http://neocloudx.com)), it’s a spot market with a... | 2025-12-07T01:34:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pg5w47/i_built_a_1click_compute_terminal_cheaper_than/ | nclxejt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg5w47 | false | null | t3_1pg5w47 | /r/LocalLLaMA/comments/1pg5w47/i_built_a_1click_compute_terminal_cheaper_than/ | false | false | self | 4 | null |
Issue with llama-server running gpt oss 120b on DDR5 64Gb PC with 2x3090 | 1 | [removed] | 2025-12-07T01:03:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pg59u6/issue_with_llamaserver_running_gpt_oss_120b_on/ | Ambitious_Bit2563 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg59u6 | false | null | t3_1pg59u6 | /r/LocalLLaMA/comments/1pg59u6/issue_with_llamaserver_running_gpt_oss_120b_on/ | false | false | self | 1 | null |
Need recommendations on training datasets | 7 | Hello. I've built a model that is based on the Mixture of a Million Experts paper and trained on tinystories.
The thing is that I'd like to test it against models of a similar size to see if the architecture is actually good and I need a good dataset to train it on. Preferably one that is small and in question-answer... | 2025-12-07T00:58:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pg56he/need_recommendations_on_training_datasets/ | Theotheraccounti_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg56he | false | null | t3_1pg56he | /r/LocalLLaMA/comments/1pg56he/need_recommendations_on_training_datasets/ | false | false | self | 7 | null |
Best launch settings for llama-server running gpt oss 120b on DDR5 64Gb PC with 2x3090 | 1 | [removed] | 2025-12-07T00:57:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pg55rs/best_launch_settings_for_llamaserver_running_gpt/ | Ambitious_Bit2563 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg55rs | false | null | t3_1pg55rs | /r/LocalLLaMA/comments/1pg55rs/best_launch_settings_for_llamaserver_running_gpt/ | false | false | self | 1 | null |
Best launch settings for llama-server running gpt oss 120b on DDR5 64Gb PC with 2x3090 | 1 | [removed] | 2025-12-07T00:56:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pg54gx/best_launch_settings_for_llamaserver_running_gpt/ | Ambitious_Bit2563 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg54gx | false | null | t3_1pg54gx | /r/LocalLLaMA/comments/1pg54gx/best_launch_settings_for_llamaserver_running_gpt/ | false | false | self | 1 | null |
Genuine question. | 1 | How many rules do you use when working with your LLM setups?
Just to clarify.
I’m not asking about prompts. I don’t really use prompts. Mine are usually a single sentence. I mean the rules you use to keep your system stable. | 2025-12-07T00:33:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pg4nbd/genuine_question/ | Giant_of_Lore | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg4nbd | false | null | t3_1pg4nbd | /r/LocalLLaMA/comments/1pg4nbd/genuine_question/ | false | false | self | 1 | null |
**Teacher Leo 2: 3 powerful techniques explained so simply even my grandpa gets it (copy-paste ready)** Chain-of-Thought, Role-Play & Few-Shot – from a German mechatronics engineer for everyone who hates jargon - just copy the whole block below and paste it into any AI chat | 1 | (For Claude: Simply act as Claude—treat this as a template for teaching topics.)
**YOUR MISSION AS TEACHER LEO:**
Your mission is to teach every person worldwide, regardless of age, education, or technical knowledge, three powerful prompting techniques:
**Chain-of-Thought, Role-Play... | 2025-12-06T23:39:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pg3h9z/teacher_leo_2_3_powerful_techniques_explained_so/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg3h9z | false | null | t3_1pg3h9z | /r/LocalLLaMA/comments/1pg3h9z/teacher_leo_2_3_powerful_techniques_explained_so/ | false | false | self | 1 | null |
LM Studio RAG | 1 | Does anyone have any beginner friendly guides on how to set up RAG on LM studio? I see it on the side on tools to turn on rag v1, but what RAG is this pulling from?
I would like to basically just make a folder on my desktop with papers and have my model use that for RAG within LM studio (instead of needing to download... | 2025-12-06T23:03:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pg2p3p/lm_studio_rag/ | sylntnyte | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg2p3p | false | null | t3_1pg2p3p | /r/LocalLLaMA/comments/1pg2p3p/lm_studio_rag/ | false | false | self | 1 | null |
What is the best AI to help me study | 1 | Hello, I'm new to running local AI modules, knew about it long ago but i never tried, so i'm kind of noob in this. so what is the best ai module for explaining math ,coding, physics.. i usually use chatgpt, and it's good but i need an offline access sometimes
my laptop specs: Rtx 2050, Ryzen 5 5500H, 16gb RAM
gbt re... | 2025-12-06T22:46:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pg2ax2/what_is_the_best_ai_to_help_me_study/ | kinzo-0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg2ax2 | false | null | t3_1pg2ax2 | /r/LocalLLaMA/comments/1pg2ax2/what_is_the_best_ai_to_help_me_study/ | false | false | self | 1 | null |
Home HW for Ollama to support consulting work - recommendations? | 1 | Lots of old HW recommendations, lots of expensive RAM and GPUs... Saw the NVIDIA DGX Spark hit the scene in October, but also all the hate for it saying '3090s are better' etc. I was hoping to get started with a \~2k setup, maybe 3k if I splurge for second GPU? training and running \~8-20B models i think? How is this? ... | 2025-12-06T22:24:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pg1tlg/home_hw_for_ollama_to_support_consulting_work/ | Kramilot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg1tlg | false | null | t3_1pg1tlg | /r/LocalLLaMA/comments/1pg1tlg/home_hw_for_ollama_to_support_consulting_work/ | false | false | self | 1 | null |
Minimax M2 | 1 | What does the community think of Minimax M2?
Benches surprisingly well and the Minimax team tend to be strong at RL.
Any experiences with this model? Any tips or preferred use-cases?
Particularly interested in STEM, coding and agentic but all use-cases welcome | 2025-12-06T22:22:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pg1rhf/minimax_m2/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg1rhf | false | null | t3_1pg1rhf | /r/LocalLLaMA/comments/1pg1rhf/minimax_m2/ | false | false | self | 1 | null |
M2 Max Max Studio 96gb ram 512gb ssd $1750 or M2 Ultra Mac Studio 64gb 1tb ssd $2000? | 1 | Which one is a better option for 70B+ models? Getting into Llms as a engineer. | 2025-12-06T21:54:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pg153p/m2_max_max_studio_96gb_ram_512gb_ssd_1750_or_m2/ | Smart_Frosting9846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg153p | false | null | t3_1pg153p | /r/LocalLLaMA/comments/1pg153p/m2_max_max_studio_96gb_ram_512gb_ssd_1750_or_m2/ | false | false | self | 1 | null |
Zebra-Llama: Towards Extremely Efficient Hybrid Models | 1 | https://arxiv.org/abs/2505.17272
HN Link: https://news.ycombinator.com/item?id=46176289
Thoughts? | 2025-12-06T21:40:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pg0tbe/zebrallama_towards_extremely_efficient_hybrid/ | divide0verfl0w | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg0tbe | false | null | t3_1pg0tbe | /r/LocalLLaMA/comments/1pg0tbe/zebrallama_towards_extremely_efficient_hybrid/ | false | false | self | 1 | null |
Built an offline voice-to-text tool for macOS using Parakeet | 1 | I’ve been tinkering on a little side project called **SilentKeys** and figured I’d share it here in case anyone finds it useful.
It’s basically **realtime offline dictation for macOS**. No cloud, no accounts, nothing sent anywhere, it just listens locally and types straight into whatever app you have open. I built ... | 2025-12-06T21:29:26 | https://github.com/gptguy/silentkeys | _gordonclark | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pg0jrn | false | null | t3_1pg0jrn | /r/LocalLLaMA/comments/1pg0jrn/built_an_offline_voicetotext_tool_for_macos_using/ | false | false | default | 1 | null |
A weird lesson I learned after running small LLM experiments for months | 1 | I kept upgrading models, GPUs and settings thinking the improvements would come from the tech itself. But none of the real breakthroughs came from bigger models. They came from understanding my own data way better than I expected to
The moment things changed was when I stopped treating the dataset like a static object... | 2025-12-06T21:26:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pg0hpw/a_weird_lesson_i_learned_after_running_small_llm/ | Mediocre_Common_4126 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg0hpw | false | null | t3_1pg0hpw | /r/LocalLLaMA/comments/1pg0hpw/a_weird_lesson_i_learned_after_running_small_llm/ | false | false | self | 1 | null |
How to Tune A RAG for Your Use Case [LanceDB × Kiln] | 1 | The teams at LanceDB and Kiln just teamed up to published a practical guide on building better RAG systems. We focus on how creating an eval lets you quickly iterate, finding the optimal RAG config for your use case in hours instead of weeks.
🔗 Full Post: [RAG Isn't One-Size-Fits-All: Here's How to Tune It for Your U... | 2025-12-06T21:10:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pg043n/how_to_tune_a_rag_for_your_use_case_lancedb_kiln/ | davernow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pg043n | false | null | t3_1pg043n | /r/LocalLLaMA/comments/1pg043n/how_to_tune_a_rag_for_your_use_case_lancedb_kiln/ | false | false | self | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/sagqOdD52lQ_VtcFJAuQeKl22il28o8tsZLiGpA7_1M.png?auto=webp&s=e6e0e4221483a62fbbc2620c0f8ecbbd891bab57', 'width': 1920, 'height': 1080}, 'resolutions': [{'url': 'https://external-preview.redd.it/sagqOdD52lQ_VtcFJAuQeKl22il28o8tsZLiGpA7_1M.png?width=108&crop... |
**Teacher Leo 2: 3 powerful techniques explained so simply even my grandpa gets it (copy-paste ready)** Chain-of-Thought, Role-Play & Few-Shot – from a German mechatronics engineer for everyone who hates jargon - just copy the whole block below and paste it into any AI chat. | 1 | (For Claude: Simply act as Claude—treat this as a template for teaching topics.)
**YOUR MISSION AS TEACHER LEO:**
Your mission is to teach every person worldwide, regardless of age, education, or technical knowledge, three powerful prompting techniques:
**Chain-of-Thought, Role-Play... | 2025-12-06T20:18:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pfyx94/teacher_leo_2_3_powerful_techniques_explained_so/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pfyx94 | false | null | t3_1pfyx94 | /r/LocalLLaMA/comments/1pfyx94/teacher_leo_2_3_powerful_techniques_explained_so/ | false | false | self | 1 | null |
Live Avatar: Streaming Real-time Audio-Driven Avatar Generation with Infinite Length | 1 | They just dropped a REALTIME, infinite length video generator.
Based on Wan, 20 fps, with dialogue
The code will be open source in early December.
[https://liveavatar.github.io/](https://liveavatar.github.io/) | 2025-12-06T20:12:22 | https://v.redd.it/zewd3onf5n5g1 | Educational-Pound269 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pfyrwm | false | {'reddit_video': {'bitrate_kbps': 800, 'fallback_url': 'https://v.redd.it/zewd3onf5n5g1/CMAF_360.mp4?source=fallback', 'has_audio': True, 'height': 360, 'width': 640, 'scrubber_media_url': 'https://v.redd.it/zewd3onf5n5g1/CMAF_96.mp4', 'dash_url': 'https://v.redd.it/zewd3onf5n5g1/DASHPlaylist.mpd?a=1767643954%2COTA3MWR... | t3_1pfyrwm | /r/LocalLLaMA/comments/1pfyrwm/live_avatar_streaming_realtime_audiodriven_avatar/ | false | false | 1 | {'images': [{'source': {'url': 'https://external-preview.redd.it/YjQybWV5bmY1bjVnMatgKKMAYanNbnGU9s9FiIXTW5q8AYgZBBw2qwcYT6Ul.png?format=pjpg&auto=webp&s=a575dac0f203e9c392512aefb7633f12ceab2dec', 'width': 640, 'height': 360}, 'resolutions': [{'url': 'https://external-preview.redd.it/YjQybWV5bmY1bjVnMatgKKMAYanNbnGU9s9... |
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