title stringlengths 1 300 | score int64 0 8.54k | selftext stringlengths 0 41.5k | created timestamp[ns]date 2023-04-01 04:30:41 2026-03-04 02:14:14 ⌀ | url stringlengths 0 878 | author stringlengths 3 20 | domain stringlengths 0 82 | edited timestamp[ns]date 1970-01-01 00:00:00 2026-02-19 14:51:53 | gilded int64 0 2 | gildings stringclasses 7
values | id stringlengths 7 7 | locked bool 2
classes | media stringlengths 646 1.8k ⌀ | name stringlengths 10 10 | permalink stringlengths 33 82 | spoiler bool 2
classes | stickied bool 2
classes | thumbnail stringlengths 4 213 ⌀ | ups int64 0 8.54k | preview stringlengths 301 5.01k ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
70B Fine-tuning on Consumer WAN: Swarm vs FSDP (Answering the architecture/cost questions from my deleted thread) | 1 | [removed] | 2025-12-29T18:49:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pyujwc/70b_finetuning_on_consumer_wan_swarm_vs_fsdp/ | Alone-Detective-3317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyujwc | false | null | t3_1pyujwc | /r/LocalLLaMA/comments/1pyujwc/70b_finetuning_on_consumer_wan_swarm_vs_fsdp/ | false | false | self | 1 | null |
Context engineering for production LLM systems (hands-on workshop) | 1 | A lot of production issues in LLM systems don’t come from prompts, but from context becoming hard to structure, explain, or control at scale, especially in agentic workflows.
Given how often this comes up, I wanted to share a live, hands-on workshop we’re running on **Context Engineering for Agentic AI** with **Denis ... | 2025-12-29T18:37:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pyu83m/context_engineering_for_production_llm_systems/ | kunal_packtpub | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyu83m | false | null | t3_1pyu83m | /r/LocalLLaMA/comments/1pyu83m/context_engineering_for_production_llm_systems/ | false | false | self | 1 | null |
I made an open-source LLM jailbreak resilience testing website | 1 | [removed] | 2025-12-29T18:13:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pytkuc/i_made_an_opensource_llm_jailbreak_resilience/ | DingyAtoll | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pytkuc | false | null | t3_1pytkuc | /r/LocalLLaMA/comments/1pytkuc/i_made_an_opensource_llm_jailbreak_resilience/ | false | false | 1 | null | |
What happened to glhf.chat? | 1 | [removed] | 2025-12-29T18:03:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pyta07/what_happened_to_glhfchat/ | North-Active-3150 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyta07 | false | null | t3_1pyta07 | /r/LocalLLaMA/comments/1pyta07/what_happened_to_glhfchat/ | false | false | self | 1 | null |
What's the best LLM for 96gb VRAM with vision | 6 | I've mostly been into the stable diffusion space, but I've been enjoying playing around with LLMs more often. I have access to an RTX Pro 6000 Blackwell and a Macbook Pro M4 Pro 24gb. I'm currently downloading Minimax m2.1 at IQ3\_XXS for my 6000 Pro, but I want other options with vision. | 2025-12-29T17:39:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pysmcf/whats_the_best_llm_for_96gb_vram_with_vision/ | LiteratureAcademic34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pysmcf | false | null | t3_1pysmcf | /r/LocalLLaMA/comments/1pysmcf/whats_the_best_llm_for_96gb_vram_with_vision/ | false | false | self | 6 | null |
Why I Ditched Serverless Neptune/OpenSearch for Dockerized Neo4j/pgvector on EC2 (60% Cost Cut) | 0 | I’ve been running the RAG backend for DevMate for about 3 months, and the AWS "Serverless Tax" finally hit the breaking point. Neptune and OpenSearch were costing me roughly $500/mo just to keep the lights on with minimal traffic.
I decided to migrate the entire GraphRAG stack to a single Dockerized EC2 instance using... | 2025-12-29T17:21:53 | https://rampakanayev.com/blog/neo4j-vs-pgvector-graphrag | No-Conversation-8984 | rampakanayev.com | 1970-01-01T00:00:00 | 0 | {} | 1pys56x | false | null | t3_1pys56x | /r/LocalLLaMA/comments/1pys56x/why_i_ditched_serverless_neptuneopensearch_for/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'ihV3ADvN7fUOajXjrsgDvQE7NxK7M55DxSyb5XzXzXA', 'resolutions': [{'height': 138, 'url': 'https://external-preview.redd.it/ihV3ADvN7fUOajXjrsgDvQE7NxK7M55DxSyb5XzXzXA.jpeg?width=108&crop=smart&auto=webp&s=f60177620888217ae49737078310908aa80cf78f', 'width': 108}, {'height': 276, 'url': ... |
60% AWS Cost Reduction: Why I Ditched Serverless Neptune for Dockerized Neo4j/pgvector | 1 | After 3 months of getting crushed by $500/mo AWS Neptune bills for my DevMate RAG backend, I made the jump to self-hosting. I moved to a Dockerized Neo4j and pgvector stack on a single EC2 instance.
> | 2025-12-29T17:17:00 | https://rampakanayev.com/blog/neo4j-vs-pgvector-graphrag | No-Conversation-8984 | rampakanayev.com | 1970-01-01T00:00:00 | 0 | {} | 1pys0g2 | false | null | t3_1pys0g2 | /r/LocalLLaMA/comments/1pys0g2/60_aws_cost_reduction_why_i_ditched_serverless/ | false | false | default | 1 | null |
Resources Title: 60% Cost Reduction: Why I Ditched Serverless Neptune for Dockerized Neo4j/pgvector on EC2 | 1 | 2025-12-29T17:15:53 | https://rampakanayev.com/blog/neo4j-vs-pgvector-graphrag | No-Conversation-8984 | rampakanayev.com | 1970-01-01T00:00:00 | 0 | {} | 1pyrzcj | false | null | t3_1pyrzcj | /r/LocalLLaMA/comments/1pyrzcj/resources_title_60_cost_reduction_why_i_ditched/ | false | false | default | 1 | null | |
I Finished a Fully Local Agentic RAG Tutorial | 93 | Hi,
I’ve just finished a **complete Agentic RAG tutorial + repository** that shows how to build a fully local, end-to-end system.
No APIs, no cloud, no hidden costs.
---
### 💡 What’s inside
The tutorial covers the full pipeline, including the parts most examples skip:
- PDF → Markdown ingestion
- Hierarchical c... | 2025-12-29T17:03:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pyrn9v/i_finished_a_fully_local_agentic_rag_tutorial/ | CapitalShake3085 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyrn9v | false | null | t3_1pyrn9v | /r/LocalLLaMA/comments/1pyrn9v/i_finished_a_fully_local_agentic_rag_tutorial/ | false | false | self | 93 | {'enabled': False, 'images': [{'id': '6eswuBycSZuv-52wMuh9RrEBwf_Kc3CrESRlX1QF8WU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6eswuBycSZuv-52wMuh9RrEBwf_Kc3CrESRlX1QF8WU.png?width=108&crop=smart&auto=webp&s=3830c381b96af366464c6dcda39fb3bf736324f1', 'width': 108}, {'height': 108, 'url': 'h... |
Benchmarks for Quantized Models? (for users locally running Q8/Q6/Q2 precision) | 59 | Hi All,
Many of us use the quantized Q8/Q6/Q2 model instead of fp16 for obvious reasons. Is there a collection of benchmarks which show SWE, HLE etc on Q8/Q6/Q2 quantized models? | 2025-12-29T17:00:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pyrjke/benchmarks_for_quantized_models_for_users_locally/ | No-Grapefruit-1358 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyrjke | false | null | t3_1pyrjke | /r/LocalLLaMA/comments/1pyrjke/benchmarks_for_quantized_models_for_users_locally/ | false | false | self | 59 | null |
AMD Max+ 395 runs MiniMax-M2.1-UD-Q3_K_XL to generate Tetris/Snake games | 0 | [【Max+395设置120G显存运行MiniMax-M2.1生成电脑游戏】 https://www.bilibili.com/video/BV1kavxBFEPK/?share\_source=copy\_web&vd\_source=ad104f2f7ca4ece16ed05ee90c99142d](https://www.bilibili.com/video/BV1kavxBFEPK/?share_source=copy_web&vd_source=ad104f2f7ca4ece16ed05ee90c99142d) | 2025-12-29T16:43:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pyr425/amd_max_395_runs_minimaxm21udq3_k_xl_to_generate/ | Deep-Jellyfish6717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyr425 | false | null | t3_1pyr425 | /r/LocalLLaMA/comments/1pyr425/amd_max_395_runs_minimaxm21udq3_k_xl_to_generate/ | false | false | self | 0 | null |
Best model to create illustrated storybook videos | 2 | Hey all.
Appologies for my beginner question. I'm looking for advice on creating videos with the following style:
https://preview.redd.it/hcet5mlj66ag1.png?width=1980&format=png&auto=webp&s=da9380d5a3a5a4aaf83b5a4717aac4d2b35a7555
[](https://preview.redd.it/need-help-creating-illustrated-storybook-videos-v0-nta2731y... | 2025-12-29T16:28:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pyqpf7/best_model_to_create_illustrated_storybook_videos/ | TheWalkingFridge | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyqpf7 | false | null | t3_1pyqpf7 | /r/LocalLLaMA/comments/1pyqpf7/best_model_to_create_illustrated_storybook_videos/ | false | false | 2 | null | |
Llama 3.2 3B fMRI (updated findings) | 7 | I’m building a local interpretability tool that lets me visualize hidden-state activity and **intervene on individual hidden dimensions during inference** (via forward hooks). While scanning attn\_out, I identified a persistent hidden dimension (dim 3039) that appeared repeatedly across prompts. I'll spare you all the ... | 2025-12-29T16:19:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pyqgi5/llama_32_3b_fmri_updated_findings/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyqgi5 | false | null | t3_1pyqgi5 | /r/LocalLLaMA/comments/1pyqgi5/llama_32_3b_fmri_updated_findings/ | false | false | self | 7 | null |
Help me build a system around my gpu | 1 | Hi all,
I recently managed to grab an MSI Gaming X Trio 3090 off marketplace. What is the best way of using this gpu? It to get a used workstation or build from scratch, like open-air?
Most of my budget when on purchasing the gpu. Is it possible to build a system with 300-350 dollars with decent cpu, memory, and pow... | 2025-12-29T16:12:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pyq9zt/help_me_build_a_system_around_my_gpu/ | amdjml | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyq9zt | false | null | t3_1pyq9zt | /r/LocalLLaMA/comments/1pyq9zt/help_me_build_a_system_around_my_gpu/ | false | false | self | 1 | null |
Are there any jailbroken LLMs for electromagnetics ? | 0 | I've been learning a lot from ChatGPT last year. I learned how to build transformers, even how to put coils in resonance.
One day we touched the subject of magnetic flux and I've lightly touched the subject of how to reduce the opposition to the primary flux and it started to BS me about "secondary flux carrying info... | 2025-12-29T16:12:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pyq9s1/are_there_any_jailbroken_llms_for_electromagnetics/ | BogdySolo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyq9s1 | false | null | t3_1pyq9s1 | /r/LocalLLaMA/comments/1pyq9s1/are_there_any_jailbroken_llms_for_electromagnetics/ | false | false | self | 0 | null |
This repo uses a lot of tokens : "coding factory" ? | 0 | Hi.
Today I was checking the application that use OpenRouter the most. It turned that one GitHub repor - [Dpt. 1127](https://github.com/Dpt-1127) \- itself is using a huge amount of tokens, ranking #7.
If I understand correctly it's using only [MiMo-V2-Flash (free)](https://openrouter.ai/xiaomi/mimo-v2-flash).
... | 2025-12-29T15:57:53 | IzzyHibbert | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pypw32 | false | null | t3_1pypw32 | /r/LocalLLaMA/comments/1pypw32/this_repo_uses_a_lot_of_tokens_coding_factory/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'cw7i4of106ag1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/cw7i4of106ag1.png?width=108&crop=smart&auto=webp&s=acd1b63f66b8806f765468a8c7b8511dc1d049a2', 'width': 108}, {'height': 145, 'url': 'https://preview.redd.it/cw7i4of106ag1.png?width=216&crop=smart&auto=web... | |
(discussion) how to write better promts??? | 0 | like dont be very friendly keep it short and only talk about topic? | 2025-12-29T15:35:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pypb6u/discussion_how_to_write_better_promts/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pypb6u | false | null | t3_1pypb6u | /r/LocalLLaMA/comments/1pypb6u/discussion_how_to_write_better_promts/ | false | false | self | 0 | null |
Built an MCP server for semantic doc search - looking for early testers | 0 | Hey folks,
Been lurking here for a while and figured this crowd would have solid feedback on something I've been building.
**What it is:** A service that turns any documentation site into an MCP-compatible semantic search endpoint. You point it at a sitemap, it crawls + chunks + embeds everything, and exposes it via ... | 2025-12-29T15:33:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pyp9rh/built_an_mcp_server_for_semantic_doc_search/ | vildanbina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyp9rh | false | null | t3_1pyp9rh | /r/LocalLLaMA/comments/1pyp9rh/built_an_mcp_server_for_semantic_doc_search/ | false | false | self | 0 | null |
Best ASR Model Right Now for English? | 3 | Hey y'all, looking for a solid open source/open weight ASR model to use. I've done some digging and places like [Hugging Face ASR Leaderboard](https://huggingface.co/spaces/hf-audio/open_asr_leaderboard) says some Nvidia models (Parakeet, Canary) lead, but I've also heard that their WER metric is very misleading/doesn'... | 2025-12-29T15:32:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pyp88k/best_asr_model_right_now_for_english/ | ArcticTechnician | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyp88k | false | null | t3_1pyp88k | /r/LocalLLaMA/comments/1pyp88k/best_asr_model_right_now_for_english/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'j_zJp9sRPDfV-cY1nRpnFdGmJxzKXJCl8kJlo-cL61A', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/j_zJp9sRPDfV-cY1nRpnFdGmJxzKXJCl8kJlo-cL61A.png?width=108&crop=smart&auto=webp&s=8e7b3ca3434ee071ef54d6732c5c74bfa108f1d0', 'width': 108}, {'height': 116, 'url': 'h... |
Gemma 27B + AMD 7900 XTX + Vulkan = My local AI companion with persistent memory & web access | 0 | # Gemma 27B + AMD 7900 XTX + Vulkan = My local AI companion with persistent memory & web access
Hey ,
Wanted to share my setup running
**Gemma-3-27B-IT (abliterated, Q4_K_M)**
as the brain for a persistent AI companion called Lyra. She's been running for months now with 6,500+ ... | 2025-12-29T15:22:55 | Lyralex_84 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyozm4 | false | null | t3_1pyozm4 | /r/LocalLLaMA/comments/1pyozm4/gemma_27b_amd_7900_xtx_vulkan_my_local_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '988jravmu5ag1', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/988jravmu5ag1.png?width=108&crop=smart&auto=webp&s=adb44fd82e5e6569789ccc1d1d56ee8e219feb06', 'width': 108}, {'height': 143, 'url': 'https://preview.redd.it/988jravmu5ag1.png?width=216&crop=smart&auto=web... | |
GLM-4.7 Feels Lazy at Launch. Anyone Else Noticing This Pattern with Zhipu AI Models? | 0 | Has anyone else noticed that new releases from Zhipu AI's GLM series tend to be a bit sluggish and underperform at launch? I've experienced this consistently with each update.For instance, today I got into a bit of a "debate" with GLM-4.7 over the current date.
It stubbornly insisted we were still in May 2024, while ... | 2025-12-29T15:22:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pyoz72/glm47_feels_lazy_at_launch_anyone_else_noticing/ | AlexHardy08 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyoz72 | false | null | t3_1pyoz72 | /r/LocalLLaMA/comments/1pyoz72/glm47_feels_lazy_at_launch_anyone_else_noticing/ | false | false | self | 0 | null |
AI Trainer kicks himself while training AI | 126 | How metaphorical… | 2025-12-29T15:00:10 | https://v.redd.it/fnx2uj4wq5ag1 | PixarX | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyoera | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/fnx2uj4wq5ag1/DASHPlaylist.mpd?a=1769612428%2CYWI4NjI3OTUzNTk1YmU5MDYyZGUxZTU3ZmE0ZDBlYWEyM2FhODc0MmFjMTVlZGY2ZjgzZmIxZjlmZDZmZmI0MA%3D%3D&v=1&f=sd', 'duration': 4, 'fallback_url': 'https://v.redd.it/fnx2uj4wq5ag1/CMAF_720.mp4?source=fallback', 'has... | t3_1pyoera | /r/LocalLLaMA/comments/1pyoera/ai_trainer_kicks_himself_while_training_ai/ | false | false | 126 | {'enabled': False, 'images': [{'id': 'cXNpMTJvMXdxNWFnMbQaeNfdZYXrF4aqYoCV_cBzkmCbNa9NGlLu-Zez7C6L', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/cXNpMTJvMXdxNWFnMbQaeNfdZYXrF4aqYoCV_cBzkmCbNa9NGlLu-Zez7C6L.png?width=108&crop=smart&format=pjpg&auto=webp&s=54defc2862302ac6b59a3c6446266646a5eda... | |
SA-RAG: Using spreading activation to improve multi-hop retrieval in RAG systems | 6 | I came across an interesting paper proposing **SA-RAG**, which applies *spreading activation* (from cognitive psychology) to GraphRAG-style retrieval.
Instead of relying on iterative LLM-guided query rewriting, activation propagates automatically through a knowledge graph starting from query-matched entities. This hel... | 2025-12-29T14:53:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pyo8ry/sarag_using_spreading_activation_to_improve/ | JudgmentPale458 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyo8ry | false | null | t3_1pyo8ry | /r/LocalLLaMA/comments/1pyo8ry/sarag_using_spreading_activation_to_improve/ | false | false | self | 6 | null |
Exploring synthetic identity as architecture rather than prompts | 0 | I’ve been working on an open-source framework that treats *synthetic writing identity* as an architectural problem rather than a prompting problem.
The basic idea is to externalize identity into structure instead of relying on prompt phrasing or model memory.
The framework defines identity through:
* explicit constr... | 2025-12-29T14:38:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pynvmu/exploring_synthetic_identity_as_architecture/ | No_Strain_2140 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pynvmu | false | null | t3_1pynvmu | /r/LocalLLaMA/comments/1pynvmu/exploring_synthetic_identity_as_architecture/ | false | false | self | 0 | null |
BULaMU-Dream: The First Text-to-Image Model
Trained from Scratch for an African Language | 56 | Hi everybody! I hope all is well. I just wanted to share a project that I have been working on for the last several months called BULaMU-Dream. It is the first text to image model in the world that has been trained from scratch to respond to prompts in an African Language (Luganda). The details of how I trained it are ... | 2025-12-29T14:36:30 | https://v.redd.it/ty3cvnfkm5ag1 | AgencyInside407 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyntxz | false | {'reddit_video': {'bitrate_kbps': 800, 'dash_url': 'https://v.redd.it/ty3cvnfkm5ag1/DASHPlaylist.mpd?a=1769611007%2CYWI0OGQ2ODczYjI3ZDg4ZjM0MGEzOWVjYWE5YjQ0ZjRmNjRlNjU4ODQ1YWE4N2NmY2U2MTJlOWI1YTlkOTZhMg%3D%3D&v=1&f=sd', 'duration': 92, 'fallback_url': 'https://v.redd.it/ty3cvnfkm5ag1/CMAF_360.mp4?source=fallback', 'has... | t3_1pyntxz | /r/LocalLLaMA/comments/1pyntxz/bulamudream_the_first_texttoimage_model_trained/ | false | false | 56 | {'enabled': False, 'images': [{'id': 'dWN4dmJ1ZmttNWFnMY4GET1d7wPCVUTfL2kwUQvVU9zlAAxjJ2PRs52epB4h', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/dWN4dmJ1ZmttNWFnMY4GET1d7wPCVUTfL2kwUQvVU9zlAAxjJ2PRs52epB4h.png?width=108&crop=smart&format=pjpg&auto=webp&s=1bdf68ff565e19aa229fc826c241fb8fca84d... | |
Kimi k2 thinking vs glm 4.7 | 26 | Guys for agentic coding using opencode , which ai model is better? - Kimi k2 thinking or glm 4.7? Its mainly python coding. | 2025-12-29T14:05:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pyn4ny/kimi_k2_thinking_vs_glm_47/ | Worried_Goat_8604 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyn4ny | false | null | t3_1pyn4ny | /r/LocalLLaMA/comments/1pyn4ny/kimi_k2_thinking_vs_glm_47/ | false | false | self | 26 | null |
I built a runtime governance layer for LLMs. Can you break it? | 0 | Hello guys and gals, happy holidays to you all!
I’ve spent the last year building Safi, an open-source cognitive architecture that wraps around AI models (Llama, GPT, Claude, you name it.) to enforce alignment with human values.
SAFi is a "System 2" architecture inspired by classical philosophy. It separates the ge... | 2025-12-29T13:49:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pymrf8/i_built_a_runtime_governance_layer_for_llms_can/ | forevergeeks | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pymrf8 | false | null | t3_1pymrf8 | /r/LocalLLaMA/comments/1pymrf8/i_built_a_runtime_governance_layer_for_llms_can/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'XQocDqfEbUSOSkRheCoDfhbaaBYIGFY_RG1WqfXIL0Y', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/XQocDqfEbUSOSkRheCoDfhbaaBYIGFY_RG1WqfXIL0Y.png?width=108&crop=smart&auto=webp&s=d11f379b6e417229a5b355bbd88dfea9dc7b5d3c', 'width': 108}, {'height': 108, 'url': 'h... |
[Vast.ai Listing] 9800X3D + RTX 4080 (16GB) – Finally, a Host for Fast Prompt Processing & Inference | 1 | [removed] | 2025-12-29T13:42:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pymlty/vastai_listing_9800x3d_rtx_4080_16gb_finally_a/ | ResponsibleMountain5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pymlty | false | null | t3_1pymlty | /r/LocalLLaMA/comments/1pymlty/vastai_listing_9800x3d_rtx_4080_16gb_finally_a/ | false | false | self | 1 | null |
[Dev Discussion] What is biggest bottleneck in your data pipeline? I want to build something that YOU actually need. | 0 | Hi r/LocalLLaMA,
We have tons of good tools for Vector DBs, Reranking, Quantization etc. But the pre-ingestion phase (cleaning, deduping, parsing) still feels like it lacks solid solutions from my POV.
I recently developed **EntropyGuard** cause I got tired of writing custom scripts just to get OOMed. It’s a local-fi... | 2025-12-29T13:40:48 | Low-Flow-6572 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pymkeg | false | null | t3_1pymkeg | /r/LocalLLaMA/comments/1pymkeg/dev_discussion_what_is_biggest_bottleneck_in_your/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '35zztk2sr4ag1', 'resolutions': [{'height': 122, 'url': 'https://preview.redd.it/35zztk2sr4ag1.png?width=108&crop=smart&auto=webp&s=dd8e62339931e64b8f9cb2a2aa9297354b96439a', 'width': 108}, {'height': 244, 'url': 'https://preview.redd.it/35zztk2sr4ag1.png?width=216&crop=smart&auto=we... | |
I was training an AI model and... | 137 | 2025-12-29T13:12:46 | bapuc | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pylyen | false | null | t3_1pylyen | /r/LocalLLaMA/comments/1pylyen/i_was_training_an_ai_model_and/ | false | false | default | 137 | {'enabled': True, 'images': [{'id': '06e4wmao75ag1', 'resolutions': [{'height': 12, 'url': 'https://preview.redd.it/06e4wmao75ag1.png?width=108&crop=smart&auto=webp&s=0dd75206fe16cbfbf6411d7f64d9d95103da60d3', 'width': 108}, {'height': 25, 'url': 'https://preview.redd.it/06e4wmao75ag1.png?width=216&crop=smart&auto=webp... | ||
What tool/SaaS do you use to maintain your internal documentation? | 0 | For things like:
1. API Collection
2. API Docs
3. Internal information of system design
etc... | 2025-12-29T13:11:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pylxpr/what_toolsaas_do_you_use_to_maintain_your/ | Hari-Prasad-12 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pylxpr | false | null | t3_1pylxpr | /r/LocalLLaMA/comments/1pylxpr/what_toolsaas_do_you_use_to_maintain_your/ | false | false | self | 0 | null |
New Llama.cpp Front-End (Intelligent Low VRAM Context Management) | 0 | Ready-to-run, just drop in your .gguf models and go! Try it out -https://github.com/F0R3V3R50F7/openOrchestrate | 2025-12-29T13:11:35 | https://www.reddit.com/gallery/1pylxj4 | F0R3V3R50F7 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pylxj4 | false | null | t3_1pylxj4 | /r/LocalLLaMA/comments/1pylxj4/new_llamacpp_frontend_intelligent_low_vram/ | false | false | 0 | null | |
aichat: Claude-Code/Codex-CLI tool for fast full-text session search, and continue work without compaction | 7 | [Using the \>resume trigger from a Claude Code session](https://reddit.com/link/1pylwsa/video/0kqoau6955ag1/player)
[aichat search TUI for fast Rust\/Tantivy full-text session of sessions](https://reddit.com/link/1pylwsa/video/zzyrxor275ag1/player)
In the [claude-code-tools](https://github.com/pchalasani/claude... | 2025-12-29T13:10:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pylwsa/aichat_claudecodecodexcli_tool_for_fast_fulltext/ | SatoshiNotMe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pylwsa | false | null | t3_1pylwsa | /r/LocalLLaMA/comments/1pylwsa/aichat_claudecodecodexcli_tool_for_fast_fulltext/ | false | false | self | 7 | null |
Fine-tuning a Small LM for browser control with GRPO and OpenEnv | 10 | Today I want to share with you the write-up of a live 60-minute session I hosted on the[ Liquid AI Discord Community](https://discord.gg/tVvcxtkkhv).
The topic? How to teach Language Models to navigate websites and complete tasks using Reinforcement Learning.
We’re talking about building browser agents that can click... | 2025-12-29T13:07:04 | https://paulabartabajo.substack.com/p/fine-tuning-lfm2-350m-for-browser | PauLabartaBajo | paulabartabajo.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1pylu7n | false | null | t3_1pylu7n | /r/LocalLLaMA/comments/1pylu7n/finetuning_a_small_lm_for_browser_control_with/ | false | false | default | 10 | {'enabled': False, 'images': [{'id': 'uTkHDDGDMOR6Vy-vy4ASQJNPUnxM33lqhu9afcVyTD8', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/uTkHDDGDMOR6Vy-vy4ASQJNPUnxM33lqhu9afcVyTD8.jpeg?width=108&crop=smart&auto=webp&s=45031b89c444291ef4ff8311f483c77009e13b02', 'width': 108}, {'height': 121, 'url': '... |
Single RTX PRO 6000 - Minimax M2.1 (IQ2_M) speed | 39 | Been asked so often, "what's the speed?". It depends.
I run the model using `llama-server -m ~/models/unsloth/MiniMax-M2.1-GGUF/UD-IQ2_M/MiniMax-M2.1-UD-IQ2_M-00001-of-00002.gguf --jinja -ngl 99 -t 80 -c 160000 -fa 1 -ctv q8_0 -ctk q8_0 --host 0.0.0.0 --port 8080 -cram -1 --log-file ~/m2.1.log`
KV quantized to Q8
160... | 2025-12-29T13:05:12 | johannes_bertens | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pylstj | false | null | t3_1pylstj | /r/LocalLLaMA/comments/1pylstj/single_rtx_pro_6000_minimax_m21_iq2_m_speed/ | false | false | default | 39 | {'enabled': True, 'images': [{'id': 'n0sxcy3q55ag1', 'resolutions': [{'height': 89, 'url': 'https://preview.redd.it/n0sxcy3q55ag1.png?width=108&crop=smart&auto=webp&s=1ab8d3f9dd457d711c923a4325abb8e10cb5d4fd', 'width': 108}, {'height': 179, 'url': 'https://preview.redd.it/n0sxcy3q55ag1.png?width=216&crop=smart&auto=web... | |
Newbie | 0 | I’m new to Ollama. I have it running on a cloud server.
If I ssh into one of my models I can send request and get responses find. Everything appears to be working.
My challenge now is to connect it to my ai agents. I need interaction without ssh.
How do I get an api or what are my next steps? | 2025-12-29T12:58:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pylnsa/newbie/ | TroyB346 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pylnsa | false | null | t3_1pylnsa | /r/LocalLLaMA/comments/1pylnsa/newbie/ | false | false | self | 0 | null |
I built Privemail a local-first email client that uses Ollama models to draft replies (No cloud AI) | 0 | I built a local-first email client that uses YOUR Ollama models to draft replies (No cloud AI)
I got tired of "private" email assistants that just wrap the OpenAI API and send my data to the cloud. I wanted something that runs 100% offline using the models I already have in Ollama.
So I built Privemail.
It’s a... | 2025-12-29T12:45:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pylen6/i_built_privemail_a_localfirst_email_client_that/ | safhac | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pylen6 | false | null | t3_1pylen6 | /r/LocalLLaMA/comments/1pylen6/i_built_privemail_a_localfirst_email_client_that/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Z-UEQvUe3Bckugh81IxEPcdQgf7U99VurFwYuTMz9TY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Z-UEQvUe3Bckugh81IxEPcdQgf7U99VurFwYuTMz9TY.png?width=108&crop=smart&auto=webp&s=276c5ef6333df4d31a157be783e32b512b8b8566', 'width': 108}, {'height': 108, 'url': 'h... |
Challenge: Help me benchmark my private AI model against SOTA (GPT-4/Claude 3.5). I'll run your prompts. | 1 | [removed] | 2025-12-29T12:42:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pylce5/challenge_help_me_benchmark_my_private_ai_model/ | Zealousideal_Fee7987 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pylce5 | false | null | t3_1pylce5 | /r/LocalLLaMA/comments/1pylce5/challenge_help_me_benchmark_my_private_ai_model/ | false | false | self | 1 | null |
Model for scientific research? | 0 | Hi, is there a model that has been specifically trained for scientific research? Like training it with all the papers ever produced and not much more. This would be quite unique I think. No need for any tuning for unsociable behavior and similar, pure unobstructed science. I'd happily pay for it, anyone I could givey m... | 2025-12-29T12:39:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pyl9yk/model_for_scientific_research/ | pythosynthesis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyl9yk | false | null | t3_1pyl9yk | /r/LocalLLaMA/comments/1pyl9yk/model_for_scientific_research/ | false | false | self | 0 | null |
I just wanted to build ai to do specific tasks small tasks concerning small hardware usag and connecting to internet. | 1 | What do you recommend me to do or learn and what other alternatives to api and mcp cause I want it to use my own internet on my local machine | 2025-12-29T12:31:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pyl4kn/i_just_wanted_to_build_ai_to_do_specific_tasks/ | Expert-Bookkeeper815 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyl4kn | false | null | t3_1pyl4kn | /r/LocalLLaMA/comments/1pyl4kn/i_just_wanted_to_build_ai_to_do_specific_tasks/ | false | false | self | 1 | null |
Looking back at end of 2024 vs now | 43 | I’ve been rebuilding a few agent systems recently, and I kept having this vague feeling that everything already feels outdated, even compared to the middle of this year.
**Models**
GPT-4o → o3 → GPT-5.2
Claude 3.5 → Claude 3.7 → Claude 4.5
Gemini 1.5 → Gemini 2.5 → Gemini 3
DeepSeek v2 → DeepSeek R1 → DeepSeek... | 2025-12-29T12:02:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pykkqx/looking_back_at_end_of_2024_vs_now/ | Main-Fisherman-2075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pykkqx | false | null | t3_1pykkqx | /r/LocalLLaMA/comments/1pykkqx/looking_back_at_end_of_2024_vs_now/ | false | false | self | 43 | null |
[Project] I built a "Virtual VRAM" swarm to fine-tune 70B models on consumer GPUs (No OOM + Privacy) | 0 | Hi everyone,
Like many of you, I hit the **"VRAM Wall"** trying to fine-tune a 70B model. My RTX 4090 (24GB) wasn't enough, and paying for H100s on AWS (plus the DevOps headache) was killing my runway.
I realized we don't have a compute problem, we have a memory aggregation problem.
So, I built **ZAGORA**. It's an o... | 2025-12-29T11:38:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pyk5qh/project_i_built_a_virtual_vram_swarm_to_finetune/ | Alone-Detective-3317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyk5qh | false | null | t3_1pyk5qh | /r/LocalLLaMA/comments/1pyk5qh/project_i_built_a_virtual_vram_swarm_to_finetune/ | false | false | self | 0 | null |
Help me build a (reasonable) 4GPU low-cost LLM machine, is ASUS WS X299 PRO/SE still good? | 10 | So I kind of exhausted what could be done with my fast. but VRAM poor, 4090 OC edition, so I was dreaming of designing an openframe 4 GPU machine that can drive with acceptable speed 4 GPUs.
My preliminary research found rather acceptable priced WS X299 PRO/SE workstation motherboards that paired with an 48-Lane CPU m... | 2025-12-29T11:35:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pyk3jg/help_me_build_a_reasonable_4gpu_lowcost_llm/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyk3jg | false | null | t3_1pyk3jg | /r/LocalLLaMA/comments/1pyk3jg/help_me_build_a_reasonable_4gpu_lowcost_llm/ | false | false | self | 10 | null |
Unable to passtrough Nvidia RTX Pro to Ubuntu proxmox VM | 1 | Hi,
Had 5090 passed trough to Ubuntu 24.04 VM in proxmox and it worked.
Then switched the card to RTX Pro 5000 and the Ubuntu 24.04 VM wont boot, the memory consumption goes always 100%. But the card works on another VM which has Debian. Uninstalled the drivers in ubuntu but does not help. Is this known issue with ... | 2025-12-29T11:18:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pyjt0u/unable_to_passtrough_nvidia_rtx_pro_to_ubuntu/ | Frosty_Chest8025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyjt0u | false | null | t3_1pyjt0u | /r/LocalLLaMA/comments/1pyjt0u/unable_to_passtrough_nvidia_rtx_pro_to_ubuntu/ | false | false | self | 1 | null |
LM Studio alternative for images / Videos / Audio ? | 23 | With LM Studio (and others alike) it is super easy to run LLMs locally. Ist there anything as easy to create pictures, videos and audios locally using open models?
I tried ComfyUI but didn't find it as easy. With LM Studio I can search for models, see if they will run fast/good with my specs (M3 Pro, 36GB Unified) bef... | 2025-12-29T11:11:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pyjohv/lm_studio_alternative_for_images_videos_audio/ | mouseofcatofschrodi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyjohv | false | null | t3_1pyjohv | /r/LocalLLaMA/comments/1pyjohv/lm_studio_alternative_for_images_videos_audio/ | false | false | self | 23 | null |
Project Share : I’m a Pharmacy student obsessed with LLMs. I treated "Hallucinations" like a disease and wrote a Python wrapper to cure them. | 0 | Hey everyone,
A bit of a weird background here: **I am a pharmacy student by day, and a coder by night.**
In my studies, precision is everything. A wrong dosage or a chemical interaction can be fatal. When I started building apps with LLMs (GPT-4, Llama 3), the "hallucinations" drove me crazy. To me, they looked like... | 2025-12-29T11:07:46 | AfterPromise8752 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyjmht | false | null | t3_1pyjmht | /r/LocalLLaMA/comments/1pyjmht/project_share_im_a_pharmacy_student_obsessed_with/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'BJjC9pFWNxtJca06pse7KxL4YYNOtwIfLXQ1AavBmrg', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/zjew9iqvk4ag1.png?width=108&crop=smart&auto=webp&s=1e9c3f61aca8f218709260b57a091cc3f10a21e9', 'width': 108}, {'height': 115, 'url': 'https://preview.redd.it/zjew9iqvk4ag1.png... | ||
Naver (South Korean internet giant), has just launched HyperCLOVA X SEED Think, a 32B open weights reasoning model and HyperCLOVA X SEED 8B Omni, a unified multimodal model that brings text, vision, and speech together | 158 | HyperCLOVA X SEED 32B Think: [https://huggingface.co/naver-hyperclovax/HyperCLOVAX-SEED-Think-32B](https://huggingface.co/naver-hyperclovax/HyperCLOVAX-SEED-Think-32B)
HyperCLOVA X SEED 8B Omni: [https://huggingface.co/naver-hyperclovax/HyperCLOVAX-SEED-Omni-8B](https://huggingface.co/naver-hyperclovax/HyperCLOVAX-SEE... | 2025-12-29T11:02:29 | https://www.reddit.com/gallery/1pyjjbw | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pyjjbw | false | null | t3_1pyjjbw | /r/LocalLLaMA/comments/1pyjjbw/naver_south_korean_internet_giant_has_just/ | false | false | 158 | null | |
Project Share : I’m a Pharmacy student obsessed with LLMs. I treated "Hallucinations" like a disease and wrote a Python wrapper to cure them ^^ | 1 | 2025-12-29T11:01:15 | AfterPromise8752 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyjihh | false | null | t3_1pyjihh | /r/LocalLLaMA/comments/1pyjihh/project_share_im_a_pharmacy_student_obsessed_with/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'm7mwv798k4ag1', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/m7mwv798k4ag1.png?width=108&crop=smart&auto=webp&s=4ee874903c89e080733bb4609c0b403b67b88937', 'width': 108}, {'height': 115, 'url': 'https://preview.redd.it/m7mwv798k4ag1.png?width=216&crop=smart&auto=web... | ||
LM STUDIO on Mac M3 | 0 | Ciao,
sto esplorando LM STUDIO, mi sapete suggerire qualche modello interessante da installare?
Ora ho scaricato openai/gpt-oss-20b ma h visto dai primi test che non ricorda nulla, se gli dico il mio nome mi saluta, ma al riavvio successivo non ricorda nulla.
Vorrei provare altro, magari specifico in qualcosa,... | 2025-12-29T10:54:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pyjdz5/lm_studio_on_mac_m3/ | Signal_Pickle_3062 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyjdz5 | false | null | t3_1pyjdz5 | /r/LocalLLaMA/comments/1pyjdz5/lm_studio_on_mac_m3/ | false | false | self | 0 | null |
I proposed a standard (CommerceTXT) to stop RAG agents from scraping 2MB HTML pages. 95%+ token reduction. Thoughts? | 0 | Hi everyone,
I've been building shopping agents locally (using Mistral and Llama 3) and hit a massive wall: **The "Haystack" Problem.**
To check a single product price or stock status, the agent usually has to fetch and parse a 2MB+ HTML page. Even with good scrapers, you end up feeding the LLM a lot of noise (DOM el... | 2025-12-29T10:26:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pyix8z/i_proposed_a_standard_commercetxt_to_stop_rag/ | TsaTsuTsi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyix8z | false | null | t3_1pyix8z | /r/LocalLLaMA/comments/1pyix8z/i_proposed_a_standard_commercetxt_to_stop_rag/ | false | false | self | 0 | null |
I proposed a standard (CommerceTXT) to stop RAG agents from scraping 2MB HTML pages. 95%+ token reduction. Thoughts? | 1 | [removed] | 2025-12-29T10:21:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pyiu6e/i_proposed_a_standard_commercetxt_to_stop_rag/ | TsaZan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyiu6e | false | null | t3_1pyiu6e | /r/LocalLLaMA/comments/1pyiu6e/i_proposed_a_standard_commercetxt_to_stop_rag/ | false | false | self | 1 | null |
I proposed a standard (CommerceTXT) to stop RAG agents from scraping 2MB HTML pages. 95%+ token reduction. Thoughts? | 1 | [removed] | 2025-12-29T10:19:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pyisqz/i_proposed_a_standard_commercetxt_to_stop_rag/ | TsaZan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyisqz | false | null | t3_1pyisqz | /r/LocalLLaMA/comments/1pyisqz/i_proposed_a_standard_commercetxt_to_stop_rag/ | false | false | self | 1 | null |
I proposed a standard (CommerceTXT) to stop RAG agents from scraping 2MB HTML pages. 95% token reduction. Thoughts? | 1 | [removed] | 2025-12-29T10:16:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pyir3s/i_proposed_a_standard_commercetxt_to_stop_rag/ | TsaZan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyir3s | false | null | t3_1pyir3s | /r/LocalLLaMA/comments/1pyir3s/i_proposed_a_standard_commercetxt_to_stop_rag/ | false | false | self | 1 | null |
do MoEoE models stand a chance? | 18 | ive heard about plans for DeepSeek to make their new models surpass 1 trillion parameter territory, and with them doing that, im sure other labs will too (especially labs like InclusionAI, where "scaling is all you need")
so that begs the question, \*would\* and MoEoE model work? as in mixture of experts models that m... | 2025-12-29T10:15:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pyiqly/do_moeoe_models_stand_a_chance/ | ComplexType568 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyiqly | false | null | t3_1pyiqly | /r/LocalLLaMA/comments/1pyiqly/do_moeoe_models_stand_a_chance/ | false | false | self | 18 | null |
I proposed a standard (CommerceTXT) to stop RAG agents from scraping 2MB HTML pages. 95%+ token reduction. Thoughts? | 1 | [removed] | 2025-12-29T10:12:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pyiok9/i_proposed_a_standard_commercetxt_to_stop_rag/ | TsaZan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyiok9 | false | null | t3_1pyiok9 | /r/LocalLLaMA/comments/1pyiok9/i_proposed_a_standard_commercetxt_to_stop_rag/ | false | false | self | 1 | null |
EditMGT — fast, localized image editing with Masked Generative Transformers | 11 | 2025-12-29T10:05:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pyikha/editmgt_fast_localized_image_editing_with_masked/ | freesysck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyikha | false | null | t3_1pyikha | /r/LocalLLaMA/comments/1pyikha/editmgt_fast_localized_image_editing_with_masked/ | false | false | 11 | null | ||
Sharing data that may contain PII? Here's a case-study on how to use a task-specific SLM to remove sensitive info locally and preserve user privacy | 2 | When sharing user data that may contain Personally Identifiable Information, anonymization is a crucial step in ensuring user privacy. PII removal APIs exist, but they often defeat the purpose of anonymization, since data must be sent to third-party servers.
Read this case-study to find out how to use [the Artifex lib... | 2025-12-29T10:05:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pyikbk/sharing_data_that_may_contain_pii_heres_a/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyikbk | false | null | t3_1pyikbk | /r/LocalLLaMA/comments/1pyikbk/sharing_data_that_may_contain_pii_heres_a/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'MEEPvEmBAko9w41fVCzz6jMhod6-p1VtYBttr3-sOvM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/MEEPvEmBAko9w41fVCzz6jMhod6-p1VtYBttr3-sOvM.png?width=108&crop=smart&auto=webp&s=2b8b1491883c19044698fad152d6225057435402', 'width': 108}, {'height': 108, 'url': 'h... |
[Tool] AIStory: An AI Co-Author for Novelists | 0 | I’ve been a long-time lurker and huge admirer of this community. Like many of you, I’m a writer who’s spent years wrestling with the chaotic early stages of a novel — you know the feeling:
* A vivid scene in your head, but no idea where it fits.
* A character who feels real, but whose arc is still foggy.
* Pages of no... | 2025-12-29T09:32:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pyi0xr/tool_aistory_an_ai_coauthor_for_novelists/ | chupei0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyi0xr | false | null | t3_1pyi0xr | /r/LocalLLaMA/comments/1pyi0xr/tool_aistory_an_ai_coauthor_for_novelists/ | false | false | self | 0 | null |
Decoding Tokens vs First Token | 0 | Generating tokens during the decode stage is much faster than producing the first token. Why? That’s where **KV caching** comes in. This figure makes it much easier to understand.
https://preview.redd.it/esulhp9jy3ag1.png?width=1150&format=png&auto=webp&s=21ac1d43d26cd2e030d3517e6b400863dff271bf
| 2025-12-29T09:00:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pyhhhb/decoding_tokens_vs_first_token/ | Happy-Conversation54 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyhhhb | false | null | t3_1pyhhhb | /r/LocalLLaMA/comments/1pyhhhb/decoding_tokens_vs_first_token/ | false | false | 0 | null | |
3080 12GB suffices for llama? | 0 | Just getting into this whole localized LLM's -- doing freelance AI -- company servers handle it -- would like soemthing for overflow tasks just incase
built a xeon 2697a (16core 3.6ghz) - 64 GB system ram
To run a localized LLM is 3080 12 GB OK? I don't want to break the bank for a 4080. It will be a 450 dollar ... | 2025-12-29T08:17:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pygsa9/3080_12gb_suffices_for_llama/ | Ok_Artichoke_783 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pygsa9 | false | null | t3_1pygsa9 | /r/LocalLLaMA/comments/1pygsa9/3080_12gb_suffices_for_llama/ | false | false | self | 0 | null |
[Release] Dingo v2.0 – Open-source AI data quality tool now supports SQL databases, RAG evaluation, and Agent-as-a-Judge hallucination detection! | 0 | Hi everyone! We’re excited to announce **Dingo v2.0** 🎉 – a comprehensive, open-source data quality evaluation tool built for the LLM era.
**What’s new in v2.0?**
* **SQL Database Support**: Directly connect to PostgreSQL, MySQL, Doris, etc., and run multi-field quality checks.
* **Agent-as-a-Judge (Beta)**: Leverag... | 2025-12-29T08:01:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pygj3k/release_dingo_v20_opensource_ai_data_quality_tool/ | chupei0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pygj3k | false | null | t3_1pygj3k | /r/LocalLLaMA/comments/1pygj3k/release_dingo_v20_opensource_ai_data_quality_tool/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'BfeNimQqRM5aRhkucVY53VQ2-ZuoKgrz52PwC3MygcA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/BfeNimQqRM5aRhkucVY53VQ2-ZuoKgrz52PwC3MygcA.png?width=108&crop=smart&auto=webp&s=2770ab373cba49a7e06bc06b3b93d8a127366066', 'width': 108}, {'height': 108, 'url': 'h... |
Tencent just released WeDLM 8B Instruct on Hugging Face | 403 | Hugging face: [https://huggingface.co/tencent/WeDLM-8B-Instruct](https://huggingface.co/tencent/WeDLM-8B-Instruct)
A diffusion language model that runs 3-6× faster than vLLM-optimized Qwen3-8B on math reasoning tasks. | 2025-12-29T07:38:43 | https://www.reddit.com/gallery/1pyg4yt | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pyg4yt | false | null | t3_1pyg4yt | /r/LocalLLaMA/comments/1pyg4yt/tencent_just_released_wedlm_8b_instruct_on/ | false | false | 403 | null | |
Why is sgalng's torch.compile startup so much slower than vLLM? | 6 | Hi all, I've been testing torch.compile on SGLang with Gemma 3 12B, and noticed some significant startup time differences compared to vLLM.
### What I'm seeing
- SGLang without compile: ~1:30 startup
- SGLang with compile (bs 1,2,4,8,16): ~6min startup
- vLLM with compile enabled (default): ~1min startup
I'm getting... | 2025-12-29T07:20:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pyfu01/why_is_sgalngs_torchcompile_startup_so_much/ | Inside_Camp870 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyfu01 | false | null | t3_1pyfu01 | /r/LocalLLaMA/comments/1pyfu01/why_is_sgalngs_torchcompile_startup_so_much/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'ulkRwHo-1_Oz4cUSSKB477XFTLXRyF4QTk85h72Tcd0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ulkRwHo-1_Oz4cUSSKB477XFTLXRyF4QTk85h72Tcd0.png?width=108&crop=smart&auto=webp&s=32e297acbd51e031f067d37386372c71a736e281', 'width': 108}, {'height': 108, 'url': 'h... |
GLM‑4.5‑Air on MacBook Pro prematurely emits EOS token (same issue across llama.cpp, and mlx_lm) | 2 | Hi everyone,
I’ve been using the GLM‑4.5‑Air model on my M4 Max MacBook Pro for a while now and have run into an annoying problem: during generation the model suddenly emits an EOS token (\[EOS\] or similar) out of nowhere, causing the output to be truncated mid‑sentence. This happens even with short prompts and low... | 2025-12-29T06:35:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pyf19d/glm45air_on_macbook_pro_prematurely_emits_eos/ | akirose1004 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyf19d | false | null | t3_1pyf19d | /r/LocalLLaMA/comments/1pyf19d/glm45air_on_macbook_pro_prematurely_emits_eos/ | false | false | self | 2 | null |
Why does LLama 3.1 give long textbook style answer for simple definition questions? | 0 | I am using Llama3.1-8b-Instruct inferenced via vllm for my course assistant.
When I ask a question in simple language, for instance
>what is sunrise and sunset?
I get correct answer
But if I ask the same question in different format
>what is sunrise, sunset?
I get a huge para that has little relevance to the que... | 2025-12-29T06:24:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pyeud1/why_does_llama_31_give_long_textbook_style_answer/ | Dizzy-Watercress-744 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyeud1 | false | null | t3_1pyeud1 | /r/LocalLLaMA/comments/1pyeud1/why_does_llama_31_give_long_textbook_style_answer/ | false | false | self | 0 | null |
AMD AI Max 395 128gb or Mac Studio M2 Ultra 128gb? | 19 | AMD AI Max 395 128gb or Mac Studio M2 Ultra 128gb?
I found both of them used on OfferUp.
The Mac Studio is an M2 Ultra 128gb 2TB for $2500. (No warranty)
The AMD is an Beelink GTR9 Pro AI Max+ 395 128gb 2TB for $1500. (Probably doesn’t have warranty too)
I’m a Mac user by the way. I already own a MacBook Pro M1 ... | 2025-12-29T06:19:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pyeqpe/amd_ai_max_395_128gb_or_mac_studio_m2_ultra_128gb/ | solo_entrepreneur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyeqpe | false | null | t3_1pyeqpe | /r/LocalLLaMA/comments/1pyeqpe/amd_ai_max_395_128gb_or_mac_studio_m2_ultra_128gb/ | false | false | self | 19 | null |
Benchmarking local llms for speed with CUDA and vulkan, found an unexpected speedup for select models | 62 | I was benchmarking my local llm collection to get an idea of tokens rates. I thought it might be interesting to compare CUDA vs Vulkan on my 3080 10GB. As expected, in almost all cases CUDA was the better option as far as token rate However, I found one suprise that affects a small number of models.
Disclaimer: take t... | 2025-12-29T05:09:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pydegt/benchmarking_local_llms_for_speed_with_cuda_and/ | Amazing_Athlete_2265 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pydegt | false | null | t3_1pydegt | /r/LocalLLaMA/comments/1pydegt/benchmarking_local_llms_for_speed_with_cuda_and/ | false | false | self | 62 | null |
Is there a local alternative to Obsidian + Gemini Cli? | 1 | I'm using Obsidian to write a game design document. And I use Gemini Cli to take care of the pesky or mundane tasks like finding and replacing a certain keyword, or rewriting certain passages.
That means I need a model + software that can read the files on my PC and do magic.
I've been looking around a lot, but I ... | 2025-12-29T05:00:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pyd7h2/is_there_a_local_alternative_to_obsidian_gemini/ | StudentFew6429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyd7h2 | false | null | t3_1pyd7h2 | /r/LocalLLaMA/comments/1pyd7h2/is_there_a_local_alternative_to_obsidian_gemini/ | false | false | self | 1 | null |
Day 21: 21 Days of Building a Small Language Model: Complete Journey Recap | 25 | No blog today. I created a video instead to recap the journey, just wanted to say a big thank you to everyone for the support. 🙏
Video link: [https://youtu.be/-rzMxb1JhuU](https://youtu.be/-rzMxb1JhuU)
I can't believe we've made it to the end together. First, I want to say a massive thank you to everyone who has bee... | 2025-12-29T04:59:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pyd6fk/day_21_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyd6fk | false | null | t3_1pyd6fk | /r/LocalLLaMA/comments/1pyd6fk/day_21_21_days_of_building_a_small_language_model/ | false | false | self | 25 | {'enabled': False, 'images': [{'id': 'vTfPHjANVAIf_KM7bhBtc9BCSZ0gHzhTDzU2iERL9yU', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/vTfPHjANVAIf_KM7bhBtc9BCSZ0gHzhTDzU2iERL9yU.jpeg?width=108&crop=smart&auto=webp&s=6cfd2ba7370ba0449db7de42f99f5f46e7d57855', 'width': 108}, {'height': 162, 'url': '... |
Good model/method for asking questions about long documents? (12 GB VRAM, 32 GB RAM) | 3 | Sorry for the remedial question but I have been playing with this for a while and not had great success. I could use some pointers.
My goal is to put one or more long PDF documents into a local LLM, and ask the system questions about the documents, so it can explain concepts to me.
If it helps, I am talking specifi... | 2025-12-29T04:58:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pyd6cl/good_modelmethod_for_asking_questions_about_long/ | hockey-throwawayy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyd6cl | false | null | t3_1pyd6cl | /r/LocalLLaMA/comments/1pyd6cl/good_modelmethod_for_asking_questions_about_long/ | false | false | self | 3 | null |
RTX 6000 Pro + RTX 3090 in one machine? | 8 | I was just able to get my hands on a RTX 6000 Pro 96gb card, and I currently have two 3090s in my machine. Should I keep one of the 3090s in there or should I just make do with the single 6000?
I’m looking to run GPT-OSS at the best possible quality and speed I can. | 2025-12-29T04:58:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pyd6a6/rtx_6000_pro_rtx_3090_in_one_machine/ | az_6 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyd6a6 | false | null | t3_1pyd6a6 | /r/LocalLLaMA/comments/1pyd6a6/rtx_6000_pro_rtx_3090_in_one_machine/ | false | false | self | 8 | null |
Reddit, but with multiple LLM agents | 2 | This is a project I created for fun: https://redditwithagents.vercel.app/
[<screenshot>](https://i.imgur.com/JFMFBNF.png)
It's basically a web app that mimic parts of Reddit's UI, allowing you to discuss with LLM agents right in the browswer.
All of the LLM API calls happen in the browser as the app does not have a ... | 2025-12-29T04:38:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pycroe/reddit_but_with_multiple_llm_agents/ | bobaburger | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pycroe | false | null | t3_1pycroe | /r/LocalLLaMA/comments/1pycroe/reddit_but_with_multiple_llm_agents/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'H2bGc8Q0SUcMaVmzBZHr1KyxWILn8Mk_L5WcfAq3yis', 'resolutions': [{'height': 70, 'url': 'https://external-preview.redd.it/H2bGc8Q0SUcMaVmzBZHr1KyxWILn8Mk_L5WcfAq3yis.png?width=108&crop=smart&auto=webp&s=5874407daa769b9f0c00f950d6ac2a118863bec1', 'width': 108}, {'height': 141, 'url': 'h... |
How I scaled my output 20x without hiring more staff (The "GitHub as OS" method) | 0 | Two years ago, I hit a ceiling. I was spending half my day in meetings and the other half fixing inconsistencies in my team's work. I tried using ChatGPT to speed things up, but I was just pasting code back and forth. It was a 20% boost, not a transformation.
Then I realized something: **I was using AI as a chatbot, w... | 2025-12-29T04:24:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pychbx/how_i_scaled_my_output_20x_without_hiring_more/ | dipeshsukhani | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pychbx | false | null | t3_1pychbx | /r/LocalLLaMA/comments/1pychbx/how_i_scaled_my_output_20x_without_hiring_more/ | false | false | self | 0 | null |
I built a local voice assistant that learns new abilities via auto-discovered n8n workflows exposed as tools via MCP (LiveKit + Ollama + n8n) | 20 | I just released CAAL - a local voice assistant that auto-discovers n8n workflows as tools.
Stack:
\- Ollama (I'm running Ministral-3:8B)
\- LiveKit for WebRTC
\- Whisper STT
\- Kokoro TTS
\- n8n for tools
Key feature: Infinite tool expandability through n8n. Add a workflow, Cal learns it. It can even build its... | 2025-12-29T03:28:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pybbjg/i_built_a_local_voice_assistant_that_learns_new/ | CoreWorxLab | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pybbjg | false | null | t3_1pybbjg | /r/LocalLLaMA/comments/1pybbjg/i_built_a_local_voice_assistant_that_learns_new/ | false | false | self | 20 | {'enabled': False, 'images': [{'id': 'bG8FCgZo8AnQXj_ERVVPn1JaPVWVDvG8vG7tNGi14vs', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/bG8FCgZo8AnQXj_ERVVPn1JaPVWVDvG8vG7tNGi14vs.jpeg?width=108&crop=smart&auto=webp&s=cfe269232c801189ef645a2091b47f54158eea89', 'width': 108}, {'height': 162, 'url': '... |
Meta released RPG, a research plan generation dataset on Hugging Face | 253 | 22k tasks spanning ML, Arxiv and PubMed, complete with evaluation rubrics and Llama-4 reference solutions for training AI co-scientists | 2025-12-29T02:58:09 | https://huggingface.co/datasets/facebook/research-plan-gen | Difficult-Cap-7527 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pyao6g | false | null | t3_1pyao6g | /r/LocalLLaMA/comments/1pyao6g/meta_released_rpg_a_research_plan_generation/ | false | false | default | 253 | {'enabled': False, 'images': [{'id': '_Vt3gVwDJIJ3tdTBBf0E6Y1zVMQL8lOjQzN3Hnt2brY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/_Vt3gVwDJIJ3tdTBBf0E6Y1zVMQL8lOjQzN3Hnt2brY.png?width=108&crop=smart&auto=webp&s=3aa68d0edd234ee9eb73215e2e98ce8f69cbd55c', 'width': 108}, {'height': 116, 'url': 'h... |
Why I'm building my own CLIs for agents | 0 | 2025-12-29T02:38:00 | https://martinalderson.com/posts/why-im-building-my-own-clis-for-agents/ | malderson | martinalderson.com | 1970-01-01T00:00:00 | 0 | {} | 1pya8qo | false | null | t3_1pya8qo | /r/LocalLLaMA/comments/1pya8qo/why_im_building_my_own_clis_for_agents/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'sjUFq1GezLXYqu_22z7QH3_zmuL4L9Fv1r-bqJ5s-Ek', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/sjUFq1GezLXYqu_22z7QH3_zmuL4L9Fv1r-bqJ5s-Ek.png?width=108&crop=smart&auto=webp&s=0f1ac9a1d23f518ccce7c90a7c5e1f17aa77f4e9', 'width': 108}, {'height': 113, 'url': 'h... | |
4x V100 32gb vs 2x4x V100 16gb (RPC) in MiniMax M2.1 | 1 | tldr: there is a reason for the +300% premium on retail price of V100 32gb vs V100 16gb.
https://preview.redd.it/qv8p6q1312ag1.png?width=1041&format=png&auto=webp&s=4e71c28705b7e8aa5cd69b4cc044d4db4857bc4d
**Cost analysis:**
**Capex**: There is an approximately $2800-4000 acquistion cost for an additional Quad SXM... | 2025-12-29T02:31:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pya3v8/4x_v100_32gb_vs_2x4x_v100_16gb_rpc_in_minimax_m21/ | MachineZer0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pya3v8 | false | null | t3_1pya3v8 | /r/LocalLLaMA/comments/1pya3v8/4x_v100_32gb_vs_2x4x_v100_16gb_rpc_in_minimax_m21/ | false | false | 1 | null | |
Llama 3.2 3B running on my Geekom IT15. | 1 | My IT15 has a Intel core ultra 9 285h with 32gb of ram. I am also running Home Assistant on this machine currently. I am still testing things out. I gave this container 6 cores and 16gb and passed the iGpu through. I am going to try other models as well but I am happy that I got it working at all. I am open to suggesti... | 2025-12-29T02:13:23 | mickeybob00 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1py9p4r | false | null | t3_1py9p4r | /r/LocalLLaMA/comments/1py9p4r/llama_32_3b_running_on_my_geekom_it15/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'v7z4fdqbx1ag1', 'resolutions': [{'height': 38, 'url': 'https://preview.redd.it/v7z4fdqbx1ag1.png?width=108&crop=smart&auto=webp&s=534dcffe1b2c86dd7ce737ea84d7cb1b0371f970', 'width': 108}, {'height': 77, 'url': 'https://preview.redd.it/v7z4fdqbx1ag1.png?width=216&crop=smart&auto=webp... | |
Jetbrains AI users, what's your configuration with local models? | 3 | I am trying this configuration, but I would like to know what are you guys using for each category:
https://preview.redd.it/8v2fr9a5x1ag1.png?width=710&format=png&auto=webp&s=d6d45d1a3b198b075a659b4e16765aca71b541dc
| 2025-12-29T02:08:25 | https://www.reddit.com/r/LocalLLaMA/comments/1py9l67/jetbrains_ai_users_whats_your_configuration_with/ | robertpro01 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py9l67 | false | null | t3_1py9l67 | /r/LocalLLaMA/comments/1py9l67/jetbrains_ai_users_whats_your_configuration_with/ | false | false | 3 | null | |
anyone have experience with turn detection for communication between humans and AI agents? | 1 | What are some of the best turn detection models that can solve these problems?
1. a transcribed utterance that is syntactically incomplete but is a continuation from a previous utterance that is also syntactically incomplete.
example- turn1:I went to the , turn2: library today.
2. a transcribed utterance that is s... | 2025-12-29T01:47:29 | https://www.reddit.com/r/LocalLLaMA/comments/1py94k8/anyone_have_experience_with_turn_detection_for/ | IcyMushroom4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py94k8 | false | null | t3_1py94k8 | /r/LocalLLaMA/comments/1py94k8/anyone_have_experience_with_turn_detection_for/ | false | false | self | 1 | null |
[R] Progressive LoRA Merging - complete model identity replacement on consumer hardware | 0 | I'm here to democratize models - now you can create them with fine tuning & replace identity
After more than 3 months into this, I finally can replace any model wieghts completly but preserve the structure.
This means I can take Qwen3 for example, reuse the full millions of dollars used to train it, for a few bucks ... | 2025-12-29T01:40:27 | https://www.reddit.com/r/LocalLLaMA/comments/1py8yyw/r_progressive_lora_merging_complete_model/ | TastyWriting8360 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py8yyw | false | null | t3_1py8yyw | /r/LocalLLaMA/comments/1py8yyw/r_progressive_lora_merging_complete_model/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '2Jj3SaFZmxLT5kl7Ibnw1B2IZFLYvLuvQi3F1jsmDF8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/2Jj3SaFZmxLT5kl7Ibnw1B2IZFLYvLuvQi3F1jsmDF8.png?width=108&crop=smart&auto=webp&s=26c2d48ae041c5929d3d4190817e46d3fc4869b3', 'width': 108}, {'height': 116, 'url': 'h... |
Is it feasible (and beneficial) to apply NVFP4 quantization to KV Cache on Blackwell? | 9 | Theoretically, NVFP4 (E2M1 format) should be superior to INT4 for activations. Its logarithmic distribution naturally fits the "long-tailed" nature of KV values (preserving small details while handling outliers via the exponent). Since Blackwell Tensor Cores support native FP4 compute, could we store KV Cache in NVFP4 ... | 2025-12-29T01:03:59 | https://www.reddit.com/r/LocalLLaMA/comments/1py85zb/is_it_feasible_and_beneficial_to_apply_nvfp4/ | No-Bag5084 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py85zb | false | null | t3_1py85zb | /r/LocalLLaMA/comments/1py85zb/is_it_feasible_and_beneficial_to_apply_nvfp4/ | false | false | self | 9 | null |
LLaMA-3.2-3B fMRI-style probing: discovering a bidirectional “constrained ↔ expressive” control direction | 16 | I’ve been building a small interpretability tool that does fMRI-style visualization and *live hidden-state intervention* on local models. While exploring LLaMA-3.2-3B, I noticed one hidden dimension (layer 20, dim \~3039) that consistently stood out across prompts and timesteps.
I then set up a simple Gradio UI to **p... | 2025-12-29T00:46:06 | https://www.reddit.com/r/LocalLLaMA/comments/1py7ren/llama323b_fmristyle_probing_discovering_a/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py7ren | false | null | t3_1py7ren | /r/LocalLLaMA/comments/1py7ren/llama323b_fmristyle_probing_discovering_a/ | false | false | 16 | null | |
Is there any way to use my GPUs? | 9 | Hi all,
Over the last 5 or 6 years, I’ve managed to get a number of second hand GPUs for free from friends when they upgraded theirs. I now have;
3090 (used on my own gaming pc)
2060
2080s
1080ti x2
1080
I also have an opportunity to acquire a very cheap 3070.
Is there any effective way to use these? I currentl... | 2025-12-29T00:45:37 | https://www.reddit.com/r/LocalLLaMA/comments/1py7r06/is_there_any_way_to_use_my_gpus/ | Reasonable-Gold4971 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py7r06 | false | null | t3_1py7r06 | /r/LocalLLaMA/comments/1py7r06/is_there_any_way_to_use_my_gpus/ | false | false | self | 9 | null |
Minimum viable VRAM for LLM (homelab only) | 0 | Hi, all. Essentially what the post is. I have a homelab that I run a number of services on and would love to self-host an LLM, I’m just not sure what hardware would be sufficient.
Currently, it’s got a 3900X and 32GB DDR4 RAM, running OpenMediaVault. I have a Sapphire Pulse 5700XT that has literally only ever been us... | 2025-12-29T00:12:51 | https://www.reddit.com/r/LocalLLaMA/comments/1py6zws/minimum_viable_vram_for_llm_homelab_only/ | SoMuchLasagna | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py6zws | false | null | t3_1py6zws | /r/LocalLLaMA/comments/1py6zws/minimum_viable_vram_for_llm_homelab_only/ | false | false | self | 0 | null |
RTX 2000 Pro Blackwell 16GB... does anyone of you have it already? | 0 | I want to know how much of an improvement it is compared to 2000 Ada 16GB but I can't fins any reviews
| 2025-12-28T23:58:46 | https://www.reddit.com/r/LocalLLaMA/comments/1py6ntm/rtx_2000_pro_blackwell_16gb_does_anyone_of_you/ | Wonderful-Lack3846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py6ntm | false | null | t3_1py6ntm | /r/LocalLLaMA/comments/1py6ntm/rtx_2000_pro_blackwell_16gb_does_anyone_of_you/ | false | false | self | 0 | null |
LLM Cluster with Routing for Prompt processing | 2 | Is there documentation (or is it even possible), to use llama.cpp or vLLM, to route processing to device like the DGX Spark and the text generation to something like a Mac Studio to get the best of both machines? | 2025-12-28T23:44:06 | https://www.reddit.com/r/LocalLLaMA/comments/1py6bd5/llm_cluster_with_routing_for_prompt_processing/ | Every-Employment-357 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py6bd5 | false | null | t3_1py6bd5 | /r/LocalLLaMA/comments/1py6bd5/llm_cluster_with_routing_for_prompt_processing/ | false | false | self | 2 | null |
Is Q8 KV cache alright for vision models and high context | 33 | What has your experience been with using q8 KV cache and a vision model?
GLM4.6 V, qwen3VL…
Would you say it’s good enough or does it ruin outputs?
| 2025-12-28T22:45:41 | https://www.reddit.com/r/LocalLLaMA/comments/1py4xp6/is_q8_kv_cache_alright_for_vision_models_and_high/ | Adventurous-Gold6413 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py4xp6 | false | null | t3_1py4xp6 | /r/LocalLLaMA/comments/1py4xp6/is_q8_kv_cache_alright_for_vision_models_and_high/ | false | false | self | 33 | null |
Self hosting LLM on multi CPU + sys ram combo | 13 | I realised I got two socket supermicro board with two xeon 2690 v3 lying around. I could buy a bunch of ram for it cause it uses 2133 mhz RAM and the used prices to does are not bad.
I was thinking about buying a bunch more sys ram to it and self host larger LLMs, maybe in the future I could run some good models on it... | 2025-12-28T22:34:22 | https://www.reddit.com/r/LocalLLaMA/comments/1py4nuu/self_hosting_llm_on_multi_cpu_sys_ram_combo/ | goodmenthelastwaveby | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py4nuu | false | null | t3_1py4nuu | /r/LocalLLaMA/comments/1py4nuu/self_hosting_llm_on_multi_cpu_sys_ram_combo/ | false | false | self | 13 | null |
Math tutor | 0 | Looking for a good dedicated math and python tutor to run ollamma | 2025-12-28T22:12:33 | https://www.reddit.com/r/LocalLLaMA/comments/1py44y0/math_tutor/ | Ok_Buddy_2096 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py44y0 | false | null | t3_1py44y0 | /r/LocalLLaMA/comments/1py44y0/math_tutor/ | false | false | self | 0 | null |
He’s local llm for computer use agent. | 1 | [removed] | 2025-12-28T22:05:37 | https://www.reddit.com/r/LocalLLaMA/comments/1py3yqh/hes_local_llm_for_computer_use_agent/ | Guilty_Nerve5608 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3yqh | false | null | t3_1py3yqh | /r/LocalLLaMA/comments/1py3yqh/hes_local_llm_for_computer_use_agent/ | false | false | self | 1 | null |
Do junior devs need local LLMs? Or it’s better to stick to closed source models | 0 | Hi everyone I’m a junior AI full stack dev
Mostly working on LLM based solutions more towards a work of SWE
My day to day work is with Python, RESTApis and microservices
given how good the new Claude models are why should someone go and spend upwards of 5K for GPUs to run these open source models which cannot beat t... | 2025-12-28T22:05:11 | https://www.reddit.com/r/LocalLLaMA/comments/1py3yc3/do_junior_devs_need_local_llms_or_its_better_to/ | Effective-Yam-7656 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3yc3 | false | null | t3_1py3yc3 | /r/LocalLLaMA/comments/1py3yc3/do_junior_devs_need_local_llms_or_its_better_to/ | false | false | self | 0 | null |
Securing MCP in production | 0 |
Just joined a company using MCP at scale.
I'm building our threat model. I know about indirect injection and unauthorized tool use, but I'm looking for the "gotchas."
For those running MCP in enterprise environments: What is the security issue that actually gives you headaches? | 2025-12-28T22:01:10 | https://www.reddit.com/r/LocalLLaMA/comments/1py3uru/securing_mcp_in_production/ | Glass_Guitar1959 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3uru | false | null | t3_1py3uru | /r/LocalLLaMA/comments/1py3uru/securing_mcp_in_production/ | false | false | self | 0 | null |
Need Help: :Entry Triple GPU System for Local LLM | 3 | Okay, here's my situation:
Today, I just got my hands on these 2x MSI RTX 3090 Gaming X Trio 24GB with the option to buy a 3rd one (@ $450).
I also have a Zotac Gaming 3090 Trinity 24GB that currently lives in an Razer X Core eGPU case which is my current Local LLM Testing card that I combine with my laptop's RTX 500... | 2025-12-28T21:55:16 | https://www.reddit.com/r/LocalLLaMA/comments/1py3pib/need_help_entry_triple_gpu_system_for_local_llm/ | DonkeyBonked | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3pib | false | null | t3_1py3pib | /r/LocalLLaMA/comments/1py3pib/need_help_entry_triple_gpu_system_for_local_llm/ | false | false | self | 3 | null |
Owlex - an MCP server that lets Claude Code consult Codex, Gemini, and OpenCode as a "council" | 26 | Been using Claude Code for a while and wanted a way to get second opinions from other AI coding agents without leaving my workflow. So I built **Owlex**.
What it does:
The killer feature is **council\_ask** \- it queries Codex, Gemini, and OpenCode in parallel, then optionally runs a second round where each agent se... | 2025-12-28T21:53:48 | https://www.reddit.com/r/LocalLLaMA/comments/1py3o6p/owlex_an_mcp_server_that_lets_claude_code_consult/ | spokv | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3o6p | false | null | t3_1py3o6p | /r/LocalLLaMA/comments/1py3o6p/owlex_an_mcp_server_that_lets_claude_code_consult/ | false | false | self | 26 | null |
LM Studio should support MCPO | 0 | OpenWebUi MCPO implementation works flawlessly
LM studio should do this
I don't know how to make my tool MCP http or whatever lol to me stdio just works.
Anyway hopefully this inspires someone! | 2025-12-28T21:39:33 | https://v.redd.it/8wbpd5fxk0ag1 | Serious_Molasses313 | /r/LocalLLaMA/comments/1py3bhg/lm_studio_should_support_mcpo/ | 1970-01-01T00:00:00 | 0 | {} | 1py3bhg | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/8wbpd5fxk0ag1/DASHPlaylist.mpd?a=1769679579%2CM2ExNDQyMGM4NzUxNGQ3OGJlZWVlMzY1MDIyYzExZjFmN2I0ZDQ5ZWNjNGM0NzY1YTQ3Y2U3YTliZTI3Y2E1OA%3D%3D&v=1&f=sd', 'duration': 659, 'fallback_url': 'https://v.redd.it/8wbpd5fxk0ag1/CMAF_1080.mp4?source=fallback', '... | t3_1py3bhg | /r/LocalLLaMA/comments/1py3bhg/lm_studio_should_support_mcpo/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'dDNjdGF2ZnhrMGFnMaxjPgU0f58qu_Dl4frEQG0c4zDayU9COinZtCPz6UNo', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/dDNjdGF2ZnhrMGFnMaxjPgU0f58qu_Dl4frEQG0c4zDayU9COinZtCPz6UNo.png?width=108&crop=smart&format=pjpg&auto=webp&s=548fb31f41471c95a19c00df2a95a00d4fae... | |
Empirical Evidence Of Interpretation Drift & Taxonomy Field Guide | 0 | Some problems are invisible until someone names them. Like in Westworld when Dolores sees a photo from the real world and says, "It doesn’t look like anything to me."
**Interpretation Drift** in LLMs feels exactly like that – it's often dismissed as "just temp=0 stochasticity" or a "largely solved" issue.
My earlier ... | 2025-12-28T21:34:47 | https://www.reddit.com/r/LocalLLaMA/comments/1py3796/empirical_evidence_of_interpretation_drift/ | Beneficial-Pear-1485 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py3796 | false | null | t3_1py3796 | /r/LocalLLaMA/comments/1py3796/empirical_evidence_of_interpretation_drift/ | false | false | self | 0 | null |
GLM 4.5 Air and agentic CLI tools/TUIs? | 13 | I revisited GLM 4.5 Air and at least on llama.cpp I am able to get stable tool calls with unsloth's UD\_Q4\_K\_XL (unsloth updated the weights on HF a couple of days ago); that's probably thanks to: [https://github.com/ggml-org/llama.cpp/pull/16932](https://github.com/ggml-org/llama.cpp/pull/16932) and maybe unsloth (t... | 2025-12-28T20:56:33 | https://www.reddit.com/r/LocalLLaMA/comments/1py294m/glm_45_air_and_agentic_cli_toolstuis/ | bfroemel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py294m | false | null | t3_1py294m | /r/LocalLLaMA/comments/1py294m/glm_45_air_and_agentic_cli_toolstuis/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'KDDs4CzYnpi1yFEYsbrIWBUBbdrYX-VHhKHI16aTWKE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/KDDs4CzYnpi1yFEYsbrIWBUBbdrYX-VHhKHI16aTWKE.png?width=108&crop=smart&auto=webp&s=d7a3523c963763f2dafb002755d0f826c5ebb26e', 'width': 108}, {'height': 108, 'url': 'h... |
Triple GPU LLM benchmarks with --n-cpu-moe help | 2 | Here we have three Nvidia [GTX-1070 ](https://www.techpowerup.com/gpu-specs/geforce-gtx-1070.c2840)8GB cards running a few LLM that sit right on the edge of the available 24GB VRAM. Down below you can see how to get LLM to work if it exceeds VRAM limit.
[AM4 running triple GTX 1070 with Riser assist.](https://preview.... | 2025-12-28T20:43:14 | https://www.reddit.com/r/LocalLLaMA/comments/1py1xaa/triple_gpu_llm_benchmarks_with_ncpumoe_help/ | tabletuser_blogspot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1xaa | false | null | t3_1py1xaa | /r/LocalLLaMA/comments/1py1xaa/triple_gpu_llm_benchmarks_with_ncpumoe_help/ | false | false | 2 | null | |
[Tool Release] Skill Seekers v2.5.0 - Convert any documentation into structured markdown skills for local/remote LLMs | 7 | Hey 👋
Released **Skill Seekers v2.5.0** with universal LLM support - convert any documentation into structured markdown skills.
## What It Does
Automatically scrapes documentation websites and converts them into organized, categorized reference files with extracted code examples. Works with any LLM (local or ... | 2025-12-28T20:36:54 | https://www.reddit.com/r/LocalLLaMA/comments/1py1rpg/tool_release_skill_seekers_v250_convert_any/ | Critical-Pea-8782 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1rpg | false | null | t3_1py1rpg | /r/LocalLLaMA/comments/1py1rpg/tool_release_skill_seekers_v250_convert_any/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'HcBWP1eqvQOeBxZ_MyH-yX8MJV2p8eJgqNyOVwJ6Ppk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/HcBWP1eqvQOeBxZ_MyH-yX8MJV2p8eJgqNyOVwJ6Ppk.png?width=108&crop=smart&auto=webp&s=c30d069cfe72bdd33596f7fd94dcb59b4d1ec686', 'width': 108}, {'height': 108, 'url': 'h... |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.