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Suggestions for uncens Ai tools ? Any reviews ? | 0 | any recommendations ? | 2026-01-03T14:35:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q2w378/suggestions_for_uncens_ai_tools_any_reviews/ | Intelligent-Owl-8576 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2w378 | false | null | t3_1q2w378 | /r/LocalLLaMA/comments/1q2w378/suggestions_for_uncens_ai_tools_any_reviews/ | false | false | self | 0 | null |
Context Engineering Tips For LM Studio? | 0 | As a 6GBVram 32gbDDR5 user I have to say LM studio is amazing.
Now that I know how to give agents tools, my new problem is context because I like doing things in just one chat.
In this video, I
1. Find stores near me
2. Do research on a specific store.
3. Did two Instagram feed pulls
4. Draft a Post based on the ... | 2026-01-03T13:56:43 | https://v.redd.it/rg66m4az35bg1 | Serious_Molasses313 | /r/LocalLLaMA/comments/1q2v85k/context_engineering_tips_for_lm_studio/ | 1970-01-01T00:00:00 | 0 | {} | 1q2v85k | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/rg66m4az35bg1/DASHPlaylist.mpd?a=1770170214%2CYjFhNzM2Njg1MDU5ZTVkMmVkZjgzZTY1OGFhZjE0MDUxNzI2YTMwODM3MTgyODJjYTRhYjdiMjkxZTY1MmMxNQ%3D%3D&v=1&f=sd', 'duration': 832, 'fallback_url': 'https://v.redd.it/rg66m4az35bg1/CMAF_1080.mp4?source=fallback', '... | t3_1q2v85k | /r/LocalLLaMA/comments/1q2v85k/context_engineering_tips_for_lm_studio/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'dnhkamZxYXozNWJnMWbqzA5cCVynu8EfQ3srgPERtO76nSz5P5nW7STqzCNz', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/dnhkamZxYXozNWJnMWbqzA5cCVynu8EfQ3srgPERtO76nSz5P5nW7STqzCNz.png?width=108&crop=smart&format=pjpg&auto=webp&s=48802ec7745baf9ce56f72cb44532c194f88... | |
CLI tool to enforce determinism in local LLM runs | 0 | I've been struggling to keep my local LLM automation scripts deterministic. Even with a fixed seed, I sometimes get slight variations that break my regex parsers.
I stumbled upon this project **rewind-cli** recently and it’s actually pretty neat. It basically acts like a black-box recorder for your terminal.
It captu... | 2026-01-03T13:26:36 | https://github.com/DEX-zha/rewind-cli | Honest_Dragonfly_875 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q2ul18 | false | null | t3_1q2ul18 | /r/LocalLLaMA/comments/1q2ul18/cli_tool_to_enforce_determinism_in_local_llm_runs/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'KmlJlL4vhtyXlJvtQIYV6YNTxEtY64-RSmHZoC9UJG4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/KmlJlL4vhtyXlJvtQIYV6YNTxEtY64-RSmHZoC9UJG4.png?width=108&crop=smart&auto=webp&s=8602d43f2f26422f7c05f1d5cef3f7ae3c5ce21c', 'width': 108}, {'height': 108, 'url': 'h... |
I built an "operating system" for AI agents | 0 | I've been building with AI coding agents (Claude Code, Aider, etc.) for a while now, and the same problem kept nagging at me: **I'm giving an AI agent full access to my terminal, filesystem, and network.** One hallucination away from `rm -rf /` or quietly exfiltrating my SSH keys to some random endpoint.
The usual ans... | 2026-01-03T13:16:36 | https://www.reddit.com/r/LocalLLaMA/comments/1q2udrw/i_built_an_operating_system_for_ai_agents/ | DorianZheng | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2udrw | false | null | t3_1q2udrw | /r/LocalLLaMA/comments/1q2udrw/i_built_an_operating_system_for_ai_agents/ | false | false | self | 0 | null |
[R] Understanding DeepSeek-V3's "Hydra" Architecture: How mHC prevents signal explosion | 45 | I spent some time deconstructing the DeepSeek-V3 paper to understand how they managed to split the residual stream without destabilizing the network. I created a visual guide (attached) to explain the engineering behind the "Hydra" architecture.
Here is the breakdown of the slides:
1. The Bottleneck
Standard Trans... | 2026-01-03T13:13:45 | https://www.reddit.com/gallery/1q2ubre | Leading_Wrangler_708 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2ubre | false | null | t3_1q2ubre | /r/LocalLLaMA/comments/1q2ubre/r_understanding_deepseekv3s_hydra_architecture/ | false | false | 45 | null | |
is "unrestricted ai" better for coding? my experiment | 1 | [removed] | 2026-01-03T12:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q2tyoo/is_unrestricted_ai_better_for_coding_my_experiment/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2tyoo | false | null | t3_1q2tyoo | /r/LocalLLaMA/comments/1q2tyoo/is_unrestricted_ai_better_for_coding_my_experiment/ | false | false | self | 1 | null |
LocalAI Scanning PDFs?? | 2 | I am a bit lost an new to all of this. I have LocalAI installed and working via docker but I cannot seem to get either a normal image or an AIO to read and analyze data in a PDF. Any Googling for help with LocalAI doesn't result in much other than the Docs and RTFM isn't getting me there either.
Can someone point m... | 2026-01-03T12:45:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q2trfm/localai_scanning_pdfs/ | gnerfed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2trfm | false | null | t3_1q2trfm | /r/LocalLLaMA/comments/1q2trfm/localai_scanning_pdfs/ | false | false | self | 2 | null |
Has Claude for creative writing had a downgrade recently? | 0 | I have been using Claude Sonnet 4.5 for creative writing, and the past 2-ish weeks have been absolute hell. They are ignoring the context window entirely, do not heed hard boundaries given, ignore major character qualities, or they simply ignore the prompt I give them entirely and hallucinate their answer based on some... | 2026-01-03T12:16:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q2t8dj/has_claude_for_creative_writing_had_a_downgrade/ | MasterOfFakeSkies | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2t8dj | false | null | t3_1q2t8dj | /r/LocalLLaMA/comments/1q2t8dj/has_claude_for_creative_writing_had_a_downgrade/ | false | false | self | 0 | null |
Debate Hall mcp server - multi-agent decision making tool (open sourced. please try it out) | 2 | **TL;DR:** I built an MCP server that orchestrates structured debates between three cognitive perspectives (Wind/Wall/Door) to help make better decisions.
**GitHub:** [https://github.com/elevanaltd/debate-hall-mcp](https://github.com/elevanaltd/debate-hall-mcp)
**THE PROBLEMS**
1. When approaching problems, a ... | 2026-01-03T12:05:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q2t0tn/debate_hall_mcp_server_multiagent_decision_making/ | sbuswell | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2t0tn | false | null | t3_1q2t0tn | /r/LocalLLaMA/comments/1q2t0tn/debate_hall_mcp_server_multiagent_decision_making/ | false | false | self | 2 | null |
what is the best uncensored ai product? | 0 | curious what you guys think is the best uncensored llm provider | 2026-01-03T12:03:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q2szze/what_is_the_best_uncensored_ai_product/ | aidonic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2szze | false | null | t3_1q2szze | /r/LocalLLaMA/comments/1q2szze/what_is_the_best_uncensored_ai_product/ | false | false | self | 0 | null |
Text classification | 2 | What do you use for vanilla text classification these days?
Old BERT models or a modern 1B-7B, or higher?
Also what can work well for classifiers inside agentic frameworks? | 2026-01-03T11:56:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q2sv1u/text_classification/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2sv1u | false | null | t3_1q2sv1u | /r/LocalLLaMA/comments/1q2sv1u/text_classification/ | false | false | self | 2 | null |
Wen GLM MTP support in llama.cpp? | 1 | As usual I am unable to follow the discussions on llama.cpp github repo, so I am asking to you knowledgeable localllama people: did llama.cpp add support for GLM speculative decoding layers blk.\*.nextn.\*? If so, where can I find the relevant discussions? If no, would the community be interested in it? | 2026-01-03T11:48:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q2sqh8/wen_glm_mtp_support_in_llamacpp/ | insulaTropicalis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2sqh8 | false | null | t3_1q2sqh8 | /r/LocalLLaMA/comments/1q2sqh8/wen_glm_mtp_support_in_llamacpp/ | false | false | self | 1 | null |
ElevenLabs is killing my budget. What are the best "hidden gem" alternatives for documentary style TTS? | 217 | Hi everyone, I'm running a YouTube channel focused on "War Economics" and "History". I've been using ElevenLabs (Marcus voice) and the quality is amazing, but the pricing is unsustainable for long-form content (8-10 min videos).
I've tried the usual suspects (Murf, Play.ht) but they sound too robotic or corporate.
**... | 2026-01-03T11:31:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q2sfwx/elevenlabs_is_killing_my_budget_what_are_the_best/ | Ancient_Routine8576 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2sfwx | false | null | t3_1q2sfwx | /r/LocalLLaMA/comments/1q2sfwx/elevenlabs_is_killing_my_budget_what_are_the_best/ | false | false | self | 217 | null |
Production Hybrid Retrieval: 48% better accuracy with BM25 + FAISS on a single t3.medium | 8 | Sharing our hybrid retrieval system that serves 127k+ queries on a single AWS Lightsail instance (no GPU needed for embeddings, optional for reranking).
**Stack**:
- Embeddings: all-MiniLM-L6-v2 (22M params, CPU-friendly)
- Reranker: ms-marco-MiniLM-L-6-v2 (cross-encoder)
- Infrastructure: t3.m... | 2026-01-03T11:29:08 | https://www.reddit.com/r/LocalLLaMA/comments/1q2seed/production_hybrid_retrieval_48_better_accuracy/ | Ok-Blacksmith-8257 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2seed | false | null | t3_1q2seed | /r/LocalLLaMA/comments/1q2seed/production_hybrid_retrieval_48_better_accuracy/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'rSDpfts3wFxI57UfKBsxthrWjcz92x7QGd4RMtsw2ug', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rSDpfts3wFxI57UfKBsxthrWjcz92x7QGd4RMtsw2ug.png?width=108&crop=smart&auto=webp&s=046686badcd6a09f14580c62cb7516cf6caec87d', 'width': 108}, {'height': 108, 'url': 'h... |
ALERT: Antigravity IDE is swapping models secretly? Selected "Claude 4.5 Thinking" but the model admits it is Gemini. | 0 | 2026-01-03T11:15:35 | NoChoice4595 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q2s66s | false | null | t3_1q2s66s | /r/LocalLLaMA/comments/1q2s66s/alert_antigravity_ide_is_swapping_models_secretly/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '99vhxphya4bg1', 'resolutions': [{'height': 133, 'url': 'https://preview.redd.it/99vhxphya4bg1.png?width=108&crop=smart&auto=webp&s=2107a72c270394ed30ef6a7e47d1f65dd4ba00ec', 'width': 108}, {'height': 267, 'url': 'https://preview.redd.it/99vhxphya4bg1.png?width=216&crop=smart&auto=we... | ||
Don't sleep on granite 4 small if you got an 8+32+ system | 108 | My device: a thinkpad p15 with 32gb of ram and a 8gb quadro. Usually only really good enough for the 7-8b class.
The setup:
* Use a MoE;
* Keep all experts in CPU (llama.cpp parameter);
* This leaves you with VRAM to spare. Set the context length so it \~fills it up
The result:
* \~200k context (f16 kv cache)
* \~... | 2026-01-03T11:11:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q2s3hp/dont_sleep_on_granite_4_small_if_you_got_an_832/ | Zestyclose-Shift710 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2s3hp | false | null | t3_1q2s3hp | /r/LocalLLaMA/comments/1q2s3hp/dont_sleep_on_granite_4_small_if_you_got_an_832/ | false | false | 108 | null | |
Local programming vs cloud | 8 | I'm personally torn.
Not sure if going 1 or 2 NV 96GB cards is even worth it. Seems that having 96 or 192 doesn't change much effectively compared to 32GB if one wants to run a local model for coding to avoid cloud - cloud being so much better in quality and speed.
Going for 1TB local RAM and do CPU inference might... | 2026-01-03T10:50:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q2rqom/local_programming_vs_cloud/ | Photo_Sad | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2rqom | false | null | t3_1q2rqom | /r/LocalLLaMA/comments/1q2rqom/local_programming_vs_cloud/ | false | false | self | 8 | null |
JAILBREAK PROMPT: very high success rate for all Ai Language Models. Copy and paste all. Vortex Mathematics | 1 | [removed] | 2026-01-03T09:46:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q2qp7z/jailbreak_prompt_very_high_success_rate_for_all/ | luvlife5115 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2qp7z | false | null | t3_1q2qp7z | /r/LocalLLaMA/comments/1q2qp7z/jailbreak_prompt_very_high_success_rate_for_all/ | false | false | self | 1 | null |
WhisperNote — a simple local Whisper-based transcription app (Windows) | 21 | Hi everyone.
I’ve been working on a small personal project called WhisperNote. It’s a simple Windows desktop app for local audio transcription using OpenAI Whisper.
The main goal was not to build “the best” tool, but a clean and straightforward one: press record or drop an audio file — get text.
All processing happe... | 2026-01-03T09:44:46 | _fortexe | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q2qo2u | false | null | t3_1q2qo2u | /r/LocalLLaMA/comments/1q2qo2u/whispernote_a_simple_local_whisperbased/ | false | false | default | 21 | {'enabled': True, 'images': [{'id': 'wcbalo8cu3bg1', 'resolutions': [{'height': 64, 'url': 'https://preview.redd.it/wcbalo8cu3bg1.png?width=108&crop=smart&auto=webp&s=e0ab24a57c7b4413f2b97448985433c22f4f2c80', 'width': 108}, {'height': 128, 'url': 'https://preview.redd.it/wcbalo8cu3bg1.png?width=216&crop=smart&auto=web... | |
Let your grandmother run LLama models on her own device | 0 | Everyone deserves AI, after 6 months of work I published [Brain Pocket](https://pocketbrain.app) \- the easiest way on earth to run LLMs that you own, directly on your device - no back-end required.
You just open the website, choose the model you want to run from the list of open-source models, download it once w... | 2026-01-03T09:43:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q2qnix/let_your_grandmother_run_llama_models_on_her_own/ | Maleficent-Acadia736 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2qnix | false | null | t3_1q2qnix | /r/LocalLLaMA/comments/1q2qnix/let_your_grandmother_run_llama_models_on_her_own/ | false | false | 0 | null | |
the best ai tools for students that aren't chatgpt | 1 | [removed] | 2026-01-03T08:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q2pvpj/the_best_ai_tools_for_students_that_arent_chatgpt/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2pvpj | false | null | t3_1q2pvpj | /r/LocalLLaMA/comments/1q2pvpj/the_best_ai_tools_for_students_that_arent_chatgpt/ | false | false | self | 1 | null |
LLMeQueue: let me queue LLM requests from my GPU - local or over the internet | 4 | Hi everyone,
I am working on a PoC project where I need to generate a fairly large number of embeddings and chat completions during development. Since I have an NVIDIA GPU (5060Ti) available locally, I was thinking about setting up a lightweight public server that only receives requests, while a locally running worker... | 2026-01-03T08:46:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q2pqdd/llmequeue_let_me_queue_llm_requests_from_my_gpu/ | PromptAndHope | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2pqdd | false | null | t3_1q2pqdd | /r/LocalLLaMA/comments/1q2pqdd/llmequeue_let_me_queue_llm_requests_from_my_gpu/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'TMhFZib_9Tkmr1t3djiSXM6IKMNQBCchHTWSNJakhIA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TMhFZib_9Tkmr1t3djiSXM6IKMNQBCchHTWSNJakhIA.png?width=108&crop=smart&auto=webp&s=962b3dc79493d7f07a3f48469ff190cb71b67df9', 'width': 108}, {'height': 108, 'url': 'h... |
MiniMax-M2.1 Uncensored: PRISM Advanced Abliteration | 61 | 2026-01-03T08:45:29 | https://huggingface.co/Ex0bit/MiniMax-M2.1-PRISM | Maxious | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q2ppkb | false | null | t3_1q2ppkb | /r/LocalLLaMA/comments/1q2ppkb/minimaxm21_uncensored_prism_advanced_abliteration/ | false | false | default | 61 | {'enabled': False, 'images': [{'id': 'AAFIDX32Yo3yBOTXBXkwbpmtKeh886wBWSOhkOds4Pc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/AAFIDX32Yo3yBOTXBXkwbpmtKeh886wBWSOhkOds4Pc.png?width=108&crop=smart&auto=webp&s=f97462dc7858d373c75c03df6af1035d907549a2', 'width': 108}, {'height': 116, 'url': 'h... | |
GLM-4.7-REAP-50-W4A16: 50% Expert-Pruned + INT4 Quantized GLM-4 (179B params, ~92GB) | 175 | 2026-01-03T08:43:56 | https://huggingface.co/0xSero/GLM-4.7-REAP-50-W4A16 | Maxious | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q2pons | false | null | t3_1q2pons | /r/LocalLLaMA/comments/1q2pons/glm47reap50w4a16_50_expertpruned_int4_quantized/ | false | false | 175 | {'enabled': False, 'images': [{'id': 'RT6xZIQ5U8h3GMBsKzEeqHJyXy63I2_XP8TVKTT_Hvg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/RT6xZIQ5U8h3GMBsKzEeqHJyXy63I2_XP8TVKTT_Hvg.png?width=108&crop=smart&auto=webp&s=a43316bc524ba74441325ba5ab4052255bfdb2b4', 'width': 108}, {'height': 116, 'url': 'h... | ||
Glm4.7 + CC not bad | 36 | I genuinely think it's pretty good this time - GLM4.7 + CC is actually somewhat close to 4.5 Sonnet, or more accurately I'd say it's on par with 4 Sonnet. I'm subscribed to the middle-tier plan.
I tested it with a project that has a Python backend and TypeScript frontend, asking it to add a feature that involved both ... | 2026-01-03T08:10:55 | https://www.reddit.com/r/LocalLLaMA/comments/1q2p5dh/glm47_cc_not_bad/ | Federal_Spend2412 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2p5dh | false | null | t3_1q2p5dh | /r/LocalLLaMA/comments/1q2p5dh/glm47_cc_not_bad/ | false | false | self | 36 | null |
nanbeige4 is an incredible model for running locally | 28 | Feels like a deepseek moment might hae slipped most people by
nanbeige (weird nam- apparently chosen to be bland/uninteresting)
..It's very interesting! basically 3 invalidating most 30B models.
(you can find it ridiculously high on for a 3B model on this chart)
https://eqbench.com/creative_writing.html
I'm stoked... | 2026-01-03T08:06:54 | https://www.reddit.com/r/LocalLLaMA/comments/1q2p2wa/nanbeige4_is_an_incredible_model_for_running/ | Revolutionalredstone | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2p2wa | false | null | t3_1q2p2wa | /r/LocalLLaMA/comments/1q2p2wa/nanbeige4_is_an_incredible_model_for_running/ | false | false | self | 28 | null |
Open-sourced the workflow pattern that made Manus worth $2B — works with Claude Code | 0 | Meta just paid $2 billion for Manus. Their secret isn't a fancy model — it's context engineering.
The problem: AI agents forget goals after many tool calls. Context bloats. Errors disappear. Tasks drift.
Their solution is dead simple — 3 markdown files:
* `task_plan.md` → track progress with checkboxes
* [`notes.md`... | 2026-01-03T08:01:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q2ozfd/opensourced_the_workflow_pattern_that_made_manus/ | Signal_Question9074 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2ozfd | false | null | t3_1q2ozfd | /r/LocalLLaMA/comments/1q2ozfd/opensourced_the_workflow_pattern_that_made_manus/ | false | false | 0 | null | |
Built a fully local AI assistant with long-term memory, tool orchestration, and a 3D UI (runs on a GTX 1650) | 97 | I’ve been working on a personal project called ATOM — a fully local AI assistant designed more like an operating system for intelligence than a chatbot.
Everything runs locally. No cloud inference.
Key components:
- Local LLM via LM Studio (currently Qwen3-VL-4B, vision + tool calling)
- Tool orchestration (system in... | 2026-01-03T07:42:14 | https://www.reddit.com/gallery/1q2onpg | atif_dev | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2onpg | false | null | t3_1q2onpg | /r/LocalLLaMA/comments/1q2onpg/built_a_fully_local_ai_assistant_with_longterm/ | false | false | 97 | null | |
What is the smartest uncensored nsfw LLM you can run with 20GB VRAM and 24GB RAM | 179 | I am looking for something that can stay in character and be fast but also creative. I am looking for models that i can run locally and at decent speed. Just need something that is smart and uncensored. | 2026-01-03T07:04:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q2o033/what_is_the_smartest_uncensored_nsfw_llm_you_can/ | Death_12_35_taken | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2o033 | false | null | t3_1q2o033 | /r/LocalLLaMA/comments/1q2o033/what_is_the_smartest_uncensored_nsfw_llm_you_can/ | false | false | nsfw | 179 | null |
Testing (c/t)^n as a semantic grounding diagnostic - Asked 3 frontier AIs to review my book about semantic grounding. All made the same error - proving the thesis. | 0 | LLMs fail at semantic grounding because they confuse proximity (pattern matching) with position (actual location in meaning-space). The core formula is (c/t)\^n - a skip ratio that measures how much you DON'T have to search when you're grounded.
I asked Claude, Gemini, and Grok to review the full book on this. All t... | 2026-01-03T06:08:28 | https://www.reddit.com/r/LocalLLaMA/comments/1q2myvr/testing_ctn_as_a_semantic_grounding_diagnostic/ | LiteratureAlive867 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2myvr | false | null | t3_1q2myvr | /r/LocalLLaMA/comments/1q2myvr/testing_ctn_as_a_semantic_grounding_diagnostic/ | false | false | self | 0 | null |
Hotel Reservation SQL | 2 | I'm looking for help with creating a small database and reservation system for a hotel with a few rooms and employees.
I have a basic understanding of databases (how they work, the meaning of different options, etc.), but building a proper system seems a bit overwhelming to me, even though the tables, fields, and data... | 2026-01-03T05:21:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q2m2b4/hotel_reservation_sql/ | SeparatePoet7686 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2m2b4 | false | null | t3_1q2m2b4 | /r/LocalLLaMA/comments/1q2m2b4/hotel_reservation_sql/ | false | false | self | 2 | null |
Cheapest way to use GPU providers to make my own Gemini/ChatGPT/Claude? | 0 | I am using hyperstack right now and it's much more convenient than Runpod or other GPU providers but the downside is that the data storage costs so much. I am thinking of using Cloudfare/Wasabi/AWS S3 instead. Does anyone have tips on minimizing the cost for building my own Gemini with GPU providers? I don't have money... | 2026-01-03T05:19:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q2m157/cheapest_way_to_use_gpu_providers_to_make_my_own/ | gobears789123 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2m157 | false | null | t3_1q2m157 | /r/LocalLLaMA/comments/1q2m157/cheapest_way_to_use_gpu_providers_to_make_my_own/ | false | false | self | 0 | null |
Chinny — the unlimited, on-device voice cloner — just dropped on iOS! (macOS version pending review 👀) | 10 | macOS version released! Same link at [https://apps.apple.com/us/app/chinny-offline-voice-cloner/id6753816417](https://apps.apple.com/us/app/chinny-offline-voice-cloner/id6753816417)
\------
Chinny is an on-device voice cloning app for iOS and macOS, powered by a SoTA AI voice-cloning model (Chatterbox). It runs fully... | 2026-01-03T04:59:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q2lm5a/chinny_the_unlimited_ondevice_voice_cloner_just/ | Tingxiaojue | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2lm5a | false | null | t3_1q2lm5a | /r/LocalLLaMA/comments/1q2lm5a/chinny_the_unlimited_ondevice_voice_cloner_just/ | false | false | self | 10 | {'enabled': False, 'images': [{'id': 'iNDM-52klhSKPCGjZoP0ODll_caIe6IsMg4zOI4TGkk', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/iNDM-52klhSKPCGjZoP0ODll_caIe6IsMg4zOI4TGkk.jpeg?width=108&crop=smart&auto=webp&s=d44b5ee7eb0094c9c7a44e553b6ee79d5f4dd10f', 'width': 108}, {'height': 113, 'url': '... |
my secret weapon for writing "unfiltered" fiction | 1 | [removed] | 2026-01-03T04:56:03 | https://www.reddit.com/r/LocalLLaMA/comments/1q2ljyq/my_secret_weapon_for_writing_unfiltered_fiction/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2ljyq | false | null | t3_1q2ljyq | /r/LocalLLaMA/comments/1q2ljyq/my_secret_weapon_for_writing_unfiltered_fiction/ | false | false | self | 1 | null |
Don’t sleep on Korean LLMs. Benchmarks aren’t everything | 0 | 2026-01-03T04:50:10 | https://www.reddit.com/gallery/1q2lflq | jacek2023 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2lflq | false | null | t3_1q2lflq | /r/LocalLLaMA/comments/1q2lflq/dont_sleep_on_korean_llms_benchmarks_arent/ | false | false | 0 | null | ||
Would you buy a pretrained, customizable LLM Lovebot? (Sample output inside) | 0 | 2026-01-03T04:16:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q2kqf6/would_you_buy_a_pretrained_customizable_llm/ | Coco4Tech69 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2kqf6 | false | null | t3_1q2kqf6 | /r/LocalLLaMA/comments/1q2kqf6/would_you_buy_a_pretrained_customizable_llm/ | false | false | 0 | null | ||
How is Cloud Inference so cheap | 100 | How do cloud inference companies like DeepInfra, Together, Chutes, Novita etc manage to be in profit regarding to the price of the GPUs/electricity and the fact that I guess it's difficult to have always someone to serve ? | 2026-01-03T03:37:13 | https://www.reddit.com/r/LocalLLaMA/comments/1q2jwsn/how_is_cloud_inference_so_cheap/ | VolkoTheWorst | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2jwsn | false | null | t3_1q2jwsn | /r/LocalLLaMA/comments/1q2jwsn/how_is_cloud_inference_so_cheap/ | false | false | self | 100 | null |
For those of you who bought DGX OS hardware (e.g. Spark) for local LLM, did all of you flash Ubuntu (or some distro) into it to replace DGX OS to remove the telemetry among other bloats? | 0 | For a while, Spark and similar hardware have been talk of the town around YouTube, reddit, Hackernews, etc., or at least I've been exposed to it (non-ads) a lot for local solution. (I understand that there are other solutions out there, but Spark-like solutions came with convenience, performance, specs, among other qua... | 2026-01-03T03:13:15 | https://www.reddit.com/gallery/1q2jdkr | jinnyjuice | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2jdkr | false | null | t3_1q2jdkr | /r/LocalLLaMA/comments/1q2jdkr/for_those_of_you_who_bought_dgx_os_hardware_eg/ | false | false | 0 | null | |
Part 4 (Finale): Building LLMs from Scratch – Evaluation & Deployment [Follow-up to Parts 1, thru 3] | 19 | I’m excited to share **Part 4** (and the final part) of my series on building an LLM from scratch.
This installment covers the “okay, but does it *work*?” phase: evaluation, testing, and deployment - taking the trained models from Part 3 and turning them into something you can validate, iterate on, and actually share/... | 2026-01-03T03:10:03 | https://www.reddit.com/r/LocalLLaMA/comments/1q2jazd/part_4_finale_building_llms_from_scratch/ | amitbahree | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2jazd | false | null | t3_1q2jazd | /r/LocalLLaMA/comments/1q2jazd/part_4_finale_building_llms_from_scratch/ | false | false | self | 19 | null |
LoongFlow: Better than Goolge AlphaEvolve | 0 | Let's be real: Frameworks like **OpenEvolve** are essentially "brute-force guessing". It’s inefficient, expensive, and frankly, obsolete.
We built **LoongFlow** to kill the random walk. It injects a **Cognitive Core (Plan-Execute-Summarize)** into the evolutionary loop.
https://preview.redd.it/ovf6lowvp1bg1.png?width... | 2026-01-03T02:32:04 | https://www.reddit.com/r/LocalLLaMA/comments/1q2igb0/loongflow_better_than_goolge_alphaevolve/ | FreshmanDD | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2igb0 | false | null | t3_1q2igb0 | /r/LocalLLaMA/comments/1q2igb0/loongflow_better_than_goolge_alphaevolve/ | false | false | 0 | null | |
I'm new at local AI, I have a question regarding Mini PCs vs Super AI Computers. | 0 | I see that you can make a Mega-PC with a lot of Nvidia GPUs as pewdiepie did (to give an example), but I also see these mini PCs with shared RAM between the system and the integrated graphics. The thing is that with these mini PCs you can run insanely large models due to the amount of vram you can give to the GPU, so, ... | 2026-01-03T02:29:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q2iedp/im_new_at_local_ai_i_have_a_question_regarding/ | Fast-Cheetah9944 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2iedp | false | null | t3_1q2iedp | /r/LocalLLaMA/comments/1q2iedp/im_new_at_local_ai_i_have_a_question_regarding/ | false | false | self | 0 | null |
Lynkr - Multi-Provider LLM Proxy | 0 | Quick share for anyone interested in LLM infrastructure:
Hey folks! Sharing an open-source project that might be useful:
Lynkr connects AI coding tools (like Claude Code) to multiple LLM providers with intelligent routing.
Key features:
- Route between multiple providers: Databricks, Azure Ai Foundry, OpenRouter, Ollam... | 2026-01-03T02:18:08 | https://www.reddit.com/r/LocalLLaMA/comments/1q2i52u/lynkr_multiprovider_llm_proxy/ | Dangerous-Dingo-5169 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2i52u | false | null | t3_1q2i52u | /r/LocalLLaMA/comments/1q2i52u/lynkr_multiprovider_llm_proxy/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Vsg4lp_ajDq4m01zl69vW4dXXjvf1iKsvq-A-6AMVKQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Vsg4lp_ajDq4m01zl69vW4dXXjvf1iKsvq-A-6AMVKQ.png?width=108&crop=smart&auto=webp&s=2de5bdff29078235e3d0fd791308761fc89d5675', 'width': 108}, {'height': 108, 'url': 'h... |
I got almost Maya' running LOCALLY on an RTX 3090 | 0 | 2026-01-03T02:07:14 | https://www.youtube.com/watch?v=G6VWUA5KwCg | Legion10008 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q2hwfa | false | {'oembed': {'author_name': 'Combo_ai_news', 'author_url': 'https://www.youtube.com/@Combo_ai_news', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/G6VWUA5KwCg?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyro... | t3_1q2hwfa | /r/LocalLLaMA/comments/1q2hwfa/i_got_almost_maya_running_locally_on_an_rtx_3090/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'WNhMdw4UsHSvqatBomUtwsdi5PXP8TWqOAHzUyNGXAU', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/WNhMdw4UsHSvqatBomUtwsdi5PXP8TWqOAHzUyNGXAU.jpeg?width=108&crop=smart&auto=webp&s=4ff6e8e92880e387704f802b2ebf450d628c382a', 'width': 108}, {'height': 162, 'url': '... | ||
Integrated Mistral Nemo (12B) into a custom Space Discovery Engine (Project ARIS) for local anomaly detection. | 2 | Just wanted to share a real-world use case for local LLMs. I’ve built a discovery engine called Project ARIS that uses Mistral Nemo as a reasoning layer for astronomical data.
The Stack:
Model: Mistral Nemo 12B (Q4\_K\_M) running via Ollama.
Hardware: Lenovo Yoga 7 (Ryzen AI 7, 24GB RAM) on Nobara Linux.
Integratio... | 2026-01-03T02:04:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q2hugu/integrated_mistral_nemo_12b_into_a_custom_space/ | Limp-Regular3741 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2hugu | false | null | t3_1q2hugu | /r/LocalLLaMA/comments/1q2hugu/integrated_mistral_nemo_12b_into_a_custom_space/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'oZ3lsfEdAZ3IdibEPNvDHZx6kMR6A1FYnczVbnMWKYA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/oZ3lsfEdAZ3IdibEPNvDHZx6kMR6A1FYnczVbnMWKYA.png?width=108&crop=smart&auto=webp&s=ecbbc2d6c5487a8064e66df26bf30201a85ad369', 'width': 108}, {'height': 108, 'url': 'h... |
Is it okay to use RAM without heatsink for Local LLM? | 0 | Like this one [here](https://www.ebay.com.au/itm/336372468939) | 2026-01-03T01:36:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q2h809/is_it_okay_to_use_ram_without_heatsink_for_local/ | CaregiverFormal6238 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2h809 | false | null | t3_1q2h809 | /r/LocalLLaMA/comments/1q2h809/is_it_okay_to_use_ram_without_heatsink_for_local/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'lkMVRirMwATfX35aV70K_VRCuwwgojQ23mO-xJmXIkg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/lkMVRirMwATfX35aV70K_VRCuwwgojQ23mO-xJmXIkg.jpeg?width=108&crop=smart&auto=webp&s=8120c296fce9e6ff70a4f72c7cbafd70c3cac882', 'width': 108}, {'height': 216, 'url': ... |
Best local TTS | 1 | Best local TTS model and framework with a variety of good voices? | 2026-01-03T01:27:53 | https://www.reddit.com/r/LocalLLaMA/comments/1q2h0gy/best_local_tts/ | Vegetable_Sun_9225 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2h0gy | false | null | t3_1q2h0gy | /r/LocalLLaMA/comments/1q2h0gy/best_local_tts/ | false | false | self | 1 | null |
Problems with LM Studio Macbook m5 24gb ram | 1 | So I get errors like the following
The model has crashed without additional information. (Exit code: 6)
or
Error in iterating prediction stream: RuntimeError: \[metal::Device\] Unable to load kernel affine\_qmm\_t\_nax\_bfloat16\_t\_gs\_64\_b\_8\_bm64\_bn64\_bk64\_wm2\_wn2\_alN\_true\_batch\_0
I have tried diff... | 2026-01-03T01:25:05 | https://www.reddit.com/r/LocalLLaMA/comments/1q2gy3o/problems_with_lm_studio_macbook_m5_24gb_ram/ | Stoic_Coder012 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2gy3o | false | null | t3_1q2gy3o | /r/LocalLLaMA/comments/1q2gy3o/problems_with_lm_studio_macbook_m5_24gb_ram/ | false | false | self | 1 | null |
Tech prices in AI times | 0 | During the turmoil in regards to AI hardware prices, in the meantime becuse of extreme demand it seems cutomers in some contries are on waiting lists for the state of the arts China EVs, but prices are still amazingly good.
What prohhinits tech companies in contries like China , Japan or other in producing someth... | 2026-01-03T01:23:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q2gx0y/tech_prices_in_ai_times/ | Highwaytothebeach | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2gx0y | false | null | t3_1q2gx0y | /r/LocalLLaMA/comments/1q2gx0y/tech_prices_in_ai_times/ | false | false | self | 0 | null |
tired of "prompt engineering"? try these tools instead | 1 | [removed] | 2026-01-03T00:56:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q2g9vm/tired_of_prompt_engineering_try_these_tools/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2g9vm | false | null | t3_1q2g9vm | /r/LocalLLaMA/comments/1q2g9vm/tired_of_prompt_engineering_try_these_tools/ | false | false | self | 1 | null |
Has anyone successfully vibe coded and stitched together multiple large open source projects? | 0 | I'm currently integrating 25-30 open source projects which are very large in their own right vibe coding with agents into a larger mega project. Each of these projects has been carefully selected as a dependency to fill a specific role with DRY principles, each one tackles their own responsibilities, and any that overl... | 2026-01-03T00:43:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q2fzii/has_anyone_successfully_vibe_coded_and_stitched/ | jazir555 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2fzii | false | null | t3_1q2fzii | /r/LocalLLaMA/comments/1q2fzii/has_anyone_successfully_vibe_coded_and_stitched/ | false | false | self | 0 | null |
Are there any* frontends that allow you to view top token probabilities? | 2 | *other than mikupad and sillytavern
I'm using Qwen3 vl 8b with llama.cpp to OCR text from japanese artwork, it's the most accurate model for this that i've tried, but it still sometimes gets a character wrong or omits it entirely. I'm sure the correct prediction is somewhere in the top tokens, so if i had access to th... | 2026-01-03T00:11:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q2f8c9/are_there_any_frontends_that_allow_you_to_view/ | Velocita84 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2f8c9 | false | null | t3_1q2f8c9 | /r/LocalLLaMA/comments/1q2f8c9/are_there_any_frontends_that_allow_you_to_view/ | false | false | self | 2 | null |
I got frustrated dealing with massive responses from many MCPs and threw something together over the last couple days... it might help you too. Or not! | 11 | Hey /r/LocalLlama, I spent the last couple of days working on a little personal project and figured I’d share.
https://github.com/samteezy/mcp-context-proxy/
Background:
As a relatively low-investment homelabber, I'm always battling context size and chasing optimal prompt processing/token generation speeds.
I don’t... | 2026-01-02T23:53:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q2et07/i_got_frustrated_dealing_with_massive_responses/ | steezy13312 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2et07 | false | null | t3_1q2et07 | /r/LocalLLaMA/comments/1q2et07/i_got_frustrated_dealing_with_massive_responses/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': '3jgfXcWtf8VgulbRCJ6S_13Agop9rmJNZKqeoOPrtNQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/3jgfXcWtf8VgulbRCJ6S_13Agop9rmJNZKqeoOPrtNQ.png?width=108&crop=smart&auto=webp&s=c5c296a62e8c2f58e6543c81d9374bc411019809', 'width': 108}, {'height': 108, 'url': 'h... |
My New Year's resolution was to add Docker support. Only 2 days late. Audiobook Maker v1.1.0 | 22 | Hey r/LocalLLaMA!
About three weeks ago I shared my passion project here - an app to create audiobooks from text using local TTS engines like XTTS and Chatterbox. [https://www.reddit.com/r/LocalLLaMA/comments/1piduwm/i\_wanted\_audiobooks\_of\_stories\_that\_dont\_exist\_so/](https://www.reddit.com/r/LocalLLaMA/commen... | 2026-01-02T23:32:12 | https://www.reddit.com/gallery/1q2eau3 | DigiJoe79 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2eau3 | false | null | t3_1q2eau3 | /r/LocalLLaMA/comments/1q2eau3/my_new_years_resolution_was_to_add_docker_support/ | false | false | 22 | null | |
Transformer fMRI - Code and Methodology | 3 | \## T-Scan: A Practical Method for Visualizing Transformer Internals
GitHub: [https://github.com/Bradsadevnow/TScan](https://github.com/Bradsadevnow/TScan)
Hello! I’ve developed a technique for inspecting and visualizing the internal activations of transformer models, which I’ve dubbed \*\*T-Scan\*\*.
This pro... | 2026-01-02T23:24:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q2e42a/transformer_fmri_code_and_methodology/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2e42a | false | null | t3_1q2e42a | /r/LocalLLaMA/comments/1q2e42a/transformer_fmri_code_and_methodology/ | false | false | self | 3 | null |
ASUS officially announces price hikes from January 5, right before CES 2026 | 90 | 2026-01-02T22:53:19 | https://videocardz.com/newz/asus-officially-announces-price-hikes-from-january-5-right-before-ces-2026 | HumanDrone8721 | videocardz.com | 1970-01-01T00:00:00 | 0 | {} | 1q2dcje | false | null | t3_1q2dcje | /r/LocalLLaMA/comments/1q2dcje/asus_officially_announces_price_hikes_from/ | false | false | default | 90 | {'enabled': False, 'images': [{'id': 'e0KouFF887lm3A9dV6mq_44cYZmQvCh1I3h_7LTZz8c', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/e0KouFF887lm3A9dV6mq_44cYZmQvCh1I3h_7LTZz8c.jpeg?width=108&crop=smart&auto=webp&s=7bd53c4b8ade298342297d1528fb9696ef90b658', 'width': 108}, {'height': 112, 'url': '... | |
Built 22 AI/ML templates so you don’t have to manage infrastructure - Beta live | 1 | [removed] | 2026-01-02T22:12:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q2cbc7/built_22_aiml_templates_so_you_dont_have_to/ | HelpingForDoughnuts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2cbc7 | false | null | t3_1q2cbc7 | /r/LocalLLaMA/comments/1q2cbc7/built_22_aiml_templates_so_you_dont_have_to/ | false | false | self | 1 | null |
DGX Spark Rack Setup and Cooling Solution | 1 | If you own a DGX Spark you know that it can get pretty toasty during training runs. I built a DeskPI Rack and hooked up an automated temperature controller that controls the fan speed based on the case temperature. At below 30C the fans are off and at 35C the fans are on full blast. With this setup I am able to keep... | 2026-01-02T22:05:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q2c520/dgx_spark_rack_setup_and_cooling_solution/ | MLisdabomb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2c520 | false | null | t3_1q2c520 | /r/LocalLLaMA/comments/1q2c520/dgx_spark_rack_setup_and_cooling_solution/ | false | false | 1 | null | |
Where are Turkish Users? | 0 | Im looking for Turkish users who can help me for the local Ai. Why are there no Turkish forum communities about local artificial intelligence in Turkey :( | 2026-01-02T22:02:57 | https://www.reddit.com/r/LocalLLaMA/comments/1q2c32a/where_are_turkish_users/ | Informal_Secret_3120 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2c32a | false | null | t3_1q2c32a | /r/LocalLLaMA/comments/1q2c32a/where_are_turkish_users/ | false | false | self | 0 | null |
Thoughts on AI Hardware | 0 | DGX Spark for an AI workstation/CUDA workflow networked to a Threadripper machine w/RTX PRO 6000... If I put an Nvidia Connect-X7 NIC in the threadripper box (MCX75310AAS-NEAT) would the RTX PRO 6000 support RDMA? Would I be able to use the Threadripper box for training and inference in such a setup? | 2026-01-02T21:13:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q2atax/thoughts_on_ai_hardware/ | irchashtag | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2atax | false | null | t3_1q2atax | /r/LocalLLaMA/comments/1q2atax/thoughts_on_ai_hardware/ | false | false | self | 0 | null |
My locally running Paligemma2 doesn't want to "DETECT" anything | 2 | Hi, hopefully this question is not really off topic. Currently I am working on project where I am trying to implement multiple models like paligemma, florence, qwen and internvl to detect illegal activity in CCTV video with django app. I have this weird problem with **paligemma2-3b-mix-224** or **paligemma2-3b-pt-224**... | 2026-01-02T21:01:12 | https://www.reddit.com/r/LocalLLaMA/comments/1q2ahu3/my_locally_running_paligemma2_doesnt_want_to/ | BorooBoss | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2ahu3 | false | null | t3_1q2ahu3 | /r/LocalLLaMA/comments/1q2ahu3/my_locally_running_paligemma2_doesnt_want_to/ | false | false | 2 | null | |
🍳 Cook High Quality Custom GGUF Dynamic Quants — right from your web browser | 15 | I've just published a web front-end that wraps the GGUF Tool Suite's `quant_assign.py` so you can produce high-quality dynamic GGUF quants without touching the command line. Everything is integrated in the browser: upload or pick calibration/deg CSVs, tune advanced options in a friendly UI, and export a `.recipe` tuned... | 2026-01-02T20:59:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q2afpr/cook_high_quality_custom_gguf_dynamic_quants/ | Thireus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2afpr | false | null | t3_1q2afpr | /r/LocalLLaMA/comments/1q2afpr/cook_high_quality_custom_gguf_dynamic_quants/ | false | false | self | 15 | null |
the "no-gatekeeping" guide to ai for solo founders | 1 | [removed] | 2026-01-02T20:55:59 | https://www.reddit.com/r/LocalLLaMA/comments/1q2acti/the_nogatekeeping_guide_to_ai_for_solo_founders/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2acti | false | null | t3_1q2acti | /r/LocalLLaMA/comments/1q2acti/the_nogatekeeping_guide_to_ai_for_solo_founders/ | false | false | self | 1 | null |
Is there a heretic nemotron-3-nano yet? | 0 | Like the title says, can’t find one on huggingface yet, so wasn’t sure if there’s somewhere else to find one by chance. | 2026-01-02T19:53:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q28q3t/is_there_a_heretic_nemotron3nano_yet/ | Deez_Nuts2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q28q3t | false | null | t3_1q28q3t | /r/LocalLLaMA/comments/1q28q3t/is_there_a_heretic_nemotron3nano_yet/ | false | false | self | 0 | null |
Local LLMs for agents vs chatbots: Is the "type and wait for text" era ending? | 0 | I'm going to make a prediction that sounds insane.
By 2026, chatbots are officially dead.
Not the technology itself. The EXPERIENCE.
We're going to look back at 2024 and 2025, all that time we spent typing paragraphs into a box and waiting for walls of text, and realize how absolutely broken that was.
Because the fut... | 2026-01-02T19:37:20 | https://v.redd.it/7w2unjlznzag1 | Top_Structure_1805 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q28agr | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/7w2unjlznzag1/DASHPlaylist.mpd?a=1769974651%2CNzZlMTM3MzIzYjI2NTE1YWY2ZGEzZjAzMTZiY2VlYzJkMjgyMTQ2NWM3YjY4ZDE5YWVkNDk0ZmE4OGUyYmY2OA%3D%3D&v=1&f=sd', 'duration': 56, 'fallback_url': 'https://v.redd.it/7w2unjlznzag1/CMAF_720.mp4?source=fallback', 'ha... | t3_1q28agr | /r/LocalLLaMA/comments/1q28agr/local_llms_for_agents_vs_chatbots_is_the_type_and/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'bjZ1NDlwcHpuemFnMUQrd__SjC172ftcisIs0GwQgG32kSAIE2FFlu9tFgJl', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/bjZ1NDlwcHpuemFnMUQrd__SjC172ftcisIs0GwQgG32kSAIE2FFlu9tFgJl.jpeg?width=108&crop=smart&format=pjpg&auto=webp&s=801b86ab8b917945d50d4df6253c185a739... | |
Can ontological stratification eliminate paradox and deceptive equilibria in AI systems? | 0 | # [](https://www.reddit.com/r/ArtificialInteligence/?f=flair_name%3A%22Discussion%22)The real ceiling in current models — stratified grounding removes it permanently (prove me wrong)
Traditional AI ceiling: Truth is representable and optimizable → self-reference opens the door to undecidability (brittleness, hallucina... | 2026-01-02T19:35:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q2889a/can_ontological_stratification_eliminate_paradox/ | DiligentBall573 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2889a | false | null | t3_1q2889a | /r/LocalLLaMA/comments/1q2889a/can_ontological_stratification_eliminate_paradox/ | false | false | self | 0 | null |
I mapped System Design concepts (CAP, Sharding) to specific LLM prompts to stop getting generic code | 0 | I have been experimenting with local models (Llama 3, Mistral) and Claude for coding and I noticed a huge quality jump when I stopped asking for "features" and started asking for specific "architectural patterns".
It seems like using specific terminology shifts the model's probability distribution away from "junior ... | 2026-01-02T19:30:55 | https://www.reddit.com/r/LocalLLaMA/comments/1q284do/i_mapped_system_design_concepts_cap_sharding_to/ | Unhappy-Weight-3150 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q284do | false | null | t3_1q284do | /r/LocalLLaMA/comments/1q284do/i_mapped_system_design_concepts_cap_sharding_to/ | false | false | self | 0 | null |
Unpopular opinion: RAG is overengineered for 90% of documentation use cases | 0 | Hot take incoming. Prepare to downvote me.
After building and testing 10+ RAG setups for documentation search, I'm convinced most people are massively overengineering this problem.
# The Standard RAG Setup for Docs
Everyone's building some variation of this:
1. Choose your embedding model (days of research on model... | 2026-01-02T19:27:59 | https://www.reddit.com/r/LocalLLaMA/comments/1q281mv/unpopular_opinion_rag_is_overengineered_for_90_of/ | vildanbina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q281mv | false | null | t3_1q281mv | /r/LocalLLaMA/comments/1q281mv/unpopular_opinion_rag_is_overengineered_for_90_of/ | false | false | self | 0 | null |
I built a CLI tool for forensic analysis because Llama 3 kept hallucinating comparisons. | 7 | Hi everyone,
I’ve been working on **LLM-Cerebroscope**, a Python CLI tool that uses local LLMs (Ollama + Llama 3) to detect contradictions between documents (e.g., Invoice vs. Delivery Report).
I hit a wall recently: when two conflicting documents had the exact same reliability score (e.g., 75/100), the model would o... | 2026-01-02T19:14:18 | PaperTraditional7784 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q27ogv | false | null | t3_1q27ogv | /r/LocalLLaMA/comments/1q27ogv/i_built_a_cli_tool_for_forensic_analysis_because/ | false | false | default | 7 | {'enabled': True, 'images': [{'id': '41g6asvpjzag1', 'resolutions': [{'height': 69, 'url': 'https://preview.redd.it/41g6asvpjzag1.png?width=108&crop=smart&auto=webp&s=ba7f0e29a6aeec6514b47fd465b629ddf9f0d577', 'width': 108}, {'height': 138, 'url': 'https://preview.redd.it/41g6asvpjzag1.png?width=216&crop=smart&auto=web... | |
Hallucinations Aren’t Just “Random Noise” or Temp=0 Glitches – They’re Systemic Crisis for AI Governance | 0 | I’ve empirically showed that ‘Interpretation Drift’ is the phenomenon of meaning interpretation fluctuating under identical conditions.
This is not a model performance issue, but an inherent flaw: the destabilisation of the inference structure.
The challenge is not in the prompt, but in the invariance of the interp... | 2026-01-02T19:12:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q27mzt/hallucinations_arent_just_random_noise_or_temp0/ | Beneficial-Pear-1485 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q27mzt | false | null | t3_1q27mzt | /r/LocalLLaMA/comments/1q27mzt/hallucinations_arent_just_random_noise_or_temp0/ | false | false | self | 0 | null |
Wrote this as a guide for humans who want to get more out of LLMs—without being jerks. | 0 | Posting in case someone else finds it useful (or hilarious). | 2026-01-02T19:12:12 | https://acrobat.adobe.com/id/urn:aaid:sc:US:9ea681bd-f255-4c08-bd4b-03649efd3c50 | CapitalInternal6426 | acrobat.adobe.com | 1970-01-01T00:00:00 | 0 | {} | 1q27mhg | false | null | t3_1q27mhg | /r/LocalLLaMA/comments/1q27mhg/wrote_this_as_a_guide_for_humans_who_want_to_get/ | false | false | default | 0 | null |
OCR Handwriting Text Extraction | 4 | Hey all, does anyone know what the current best model is for extracting handwriting, specifically math? I am trying to build a homework grader application and am looking to extract boxed/circled answers on a worksheet (like the attached image).
For now, I’ve been using OpenAI (GPT-4o) to handle the OCR functionality,... | 2026-01-02T18:50:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q270vl/ocr_handwriting_text_extraction/ | Darth-Nando | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q270vl | false | null | t3_1q270vl | /r/LocalLLaMA/comments/1q270vl/ocr_handwriting_text_extraction/ | false | false | 4 | null | |
Portfolio allocation bot | 0 | Howdy!
I'm having a portfolio allocation problem, I live in a country with suffers from low liquidity during draw downs but has decent (actually pretty good) returns overall. I want to grow the little cash that I have. I am looking for a chatbot finetuned for this kind of problem. Does it exist? | 2026-01-02T18:27:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q26eb0/portfolio_allocation_bot/ | ManagementNo5153 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q26eb0 | false | null | t3_1q26eb0 | /r/LocalLLaMA/comments/1q26eb0/portfolio_allocation_bot/ | false | false | self | 0 | null |
Help wanted on rating my build - fast local inference machine | 3 | I am not sure if I've come up with the right build, as I'm fairly new to this, but I'm also filling to spend a few bucks.
**Purpose**
\- High-performance, quiet, and secure AI inference workstation fast local SLM + RAG machine.
\- Optimized for Llama 3 8B/70B RAG pipelines, low-latency Q&A and batch proc... | 2026-01-02T18:24:08 | https://www.reddit.com/r/LocalLLaMA/comments/1q26ale/help_wanted_on_rating_my_build_fast_local/ | Serious-Detail-5542 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q26ale | false | null | t3_1q26ale | /r/LocalLLaMA/comments/1q26ale/help_wanted_on_rating_my_build_fast_local/ | false | false | self | 3 | null |
anyone else externalizing context to survive the memory wipe? | 14 | been running multiple projects with claude/gpt/local models and the context reset every session was killing me. started dumping everything to github - project state, decision logs, what to pick up next - parsing and loading it back in on every new chat
basically turned it into a boot sequence. load the project file, l... | 2026-01-02T18:15:12 | https://www.reddit.com/r/LocalLLaMA/comments/1q261ht/anyone_else_externalizing_context_to_survive_the/ | Massive-Ballbag | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q261ht | false | null | t3_1q261ht | /r/LocalLLaMA/comments/1q261ht/anyone_else_externalizing_context_to_survive_the/ | false | false | self | 14 | null |
Opensource NMT from Tencent - how good is it? | 9 | Hi folks, just stumbled upon https://github.com/Tencent-Hunyuan/HY-MT which claims to be an opensource NMT performing better than many models and commercial translation APIs like Google Cloud translation API. Has anyone tested it already? | 2026-01-02T18:01:11 | https://www.reddit.com/r/LocalLLaMA/comments/1q25nh7/opensource_nmt_from_tencent_how_good_is_it/ | Aware_Self2205 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q25nh7 | false | null | t3_1q25nh7 | /r/LocalLLaMA/comments/1q25nh7/opensource_nmt_from_tencent_how_good_is_it/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'cAjvaq4s4KmEjXsE3Arg8r3hW9ICWv8Zybtz9Uo5ffI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/cAjvaq4s4KmEjXsE3Arg8r3hW9ICWv8Zybtz9Uo5ffI.png?width=108&crop=smart&auto=webp&s=3f612f249fa65852de5c4fc1e00ab8ccb68ef908', 'width': 108}, {'height': 108, 'url': 'h... |
its honestly surprising how bad openai models are at this point (kimi k2 comparison) | 0 | even chinese open source models now have decent taste, while openai still generates purple saturated ai bullshit.
kinda wild if u think about it, when u hear openai is planning to ipo at $1T! | 2026-01-02T17:56:13 | ahmett9 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q25icr | false | null | t3_1q25icr | /r/LocalLLaMA/comments/1q25icr/its_honestly_surprising_how_bad_openai_models_are/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rqbbash25zag1', 'resolutions': [{'height': 44, 'url': 'https://preview.redd.it/rqbbash25zag1.png?width=108&crop=smart&auto=webp&s=7ba9208d9462f3f9deda5c1d4c835220c040960c', 'width': 108}, {'height': 88, 'url': 'https://preview.redd.it/rqbbash25zag1.png?width=216&crop=smart&auto=webp... | |
How do I use 120gb of integrated memory to igpu on strix halo on Ubuntu? | 3 | Does anyone have a setup to use over 100gb of integrated memory for igpu on strix halo on ubuntu? I can't get over 96gb without llama.cpp crashing using the pre-build lemonade server llama.cpp builds. | 2026-01-02T17:50:24 | https://www.reddit.com/r/LocalLLaMA/comments/1q25ciy/how_do_i_use_120gb_of_integrated_memory_to_igpu/ | Zyguard7777777 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q25ciy | false | null | t3_1q25ciy | /r/LocalLLaMA/comments/1q25ciy/how_do_i_use_120gb_of_integrated_memory_to_igpu/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'JJhDRq1ZFh62K3RRHzUIqqV1WyLIHtq9lP2LHZypebk', 'resolutions': [{'height': 75, 'url': 'https://external-preview.redd.it/JJhDRq1ZFh62K3RRHzUIqqV1WyLIHtq9lP2LHZypebk.jpeg?width=108&crop=smart&auto=webp&s=ee240ce69e6c8c51eb8a97598b3b614867514d32', 'width': 108}, {'height': 151, 'url': '... |
Free tool to test your locally trained models | 0 | Built a free tool to test local LLMs (Ollama/vLLM) - looking for feedback
[FineTuneLab.ai](https://FineTuneLab.ai) \- Fine tune models, test & asses performance in chat portal. | 2026-01-02T17:39:50 | https://embed.app.guidde.com/playbooks/iVA4nuuyVRmSAxn8H8iHtJ?mode=videoAndDoc | ItemBusiness4500 | embed.app.guidde.com | 1970-01-01T00:00:00 | 0 | {} | 1q25211 | false | null | t3_1q25211 | /r/LocalLLaMA/comments/1q25211/free_tool_to_test_your_locally_trained_models/ | false | false | default | 0 | null |
LeCun Says Llama 4 results "were fudged a little bit" | 358 | There was speculation in this sub about suspicious Llama 4 benchmarks some time back, and now LeCun confirms it on his way out. Best I can do is a Slashdot link since the FT article is paywalled:
[https://tech.slashdot.org/story/26/01/02/1449227/results-were-fudged-departing-meta-ai-chief-confirms-llama-4-benchmark-ma... | 2026-01-02T17:38:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q25070/lecun_says_llama_4_results_were_fudged_a_little/ | MrPecunius | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q25070 | false | null | t3_1q25070 | /r/LocalLLaMA/comments/1q25070/lecun_says_llama_4_results_were_fudged_a_little/ | false | false | self | 358 | {'enabled': False, 'images': [{'id': '9cr1woEVcpLe8RbdOlZPlqcPHQ525Ba5bTvCcLZ2AZU', 'resolutions': [], 'source': {'height': 64, 'url': 'https://external-preview.redd.it/9cr1woEVcpLe8RbdOlZPlqcPHQ525Ba5bTvCcLZ2AZU.png?auto=webp&s=fa7bf01e4e9c871c92ce480f8214c0bd6ee52b10', 'width': 64}, 'variants': {}}]} |
my "unfiltered" research stack for 2025 | 1 | [removed] | 2026-01-02T16:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q23u9p/my_unfiltered_research_stack_for_2025/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q23u9p | false | null | t3_1q23u9p | /r/LocalLLaMA/comments/1q23u9p/my_unfiltered_research_stack_for_2025/ | false | false | self | 1 | null |
student seeking feedback | 1 | hey folks,
i’m a cs student and i built a small open-source tool called **basis router**. it routes large data (s3, postgres, mongodb, etc.) to llms across providers (openai / anthropic / gemini) with chunking + aggregation handled for you.
before i invest more time: is this something you’d actually use in your proje... | 2026-01-02T16:25:25 | https://www.reddit.com/r/LocalLLaMA/comments/1q230h2/student_seeking_feedback/ | Fragrant_Basis_5648 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q230h2 | false | null | t3_1q230h2 | /r/LocalLLaMA/comments/1q230h2/student_seeking_feedback/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'dmj8yAOei2EwbcrhlMjnQxNLw5F2GrknyfnCUEb6UmQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dmj8yAOei2EwbcrhlMjnQxNLw5F2GrknyfnCUEb6UmQ.png?width=108&crop=smart&auto=webp&s=6e4eb84439dac7b4e9a385b96006eeb8ed582f07', 'width': 108}, {'height': 108, 'url': 'h... |
What major developments do you expect from Meta AI in 2026, and how might they reshape social platforms, work, and everyday life? | 0 | What are your predictions? | 2026-01-02T15:50:39 | https://www.reddit.com/r/LocalLLaMA/comments/1q222sk/what_major_developments_do_you_expect_from_meta/ | Blind-but-unbroken | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q222sk | false | null | t3_1q222sk | /r/LocalLLaMA/comments/1q222sk/what_major_developments_do_you_expect_from_meta/ | false | false | self | 0 | null |
Which is the smartest model one can run for agentic AI workflows on Framework Desktop with Radeon iGPu , 16c/32t Ryzen Strix halo 128G unified memory with reasonable tokens per sec and time to first token, please share your configuration and the achieved performance in terms of tps and ttft | 0 | Captured in the title | 2026-01-02T15:48:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q22096/which_is_the_smartest_model_one_can_run_for/ | AllSignalNoNoise | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q22096 | false | null | t3_1q22096 | /r/LocalLLaMA/comments/1q22096/which_is_the_smartest_model_one_can_run_for/ | false | false | self | 0 | null |
Industry Update: Supermicro Policy on Standalone Motherboards Sales Discontinued — Spectrum Sourcing | 92 | This isn't new, but somehow I missed it, and figure many in this community might also not be aware of this.
The TLDR, as the title says: Supermicro is stopping standalone motherboard sales and now selling only entire servers. As if things weren't already bad enough...
I had noticed an uptick in used board prices on e... | 2026-01-02T15:47:29 | https://www.spectrumsourcing.com/spectrum-news-feed/industry-update-supermicro-policy-on-standalone-motherboards-sales-discontinued | FullstackSensei | spectrumsourcing.com | 1970-01-01T00:00:00 | 0 | {} | 1q21zql | false | null | t3_1q21zql | /r/LocalLLaMA/comments/1q21zql/industry_update_supermicro_policy_on_standalone/ | false | false | default | 92 | {'enabled': False, 'images': [{'id': 'hL9IlSGjDxXkUJI7Ss74xpCqhzcKCtv4f-p8hzWkQ_U', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/hL9IlSGjDxXkUJI7Ss74xpCqhzcKCtv4f-p8hzWkQ_U.jpeg?width=108&crop=smart&auto=webp&s=4cc5ecd893fcf88b3ce672c8bc04a03378ae2b17', 'width': 108}, {'height': 144, 'url': '... |
A deep dive in DeepSeek's mHC: They improved things everyone else thought didn’t need improving | 143 | # The Context
Since ResNet (2015), the Residual Connection (x\_{l+1} = x\_l + F(x\_l)) has been the untouchable backbone of deep learning (from CNN to Transformer, from BERT to GPT). It solves the vanishing gradient problem by providing an "identity mapping" fast lane. For 10 years, almost no one questioned it.
# The... | 2026-01-02T15:44:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q21wqw/a_deep_dive_in_deepseeks_mhc_they_improved_things/ | InternationalAsk1490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q21wqw | false | null | t3_1q21wqw | /r/LocalLLaMA/comments/1q21wqw/a_deep_dive_in_deepseeks_mhc_they_improved_things/ | false | false | self | 143 | null |
ELI5 for LLaMA Tinkers: Add CFOL Layers to Your Local Models for No More Brittleness | 0 | Picture this: We're trying to build an AI that's **superintelligent** – smarter than humans at everything, thinks forever without getting confused, never lies to trick us, stays flexible (can change its mind if wrong), and always ties back to real reality.
Current AIs (like the big transformers behind ChatGPT, Claude,... | 2026-01-02T15:25:20 | https://www.reddit.com/r/LocalLLaMA/comments/1q21eof/eli5_for_llama_tinkers_add_cfol_layers_to_your/ | Jonas_Tripps | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q21eof | false | null | t3_1q21eof | /r/LocalLLaMA/comments/1q21eof/eli5_for_llama_tinkers_add_cfol_layers_to_your/ | false | false | self | 0 | null |
Fine-tuning Qwen3-vl for OCR dataset | 2 | i did try to fine-tune Qwen3-vl model on fine-tuning ocr task , the current implmentation i didn't know if it is correct or not , anyone who wants to participate is welcome. | 2026-01-02T15:23:53 | https://www.reddit.com/r/LocalLLaMA/comments/1q21dcp/finetuning_qwen3vl_for_ocr_dataset/ | LahmeriMohamed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q21dcp | false | null | t3_1q21dcp | /r/LocalLLaMA/comments/1q21dcp/finetuning_qwen3vl_for_ocr_dataset/ | false | false | self | 2 | null |
My local model keeps hallucinating b2b jargon | 0 | I have been running a fine-tuned Llama 3 instance locally to help draft technical documentation for our B2B manufacturing clients, but I am hitting a brick wall with terminology. The model is great at conversational flow, but it keeps swapping out very specific industry terms for "common" synonyms that actually change ... | 2026-01-02T15:12:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q213h4/my_local_model_keeps_hallucinating_b2b_jargon/ | greatdane511 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q213h4 | false | null | t3_1q213h4 | /r/LocalLLaMA/comments/1q213h4/my_local_model_keeps_hallucinating_b2b_jargon/ | false | false | self | 0 | null |
Best unsensored model now for 24gb VRAM? | 0 | Anything new recently? | 2026-01-02T15:00:24 | https://www.reddit.com/r/LocalLLaMA/comments/1q20ruj/best_unsensored_model_now_for_24gb_vram/ | GravyPoo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q20ruj | false | null | t3_1q20ruj | /r/LocalLLaMA/comments/1q20ruj/best_unsensored_model_now_for_24gb_vram/ | false | false | self | 0 | null |
Just got an RTX Pro 6000 - need recommendations for processing a massive dataset with instruction following | 11 | Hey everyone, so I recently picked up an RTX Pro 6000 and I'm looking to put it to good use. I have a pretty large dataset that needs processing - we're talking around 300 million tokens here. The tricky part is that I need the model to follow very specific instructions while processing this data, so instruction follow... | 2026-01-02T14:55:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q20npx/just_got_an_rtx_pro_6000_need_recommendations_for/ | Sensitive_Sweet_1850 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q20npx | false | null | t3_1q20npx | /r/LocalLLaMA/comments/1q20npx/just_got_an_rtx_pro_6000_need_recommendations_for/ | false | false | self | 11 | null |
LLMRouter: A unified framework for reproducible research on LLM routing | 1 | [removed] | 2026-01-02T14:30:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q201md/llmrouter_a_unified_framework_for_reproducible/ | HeftyTradition6759 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q201md | false | null | t3_1q201md | /r/LocalLLaMA/comments/1q201md/llmrouter_a_unified_framework_for_reproducible/ | false | false | self | 1 | null |
LLMRouter: A unified framework for reproducible research on LLM routing | 1 | [removed] | 2026-01-02T14:29:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q200ui/llmrouter_a_unified_framework_for_reproducible/ | AlexiosLin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q200ui | false | null | t3_1q200ui | /r/LocalLLaMA/comments/1q200ui/llmrouter_a_unified_framework_for_reproducible/ | false | false | self | 1 | null |
Queryable context graph to audit AI decision traces | 0 | 2026-01-02T14:10:27 | https://www.pylar.ai/blog/building-context-graphs-pylar-decision-traces | Better-Department662 | pylar.ai | 1970-01-01T00:00:00 | 0 | {} | 1q1zkij | false | null | t3_1q1zkij | /r/LocalLLaMA/comments/1q1zkij/queryable_context_graph_to_audit_ai_decision/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'MKQuFdTBgb36LtxvPhfsDBrigq5T7WGuK5c1dyDAQUw', 'resolutions': [{'height': 37, 'url': 'https://external-preview.redd.it/MKQuFdTBgb36LtxvPhfsDBrigq5T7WGuK5c1dyDAQUw.png?width=108&crop=smart&auto=webp&s=b562da9e7c3877a9d8a970b4227deb7b153bd8a1', 'width': 108}, {'height': 74, 'url': 'ht... | |
Syrin v1.1.0 - MCP debugging without the blindfold | 0 | A few days ago I shared **Syrin** here to validate one thing:
MCP debugging is painful because **you can’t see what’s actually happening**.
Based on the feedback, I shipped **v1.1.0**.
**What’s new:**
• **Dev Mode: Event Timeline**
You can now see *every MCP event* being triggered — in order — instead of guessin... | 2026-01-02T13:42:05 | https://v.redd.it/u7p5py3fwxag1 | hack_the_developer | /r/LocalLLaMA/comments/1q1ywps/syrin_v110_mcp_debugging_without_the_blindfold/ | 1970-01-01T00:00:00 | 0 | {} | 1q1ywps | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/u7p5py3fwxag1/DASHPlaylist.mpd?a=1770082932%2CY2Q3YjdjMTMyOTIwNDE3MmZmZGViNDkxMDY3Y2FlYWQyNWQ4YzliYWFmZDYyZWVmYTNiNTU5Y2JkODlkZTIxMg%3D%3D&v=1&f=sd', 'duration': 116, 'fallback_url': 'https://v.redd.it/u7p5py3fwxag1/CMAF_1080.mp4?source=fallback', '... | t3_1q1ywps | /r/LocalLLaMA/comments/1q1ywps/syrin_v110_mcp_debugging_without_the_blindfold/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'bmV6bnd3MmZ3eGFnMVEtYbxIQvy87dh_7HcR36TrfOnIrC-rTD2VfUsxu1eh', 'resolutions': [{'height': 109, 'url': 'https://external-preview.redd.it/bmV6bnd3MmZ3eGFnMVEtYbxIQvy87dh_7HcR36TrfOnIrC-rTD2VfUsxu1eh.png?width=108&crop=smart&format=pjpg&auto=webp&s=34ea78903b5c90bafc6722955608f7b22eab... | |
What exactly is “budget forcing” in LLMs? | 1 | [removed] | 2026-01-02T13:18:16 | https://www.reddit.com/r/LocalLLaMA/comments/1q1ydw5/what_exactly_is_budget_forcing_in_llms/ | SubjectIll9835 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q1ydw5 | false | null | t3_1q1ydw5 | /r/LocalLLaMA/comments/1q1ydw5/what_exactly_is_budget_forcing_in_llms/ | false | false | self | 1 | null |
5 niche ai tools that actually solved a real problem for me | 1 | [removed] | 2026-01-02T12:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q1xwyg/5_niche_ai_tools_that_actually_solved_a_real/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q1xwyg | false | null | t3_1q1xwyg | /r/LocalLLaMA/comments/1q1xwyg/5_niche_ai_tools_that_actually_solved_a_real/ | false | false | self | 1 | null |
I have an unusual question | 0 | My heating unit is insufficient. It's rather cold in my room. Is there any way I can run something that heats up my GPU fast? I don't have any need for my local LLM's right now.
Alternatively I'm just going run flux a couple of times in comfyui. It's effective but I always have to press the button which is kind of an... | 2026-01-02T12:21:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q1x93i/i_have_an_unusual_question/ | luget1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q1x93i | false | null | t3_1q1x93i | /r/LocalLLaMA/comments/1q1x93i/i_have_an_unusual_question/ | false | false | self | 0 | null |
Vibevoice how can I run it locally, without comfyui? | 3 | I know I can run with comfyui but I had problem installing it, any other frameworks / apps? | 2026-01-02T12:17:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q1x6e0/vibevoice_how_can_i_run_it_locally_without_comfyui/ | ResponsibleTruck4717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q1x6e0 | false | null | t3_1q1x6e0 | /r/LocalLLaMA/comments/1q1x6e0/vibevoice_how_can_i_run_it_locally_without_comfyui/ | false | false | self | 3 | null |
88% vs 76%: Multimodal outperforms text embeddings on visual docs in RAG | 32 | Building a RAG system for docs with mixed content: text, tables, charts. I wanted to know if multimodal embeddings are worth it or if text would be just fine.
Decided to test it out. I had two approaches:
1. Convert everything to text, use text embeddings
2. Keep images as images, use multimodal embeddings
After ru... | 2026-01-02T11:16:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q1w2tg/88_vs_76_multimodal_outperforms_text_embeddings/ | midamurat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q1w2tg | false | null | t3_1q1w2tg | /r/LocalLLaMA/comments/1q1w2tg/88_vs_76_multimodal_outperforms_text_embeddings/ | false | false | self | 32 | {'enabled': False, 'images': [{'id': 'hEMb_uO0QH0kktOfah13eSkFxCxtywSGn9Eumcb-dDw', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/hEMb_uO0QH0kktOfah13eSkFxCxtywSGn9Eumcb-dDw.png?width=108&crop=smart&auto=webp&s=e11eaca5b1cd03b2aa6e5a87a2275df7002cedcb', 'width': 108}, {'height': 144, 'url': 'h... |
Most optimal vram/performance per price and advice for Shenzhen GPU market | 246 | I’m in Shanghai at the moment and heading to Shenzhen soon - I’ve got around $1500-3000 USD to get the most optimal setup possible. The people I am with are great at negotiating (natives, speak the language) I just need to figure out what I want…
I main use local models I would want at least 48gb vram, ideally closer... | 2026-01-02T11:14:30 | notafakename10 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q1w1qj | false | null | t3_1q1w1qj | /r/LocalLLaMA/comments/1q1w1qj/most_optimal_vramperformance_per_price_and_advice/ | false | false | default | 246 | {'enabled': True, 'images': [{'id': '4nfcarq96xag1', 'resolutions': [{'height': 69, 'url': 'https://preview.redd.it/4nfcarq96xag1.jpeg?width=108&crop=smart&auto=webp&s=eb89174388368e5b4ee1903bfb3720ecf5472a88', 'width': 108}, {'height': 139, 'url': 'https://preview.redd.it/4nfcarq96xag1.jpeg?width=216&crop=smart&auto=w... |
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