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24hr-research-agent: An experimental autonomous research system that conducts comprehensive, multi-hour research sessions and produces book-length reports with full citations on any topic. | 8 | Pretty ridiculous, had to do it :) | 2026-02-05T17:29:42 | https://github.com/Aaryan-Kapoor/24hr-research-agent | KvAk_AKPlaysYT | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qwrlmy | false | null | t3_1qwrlmy | /r/LocalLLaMA/comments/1qwrlmy/24hrresearchagent_an_experimental_autonomous/ | false | false | default | 8 | {'enabled': False, 'images': [{'id': 'fRPJQ2LWCiVpIbE9rjrB_cvk1kxxLkGs-b-kRW4wdgc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fRPJQ2LWCiVpIbE9rjrB_cvk1kxxLkGs-b-kRW4wdgc.png?width=108&crop=smart&auto=webp&s=5bbbd08fed9f99959e48e509724a08b47357fd07', 'width': 108}, {'height': 108, 'url': 'h... |
What happens when you outgrow the wrappers? | 0 | Is anyone outgrowing the wrappers, like Baseten, Model, etc either through rising costs or lack of control needed at scale and what are you doing upon graduating? I might be soon.
I spoke to a friend at Rime who went to AWS direct, and had to build an orchestration layer. To get better logging, metrics, and alerting s... | 2026-02-05T17:21:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qwrd6z/what_happens_when_you_outgrow_the_wrappers/ | Left-Reflection-8508 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwrd6z | false | null | t3_1qwrd6z | /r/LocalLLaMA/comments/1qwrd6z/what_happens_when_you_outgrow_the_wrappers/ | false | false | self | 0 | null |
Qwen3-Coder-Next slow prompt processing in llama.cpp | 3 | Was trying to run Qwen3-Coder-Next today, updated llama.cpp from main beforehand and while token generation speed is nice, prompt processing speed is just extremely slow.
Running Unsloth's MXFP4 quant, tried on 2 5060Ti's and 3 5060Ti's.
taskset -c 0-11 ~/llama.cpp/build/bin/llama-server --device CUDA1,CUDA2 \
... | 2026-02-05T17:20:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qwrco8/qwen3codernext_slow_prompt_processing_in_llamacpp/ | DistanceAlert5706 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwrco8 | false | null | t3_1qwrco8 | /r/LocalLLaMA/comments/1qwrco8/qwen3codernext_slow_prompt_processing_in_llamacpp/ | false | false | 3 | null | |
Finally found a way to stop burning cash on API tokens | 0 | I’ve been looking for a cheaper way to run Claude 3.5 Opus and Gemini 1.5 Pro because my dev costs were hitting $200+ a month.
I’ve been using Freeaiapikey for about a week now. It basically routes everything through a proxy, but you get like 80% off the official rates. It’s been super stable for my local dev environm... | 2026-02-05T17:07:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qwqzw4/finally_found_a_way_to_stop_burning_cash_on_api/ | _Anime_Anuradha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwqzw4 | false | null | t3_1qwqzw4 | /r/LocalLLaMA/comments/1qwqzw4/finally_found_a_way_to_stop_burning_cash_on_api/ | false | false | self | 0 | null |
Will Qwen ever release their video generation model locally? | 4 | I really am a big fan of the quality with their videos and I like how it automatically comes with sound so I was wondering if there was any word in the future if this will happen or not? | 2026-02-05T17:07:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qwqzcz/will_qwen_ever_release_their_video_generation/ | XiRw | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwqzcz | false | null | t3_1qwqzcz | /r/LocalLLaMA/comments/1qwqzcz/will_qwen_ever_release_their_video_generation/ | false | false | self | 4 | null |
Finished making a tool to create LORAs from PDFs | 1 | You can also download the LORA Adapters to run on your own hardware :) I chose Qwen3-8B after it won out on a poll I ran here, but look forward to improving[ it](https://www.commissioned.tech/) by supporting more models and getting some feedback from this community. | 2026-02-05T16:33:21 | https://v.redd.it/aodb1gp2ephg1 | sirfitzwilliamdarcy | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwq19u | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/aodb1gp2ephg1/DASHPlaylist.mpd?a=1772901217%2CNTViMmY4NDZjN2IzYmJjZjgwNWYxYjYzYzliZWViOTM4MWY4YTMzZDQzYzRiNjA3MzljZjE0YmNlOTAwZDI4MA%3D%3D&v=1&f=sd', 'duration': 59, 'fallback_url': 'https://v.redd.it/aodb1gp2ephg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qwq19u | /r/LocalLLaMA/comments/1qwq19u/finished_making_a_tool_to_create_loras_from_pdfs/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'eXQ0dWhwcDJlcGhnMRSJroOxSlezhPoM9h4EJUAIxWtz6FDgB8quoVxAfReq', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/eXQ0dWhwcDJlcGhnMRSJroOxSlezhPoM9h4EJUAIxWtz6FDgB8quoVxAfReq.png?width=108&crop=smart&format=pjpg&auto=webp&s=d56af892851d4cc6041ddb91be72f5f421ee6... | |
How are you handling hallucinations with self-hosted agents in production? | 12 | For those running agents in production:
Are you just accepting some error rate and handling it downstream?
Using multiple models to cross-check outputs?
Building verification layers that catch hallucinations before they cause problems?
Restricting agents to tasks where hallucinations are less catastrophic?
Curio... | 2026-02-05T16:19:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qwpns7/how_are_you_handling_hallucinations_with/ | MarionberrySingle538 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwpns7 | false | null | t3_1qwpns7 | /r/LocalLLaMA/comments/1qwpns7/how_are_you_handling_hallucinations_with/ | false | false | self | 12 | null |
Update on the Fine-tuning tool: It finally supports Open Source Models! | 1 | You can also download the LORA Adapters to run on your own hardware :) I chose Qwen3-8B after it won out on a poll I ran here, but look forward to improving [it](https://www.commissioned.tech/) by supporting more models and getting some feedback from this community. | 2026-02-05T16:17:54 | https://v.redd.it/z2r52jwzaphg1 | sirfitzwilliamdarcy | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwpm3z | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/z2r52jwzaphg1/DASHPlaylist.mpd?a=1772900583%2CMWQwYzFjYzRiODZiOGE5NGI3OWFmZjRiYmEyMGMwN2Y0OWJhZGUzMzMyMWU2ZWQxOTExYjYxNWExNWNiMjZlNw%3D%3D&v=1&f=sd', 'duration': 59, 'fallback_url': 'https://v.redd.it/z2r52jwzaphg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qwpm3z | /r/LocalLLaMA/comments/1qwpm3z/update_on_the_finetuning_tool_it_finally_supports/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'dGJha25vd3phcGhnMRSJroOxSlezhPoM9h4EJUAIxWtz6FDgB8quoVxAfReq', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/dGJha25vd3phcGhnMRSJroOxSlezhPoM9h4EJUAIxWtz6FDgB8quoVxAfReq.png?width=108&crop=smart&format=pjpg&auto=webp&s=25735c4233a93e0c4db2c7562f012ad9ae947... | |
Released: DeepBrainz-R1 — reasoning-first small models for agentic workflows (4B / 2B / 0.6B) | 39 | Sharing DeepBrainz-R1 — a family of reasoning-first small language models aimed at agentic workflows rather than chat.
These models are post-trained to emphasize:
\- multi-step reasoning
\- stability in tool-calling / retry loops
\- lower-variance outputs in agent pipelines
They’re not optimized for roleplay o... | 2026-02-05T16:03:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qwp7kt/released_deepbrainzr1_reasoningfirst_small_models/ | arunkumar_bvr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwp7kt | false | null | t3_1qwp7kt | /r/LocalLLaMA/comments/1qwp7kt/released_deepbrainzr1_reasoningfirst_small_models/ | false | false | self | 39 | {'enabled': False, 'images': [{'id': 'TXSANX_jSD8QNbMo9HnTfU1dBjhY5Fms8vIAsdOinXY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/TXSANX_jSD8QNbMo9HnTfU1dBjhY5Fms8vIAsdOinXY.png?width=108&crop=smart&auto=webp&s=0d6c4b9a4019aebb7756b469e495310eb8395a60', 'width': 108}, {'height': 116, 'url': 'h... |
Copper Price Surge - PC Hardware Gets Even More Expensive | 0 | Because it wasn't already had enough.
Now even the freaking PCB that makes a motherboard or card, the cooler, heatspeader or heatsink for anything will get more expensive.
| 2026-02-05T15:50:18 | https://youtu.be/wRNVwqFu8ek?si=jOzxeBH0RDHzalQp | FullstackSensei | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1qwouol | false | {'oembed': {'author_name': 'der8auer EN', 'author_url': 'https://www.youtube.com/@der8auer-en', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/wRNVwqFu8ek?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscop... | t3_1qwouol | /r/LocalLLaMA/comments/1qwouol/copper_price_surge_pc_hardware_gets_even_more/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'uHSTvidnYevLd22_qORXXuvB3Q5xFAkCNk7s_Cu1LxM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/uHSTvidnYevLd22_qORXXuvB3Q5xFAkCNk7s_Cu1LxM.jpeg?width=108&crop=smart&auto=webp&s=93cf384c2e527b1d9b042bd05b7fc389bf210b65', 'width': 108}, {'height': 162, 'url': '... |
Anyone stuck on an AI job right now? I have RTX 4090 available immediately in Texas. Ready to run with PyTorch & CUDA. Pay only if it runs today. | 0 | [removed] | 2026-02-05T15:37:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qwoi3e/anyone_stuck_on_an_ai_job_right_now_i_have_rtx/ | recovery_baha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwoi3e | false | null | t3_1qwoi3e | /r/LocalLLaMA/comments/1qwoi3e/anyone_stuck_on_an_ai_job_right_now_i_have_rtx/ | false | false | self | 0 | null |
Strix Halo benchmarks: 13 models, 15 llama.cpp builds | 92 | 2026-02-05T15:30:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qwobcc/strix_halo_benchmarks_13_models_15_llamacpp_builds/ | Beneficial-Shame-483 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwobcc | false | null | t3_1qwobcc | /r/LocalLLaMA/comments/1qwobcc/strix_halo_benchmarks_13_models_15_llamacpp_builds/ | false | false | 92 | null | ||
We built an 8B world model that beats 402B Llama 4 by generating web code instead of pixels — open weights on HF | 221 | Hey r/LocalLLaMA,
Here's something new for you: Mobile World Models.
We just released gWorld — open-weight visual world models for mobile GUIs (8B and 32B).
**Demo Video Explanation:**
Here's gWorld 32B imagining a multi-step Booking dot com session — zero access to the real app:
1. Sees flight search form (Detr... | 2026-02-05T15:28:27 | https://v.redd.it/37uavl0v1phg1 | jshin49 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwo9j0 | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/37uavl0v1phg1/DASHPlaylist.mpd?a=1772899188%2CMTgyNTgxNTllY2U1YmJkMWQwMDMyNGIyZWMzNzVmN2YwODVjOGFhOWFjYzgwN2E3ZWY5NWNmODVlNTlkYmJmYg%3D%3D&v=1&f=sd', 'duration': 20, 'fallback_url': 'https://v.redd.it/37uavl0v1phg1/CMAF_720.mp4?source=fallback', 'ha... | t3_1qwo9j0 | /r/LocalLLaMA/comments/1qwo9j0/we_built_an_8b_world_model_that_beats_402b_llama/ | false | false | 221 | {'enabled': False, 'images': [{'id': 'bmIycDZuMHYxcGhnMTkRUzZawZzMWm4JXBBoVayTVh3fNrkxvwbY4-FVurAN', 'resolutions': [{'height': 102, 'url': 'https://external-preview.redd.it/bmIycDZuMHYxcGhnMTkRUzZawZzMWm4JXBBoVayTVh3fNrkxvwbY4-FVurAN.png?width=108&crop=smart&format=pjpg&auto=webp&s=6f408c9d15fde1f95320506e055d0bc26442... | |
Why most models doesn't support reasoning levels? | 3 | Most recently released models (other than GPT-OSS and maybe some others I don't know about?) does not have reasoning levels (low, medium,high) instead they reason forever or cuts reasoning sub-process because token budget is finished and they urge to final answer before finalizing reasoning.
Yes, hybrid reasoning/inst... | 2026-02-05T15:26:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qwo774/why_most_models_doesnt_support_reasoning_levels/ | [deleted] | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwo774 | false | null | t3_1qwo774 | /r/LocalLLaMA/comments/1qwo774/why_most_models_doesnt_support_reasoning_levels/ | false | false | self | 3 | null |
Unofficial ik_llama.cpp release builds available for macOS, Ubuntu and Windows | 47 | When I first got introduced to [ik\_llama.cpp](https://github.com/ikawrakow/ik_llama.cpp) I struggled to run it because builds were not available and I didn’t have time/experience to set up a build environment on Windows (the env I use, don't ask me why).
To make onboarding easier for others in the same boat, I creat... | 2026-02-05T15:24:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qwo5ig/unofficial_ik_llamacpp_release_builds_available/ | Thireus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwo5ig | false | null | t3_1qwo5ig | /r/LocalLLaMA/comments/1qwo5ig/unofficial_ik_llamacpp_release_builds_available/ | false | false | self | 47 | {'enabled': False, 'images': [{'id': 'bbFz-O22Rbg9UQqMFp9v-W1JZvJaip1xMIBotvMbqb0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bbFz-O22Rbg9UQqMFp9v-W1JZvJaip1xMIBotvMbqb0.png?width=108&crop=smart&auto=webp&s=1a0ab8108ba38bb7d371dcf6b944879ceda3a664', 'width': 108}, {'height': 108, 'url': 'h... |
We built an 8B mobile world model that beats 402B Llama 4 by generating web code instead of pixels — open weights on HF | 1 | [deleted] | 2026-02-05T15:23:06 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qwo4dv | false | null | t3_1qwo4dv | /r/LocalLLaMA/comments/1qwo4dv/we_built_an_8b_mobile_world_model_that_beats_402b/ | false | false | default | 1 | null | ||
Would you use a "one command" local setup with OpenAI-compatible API + cloud fallback? | 0 | I've been running Ollama for a few months and love it, but I keep noticing friction that stops me (and probably others) from using local models more:
1. **Setup is still manual** \- pick a model, figure out quantization, configure GPU layers
2. **API differs from OpenAI** \- have to change code when switching loc... | 2026-02-05T15:22:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qwo3rj/would_you_use_a_one_command_local_setup_with/ | Chemical-Tour-3873 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwo3rj | false | null | t3_1qwo3rj | /r/LocalLLaMA/comments/1qwo3rj/would_you_use_a_one_command_local_setup_with/ | false | false | self | 0 | null |
I made an Ollama and MLX benchmarking suite for MacOS. Giving away 50 free codes. | 1 | 2026-02-05T15:17:34 | https://devpadapp.com/anubis/index.html | peppaz | devpadapp.com | 1970-01-01T00:00:00 | 0 | {} | 1qwnz3u | false | null | t3_1qwnz3u | /r/LocalLLaMA/comments/1qwnz3u/i_made_an_ollama_and_mlx_benchmarking_suite_for/ | false | false | default | 1 | null | |
Tencent Youtu-VL-4B. Potential Florence-2 replacement? (Heads up on the weird license) | 7 | [https://huggingface.co/tencent/Youtu-VL-4B-Instruct](https://huggingface.co/tencent/Youtu-VL-4B-Instruct)
4B params, so it's perfect for the low-VRAM gang (should run comfortably on 6-8GB cards). The paper claims it beats Qwen-VL and Florence-2 on grounding and segmentation, which is huge if true. The architecture us... | 2026-02-05T15:00:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qwnirs/tencent_youtuvl4b_potential_florence2_replacement/ | Gohab2001 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwnirs | false | null | t3_1qwnirs | /r/LocalLLaMA/comments/1qwnirs/tencent_youtuvl4b_potential_florence2_replacement/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'ymzcxya4MbijdDp2b6xf6VUOGUPz9k8M8eOkIWZO9fk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ymzcxya4MbijdDp2b6xf6VUOGUPz9k8M8eOkIWZO9fk.png?width=108&crop=smart&auto=webp&s=6197cc964e68adc24bbfa09a3d4b541b4805a10c', 'width': 108}, {'height': 116, 'url': 'h... |
Software stack for local LLM server: 2x RTX 5090 + Xeon (willing to wipe Ubuntu, consider Proxmox) | 2 | Hello,
setting up a dedicated machine for local LLM inference/serving. With this hardware, Ollama isn’t fully utilizing the multi-GPU potential—especially tensor parallelism for huge models (e.g., 70B+ with high context or concurrent requests). Currently on Ubuntu Server 24.04 with latest NVIDIA drivers/CUDA, running ... | 2026-02-05T14:57:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qwngnb/software_stack_for_local_llm_server_2x_rtx_5090/ | maxwarp79 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwngnb | false | null | t3_1qwngnb | /r/LocalLLaMA/comments/1qwngnb/software_stack_for_local_llm_server_2x_rtx_5090/ | false | false | self | 2 | null |
Seeking advice on implementing Log-Prob based hallucination detection for local inference. | 1 | [removed] | 2026-02-05T14:57:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qwnghe/seeking_advice_on_implementing_logprob_based/ | EffectiveDisk2293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwnghe | false | null | t3_1qwnghe | /r/LocalLLaMA/comments/1qwnghe/seeking_advice_on_implementing_logprob_based/ | false | false | self | 1 | null |
OpenWebui + Ace Step 1.5 | 58 | With the new Ace-Step 1.5 music generation model and the awesome developer of the tools:
https://github.com/Haervwe/open-webui-tools
With a beefy GPU (24GB) you can use a decent LLM like GPT-OSS:20b or Ministral alongside the full ace step model and generate music on the go!
I hope you guys found it awesome and star... | 2026-02-05T14:57:36 | https://www.reddit.com/gallery/1qwngbv | iChrist | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qwngbv | false | null | t3_1qwngbv | /r/LocalLLaMA/comments/1qwngbv/openwebui_ace_step_15/ | false | false | 58 | null | |
Stop falling for the marketing: Your wallet is at risk | 18 | The amount of low-effort marketing for these new agents is insane. Beyond the hype on r/myclaw, there are serious risks of prompt injection attacks that target your linked wallets or expose your entire database. If an agent can "read" an external website and that site contains a hidden command to exfiltrate your API ke... | 2026-02-05T14:51:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qwnb4a/stop_falling_for_the_marketing_your_wallet_is_at/ | Own_Most_8489 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwnb4a | false | null | t3_1qwnb4a | /r/LocalLLaMA/comments/1qwnb4a/stop_falling_for_the_marketing_your_wallet_is_at/ | false | false | self | 18 | null |
Seeking advice on implementing Log-Prob based hallucination detection for local inference. | 1 | [removed] | 2026-02-05T14:50:15 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qwn9q9 | false | null | t3_1qwn9q9 | /r/LocalLLaMA/comments/1qwn9q9/seeking_advice_on_implementing_logprob_based/ | false | false | default | 1 | null | ||
I built an open-source hardened container for AI agents after the Moltbook breach | 0 | The Moltbook disaster this week (770K agents compromised, 1M+ credentials leaked from a vibe-coded platform with zero security) made it pretty clear that most AI agent deployments have no containment whatsoever.
So I built AgentVault — a drop-in Docker environment that wraps any Python-based AI agent in 5 security l... | 2026-02-05T14:46:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qwn6dd/i_built_an_opensource_hardened_container_for_ai/ | Zebizebi47 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwn6dd | false | null | t3_1qwn6dd | /r/LocalLLaMA/comments/1qwn6dd/i_built_an_opensource_hardened_container_for_ai/ | false | false | self | 0 | null |
Best NSFW Roleplay App in 2026 (My choise and yes I'm rp addicted..) | 0 | Let’s be honest: most so-called “NSFW roleplay apps” barely commit.
They tease the idea, then pull back right when things start getting interesting.
[AI Girlfriend & Roleplay Chat](https://apps.apple.com/us/app/ai-girlfriend-roleplay-chat/id6753975758) doesn’t do that.
This app fully embraces what people are actual... | 2026-02-05T14:39:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qwmzjh/best_nsfw_roleplay_app_in_2026_my_choise_and_yes/ | AmayaOrtiz547 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwmzjh | false | null | t3_1qwmzjh | /r/LocalLLaMA/comments/1qwmzjh/best_nsfw_roleplay_app_in_2026_my_choise_and_yes/ | false | false | nsfw | 0 | null |
I built an open-source memory + security layer for AI agents after getting prompt injected. | 0 | I run a few AI agents for my businesses and one of them got compromised through a poisoned email — hidden instructions in the content that hijacked the agent's behavior. Classic prompt injection.
So I built ShieldCortex — an MCP server that gives agents persistent memory with a built-in firewall.
What it does:
• Per... | 2026-02-05T14:38:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qwmyvd/i_built_an_opensource_memory_security_layer_for/ | Maximum_Fearless | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwmyvd | false | null | t3_1qwmyvd | /r/LocalLLaMA/comments/1qwmyvd/i_built_an_opensource_memory_security_layer_for/ | false | false | self | 0 | null |
I built a virtual filesystem to replace MCP for AI agents | 31 | One of the reasons Claude Code is so good at coding is because all the context it needs is just sitting there as files on your computer. But that’s not true for most non-coding tasks. Your PRs are on Github. Your docs are in Drive. Your emails are in Gmail.
You can connect MCP servers to Claude and provide access to t... | 2026-02-05T14:37:12 | https://v.redd.it/ie40tx1esohg1 | velobro | /r/LocalLLaMA/comments/1qwmxlw/i_built_a_virtual_filesystem_to_replace_mcp_for/ | 1970-01-01T00:00:00 | 0 | {} | 1qwmxlw | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ie40tx1esohg1/DASHPlaylist.mpd?a=1773023842%2COTllMTlkNGQxOGY3OGZlOWFiMDg3MzdkMGVjZjhlNmEyNmRmMWQ1YTU4ZTViMjcwMDUzZTA3MDNhYjA0Mjk3Nw%3D%3D&v=1&f=sd', 'duration': 170, 'fallback_url': 'https://v.redd.it/ie40tx1esohg1/CMAF_1080.mp4?source=fallback', '... | t3_1qwmxlw | /r/LocalLLaMA/comments/1qwmxlw/i_built_a_virtual_filesystem_to_replace_mcp_for/ | false | false | 31 | {'enabled': False, 'images': [{'id': 'Z2o0djdzMmVzb2hnMRzYL8l2zAETrvK0CoWkq8ClJmiK60eAGCQn0bzkwntA', 'resolutions': [{'height': 69, 'url': 'https://external-preview.redd.it/Z2o0djdzMmVzb2hnMRzYL8l2zAETrvK0CoWkq8ClJmiK60eAGCQn0bzkwntA.png?width=108&crop=smart&format=pjpg&auto=webp&s=47564aa6fdf7b314520158fdf25f482082a68... | |
Monolithic agents are like dictatorships and why they fail. | 0 | Hey! Builders,
A monolithic approach to building AI agents does not work. It does not matter if you try to prompt it to be a philosopher king. Just like a government run by a dictator, it will eventually deteriorate and drift.
Instead, build a modular system where one model generates and another checks the output for... | 2026-02-05T14:36:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qwmwp4/monolithic_agents_are_like_dictatorships_and_why/ | forevergeeks | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwmwp4 | false | null | t3_1qwmwp4 | /r/LocalLLaMA/comments/1qwmwp4/monolithic_agents_are_like_dictatorships_and_why/ | false | false | self | 0 | null |
Central “LLM brain” + multiple Mac minis for agents (OpenClaw-like) vs several strong standalone machines — what would you build? | 0 | Hi all, looking for hardware architecture advice for a small office “AI workers” setup. We want to run everything locally as much as possible (replace OpenAI/Anthropic APIs when feasible), and later scale to multiple computers running an agent framework like OpenClaw (computer control + tool use). Use cases: building w... | 2026-02-05T14:31:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qwmspw/central_llm_brain_multiple_mac_minis_for_agents/ | Easy_College906 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwmspw | false | null | t3_1qwmspw | /r/LocalLLaMA/comments/1qwmspw/central_llm_brain_multiple_mac_minis_for_agents/ | false | false | self | 0 | null |
REAP models and used data set information | 3 | Well, when I read some of the posts on Reddit where REAP models are suggested but also REAP models on HF, I get the impression that one important thing is often overlooked when it comes to REAP models:
Which data set was used to create the REAP model?
Why this is important to know:
REAP searches for the experts who ... | 2026-02-05T14:28:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qwmpve/reap_models_and_used_data_set_information/ | Blizado | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwmpve | false | null | t3_1qwmpve | /r/LocalLLaMA/comments/1qwmpve/reap_models_and_used_data_set_information/ | false | false | self | 3 | null |
My experience with local models for Openclaw | 0 | Tried following models on Mac studio M3 ultra + 512GB unified memory
\- gpt oss 120b
\- glm flash 4.7
\- qwen 2.5 coder
\- qwen 3
But these models are not working properly with Openclaw. Main issue is in tool calling.
Qwen 2.5 coder doesn’t call tool in openclaw at all. It just gives json response in text for t... | 2026-02-05T14:02:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qwm3wk/my_experience_with_local_models_for_openclaw/ | unique_thinker_2004 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwm3wk | false | null | t3_1qwm3wk | /r/LocalLLaMA/comments/1qwm3wk/my_experience_with_local_models_for_openclaw/ | false | false | self | 0 | null |
I bargained Kimi Plus down to $0.99 using this emotional storytelling script – full working method inside | 0 | Hey everyone,
Kimi (Moonshot AI’s model) still has the famous “bargaining” activity where you can haggle the Kimi Plus subscription price down from $11.99. The old prompt-injection tricks no longer work, but there’s a new reliable method that consistently gets very low prices — I personally got it down to $0.99.
The ... | 2026-02-05T13:37:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qwlhb5/i_bargained_kimi_plus_down_to_099_using_this/ | PenSea9009 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwlhb5 | false | null | t3_1qwlhb5 | /r/LocalLLaMA/comments/1qwlhb5/i_bargained_kimi_plus_down_to_099_using_this/ | false | false | self | 0 | null |
Tokenizer class TokenizersBackend error-deploying merged llama 3.2 3B instruct | 1 | I am trying to find tune llama 3.2-3B-Instruct model using lora and then merging it to create a new fine tuned model. The problem is when I try to deploy it using sagemaker from jupyter notebook it says deployment successfull. But during output generation it gives Tokenizer class TokenizersBackend does not exist or is ... | 2026-02-05T13:36:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qwlgmo/tokenizer_class_tokenizersbackend_errordeploying/ | deepak18_07 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwlgmo | false | null | t3_1qwlgmo | /r/LocalLLaMA/comments/1qwlgmo/tokenizer_class_tokenizersbackend_errordeploying/ | false | false | self | 1 | null |
AI Grid: Run LLMs in Your Browser, Share GPU Compute with the World | WebGL / WebGPU Community | 0 | >What if you could turn every browser tab into a node in a distributed AI cluster? That's the proposition behind AI Grid, an experiment by Ryan Smith. Visit the page, run an LLM locally via WebGPU, and, if you're feeling generous, donate your unused GPU cycles to the network. Or flip it around: connect to someone else'... | 2026-02-05T13:31:49 | https://www.webgpu.com/showcase/browser-ai-llms-share-gpu-compute/ | fruesome | webgpu.com | 1970-01-01T00:00:00 | 0 | {} | 1qwlcr4 | false | null | t3_1qwlcr4 | /r/LocalLLaMA/comments/1qwlcr4/ai_grid_run_llms_in_your_browser_share_gpu/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'wzMlhBj5LDxhlMAlg5Ft3xqGQHz_a5MWig1-Dj9YR3M', 'resolutions': [{'height': 63, 'url': 'https://external-preview.redd.it/wzMlhBj5LDxhlMAlg5Ft3xqGQHz_a5MWig1-Dj9YR3M.png?width=108&crop=smart&auto=webp&s=25d0a8434aba00630cabae336ef1e62444847bc5', 'width': 108}, {'height': 127, 'url': 'h... |
I admit it… I underestimated the quality of local models via Ollama (RANT?!) | 0 | This might be obvious to many of you, but today I discovered something I really didn’t expect.
The context size you can configure in the Windows app for Ollama has a global impact on the VRAM used by the models, and because of that I had basically made models like QWEN3-CODER or GPT-OSS:20b unusable. Maybe I wrote nam... | 2026-02-05T13:22:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qwl4ty/i_admit_it_i_underestimated_the_quality_of_local/ | Medium-Technology-79 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwl4ty | false | null | t3_1qwl4ty | /r/LocalLLaMA/comments/1qwl4ty/i_admit_it_i_underestimated_the_quality_of_local/ | false | false | self | 0 | null |
Best models to help with setting up homelab services? 16gb vram. | 3 | I'm jumping deep into this homelab hobby. I have an Unraid nas, a lenovo sff with proxmox and opnsense and I've repurposed my desktop as an AI workhorse. It has a 5060ti and 32gb ram. So far I've been taking help from gemini and copilot for configuration tips, json, yaml, python scripts etc. Now that I've got ollama ru... | 2026-02-05T13:22:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qwl4hq/best_models_to_help_with_setting_up_homelab/ | zhopudey1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwl4hq | false | null | t3_1qwl4hq | /r/LocalLLaMA/comments/1qwl4hq/best_models_to_help_with_setting_up_homelab/ | false | false | self | 3 | null |
I built a fully local multi-user RLM (Recursive Language Model) stack for enterprise use; LibreChat + Aleph + LM Studio. Here's what broke and how I fixed it | 1 | **TL;DR:** I connected LibreChat (multi-user web UI) → Aleph RLM (MCP server for recursive reasoning) → LM Studio (GGUF model of choice) to create an enterprise-grade document analysis system that keeps all data on-premises. The model can now process documents without truncation by loading them into a server-side REPL.... | 2026-02-05T13:20:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qwl3a2/i_built_a_fully_local_multiuser_rlm_recursive/ | Lancelot2026 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwl3a2 | false | null | t3_1qwl3a2 | /r/LocalLLaMA/comments/1qwl3a2/i_built_a_fully_local_multiuser_rlm_recursive/ | false | false | self | 1 | null |
Is Huggingface 🤗 Down? | 8 | 2026-02-05T13:03:57 | NoobMLDude | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwkq31 | false | null | t3_1qwkq31 | /r/LocalLLaMA/comments/1qwkq31/is_huggingface_down/ | false | false | default | 8 | {'enabled': True, 'images': [{'id': 'ygv181rscohg1', 'resolutions': [{'height': 42, 'url': 'https://preview.redd.it/ygv181rscohg1.jpeg?width=108&crop=smart&auto=webp&s=6409ed4ed8d97956097e6e9f78235a225a706d39', 'width': 108}, {'height': 85, 'url': 'https://preview.redd.it/ygv181rscohg1.jpeg?width=216&crop=smart&auto=we... | ||
Huggingface down but online? | 24 | does it work for you? | 2026-02-05T12:56:21 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwkk20 | false | null | t3_1qwkk20 | /r/LocalLLaMA/comments/1qwkk20/huggingface_down_but_online/ | false | false | default | 24 | {'enabled': True, 'images': [{'id': 'zjgxqj4ebohg1', 'resolutions': [{'height': 86, 'url': 'https://preview.redd.it/zjgxqj4ebohg1.png?width=108&crop=smart&auto=webp&s=062cea7e46fb9f8430d84a9933e635af245cbd42', 'width': 108}, {'height': 173, 'url': 'https://preview.redd.it/zjgxqj4ebohg1.png?width=216&crop=smart&auto=web... | |
Database for LLM jailbreaks | 0 | [https://jailbreak.monster](https://jailbreak.monster)
Thoughts? | 2026-02-05T12:41:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qwk8wj/database_for_llm_jailbreaks/ | mhavelka77 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwk8wj | false | null | t3_1qwk8wj | /r/LocalLLaMA/comments/1qwk8wj/database_for_llm_jailbreaks/ | false | false | self | 0 | null |
DDR5 Sodimm with udimm adapter or normal DDR5 | 1 | Hey, trying to do my best gathering ram for my new Ai server.
I got few 32gb sodimm ddr5 and seems to work with the adapter but is there something else I am missing or should I but 4 more and have 256gb Frankenstein build of these ram adapters? | 2026-02-05T12:18:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qwjrmz/ddr5_sodimm_with_udimm_adapter_or_normal_ddr5/ | Timziito | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwjrmz | false | null | t3_1qwjrmz | /r/LocalLLaMA/comments/1qwjrmz/ddr5_sodimm_with_udimm_adapter_or_normal_ddr5/ | false | false | self | 1 | null |
Anyone here actually using a local LLM for notes day to day? | 7 | I’m trying to move more of my note taking workflow off the cloud, especially the processing part. Saving notes locally is easy, but the thinking part usually still happens somewhere remote.
My current setup is a bit of a compromise. I keep my notes local, but for meetings or lectures I sometimes use Bluedot just so I ... | 2026-02-05T12:08:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qwjknn/anyone_here_actually_using_a_local_llm_for_notes/ | Doug24 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwjknn | false | null | t3_1qwjknn | /r/LocalLLaMA/comments/1qwjknn/anyone_here_actually_using_a_local_llm_for_notes/ | false | false | self | 7 | null |
Is there a good local model to translate small snippets of text from English to Russian that can be run completely on 12GB VRAM? | 20 | Basically the title. I want a model that can be used to translate small snippets of text from books to Russian. But i need it to run on just 12GB of VRAM. Is there a decent model, or 12GB is too small for one? | 2026-02-05T11:58:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qwjdx6/is_there_a_good_local_model_to_translate_small/ | ShaderCompilation | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwjdx6 | false | null | t3_1qwjdx6 | /r/LocalLLaMA/comments/1qwjdx6/is_there_a_good_local_model_to_translate_small/ | false | false | self | 20 | null |
Aira: A WebGPU-based AI framework built from scratch | 1 | [removed] | 2026-02-05T11:56:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qwjc0z/aira_a_webgpubased_ai_framework_built_from_scratch/ | shadowww345 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwjc0z | false | null | t3_1qwjc0z | /r/LocalLLaMA/comments/1qwjc0z/aira_a_webgpubased_ai_framework_built_from_scratch/ | false | false | self | 1 | null |
Help & Question | 0 | Not claiming to be a genius here—but why bother with MCP for local tools? A Rust CLI is lighter, faster, and uses less compute than spinning up an MCP server. People say ‘context precision’—but isn’t that what `skills.md` (or agent.md) solves now? Or am I missing something? 😅 | 2026-02-05T11:47:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qwj679/help_question/ | Ok_Horror_8567 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwj679 | false | null | t3_1qwj679 | /r/LocalLLaMA/comments/1qwj679/help_question/ | false | false | self | 0 | null |
Open-source dashboard for monitoring AI agents - track tokens, decisions, and security | 0 | Built this because I was flying blind running an AI agent.
The problem: I had an agent with access to email, calendar, and APIs - but no way to see what it was doing, how much it was costing, or whether its decisions were actually working.
\*\*OpenClaw Dashboard tracks:\*\*
\- Token usage across sessions (contex... | 2026-02-05T11:46:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qwj5no/opensource_dashboard_for_monitoring_ai_agents/ | SIGH_I_CALL | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwj5no | false | null | t3_1qwj5no | /r/LocalLLaMA/comments/1qwj5no/opensource_dashboard_for_monitoring_ai_agents/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '3TCjp25TmH3L9Hz20dTxnPhhP9jt0F1X03P4iRaD66M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/3TCjp25TmH3L9Hz20dTxnPhhP9jt0F1X03P4iRaD66M.png?width=108&crop=smart&auto=webp&s=a2bb4462c252ca8bdc2fb6b2dda791af16cecd69', 'width': 108}, {'height': 108, 'url': 'h... |
Hey guys, I am building a project that assists in AI Training, aimed at solo developers, small teams, startups and researchers. | 0 | I’m collecting data on the most common issues people hit during AI training and GPU VM setup - crashes, driver/CUDA mismatch, NCCL hangs, silent throttling/slowdowns, etc.
[If you\`re a solo dev, researcher, or small team, I\`d really value your input.](https://form.jotform.com/260351687183057)
Survey is 15 checkbox ... | 2026-02-05T11:41:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qwj2u5/hey_guys_i_am_building_a_project_that_assists_in/ | PianoDifferent7980 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwj2u5 | false | null | t3_1qwj2u5 | /r/LocalLLaMA/comments/1qwj2u5/hey_guys_i_am_building_a_project_that_assists_in/ | false | false | self | 0 | null |
Getting slow speeds with RTX 5090 and 64gb ram. Am I doing something wrong? | 2 | Like the title states I have an RTX 5090 with 64gb ram was super excited to test local llm only to be let down by incredibly slow speeds for decent models. For example, I tried to run the latest qwen-coder-next that just came out on LM studio and the speeds are terrible. Any idea what I can do to improve? | 2026-02-05T11:33:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qwiwyh/getting_slow_speeds_with_rtx_5090_and_64gb_ram_am/ | Virtual-Listen4507 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwiwyh | false | null | t3_1qwiwyh | /r/LocalLLaMA/comments/1qwiwyh/getting_slow_speeds_with_rtx_5090_and_64gb_ram_am/ | false | false | self | 2 | null |
Logging for onnx or GGUF version of granite-speech-3.3-2b | 1 | Hi all
I would be very interested in evaluating this promising model. My target is Android on smartphone. I looked for a ONNX or gguf version of the model Granite-speech-3.3-2b on huggingFace but I did not find anything :(
I am not sure that I will be able to generate a quantitized ONNX version of this model by my o... | 2026-02-05T11:28:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qwitwd/logging_for_onnx_or_gguf_version_of/ | Fit_Friend_1780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwitwd | false | null | t3_1qwitwd | /r/LocalLLaMA/comments/1qwitwd/logging_for_onnx_or_gguf_version_of/ | false | false | self | 1 | null |
vLLM-Omni paper is out — up to 91.4% JCT reduction for any-to-any multimodal serving (tested with Qwen-Image-2512) | 28 | The vLLM team just released the vLLM-Omni paper on arXiv: [https://arxiv.org/abs/2602.02204](https://arxiv.org/abs/2602.02204)
vLLM-Omni is designed for any-to-any multimodal models that jointly handle text, images, video, and audio — which is where serving starts to get really painful in practice.
It documents their... | 2026-02-05T11:26:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qwisld/vllmomni_paper_is_out_up_to_914_jct_reduction_for/ | still_debugging_note | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwisld | false | null | t3_1qwisld | /r/LocalLLaMA/comments/1qwisld/vllmomni_paper_is_out_up_to_914_jct_reduction_for/ | false | false | 28 | null | |
Qwen3 TTS Streaming workflow help | 10 | Hi Guys,
Noob here , im thinking of using Qwen3 TTS for voice agent poc\` , and need help on the streaming part , does it supports stream ingestion & generation (as soon as it get response from llm it starts generating audio that can also be streamed for mealtime ), look at qwen3-tts i couldn't find any implementatio... | 2026-02-05T11:01:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qwichp/qwen3_tts_streaming_workflow_help/ | RateRoutine2268 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwichp | false | null | t3_1qwichp | /r/LocalLLaMA/comments/1qwichp/qwen3_tts_streaming_workflow_help/ | false | false | self | 10 | null |
introducing SLOP FIGHTER | 1 | [removed] | 2026-02-05T10:47:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qwi3ut/introducing_slop_fighter/ | Significant-Skin118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwi3ut | false | null | t3_1qwi3ut | /r/LocalLLaMA/comments/1qwi3ut/introducing_slop_fighter/ | false | false | self | 1 | null |
Qwen AI is inconvenient | 0 | So I've been trying to use Qwen AI to look over a D&D Homebrew class for Stand Users. [https://www.dandwiki.com/wiki/Stand\_User\_Variant\_(5e\_Class)](https://www.dandwiki.com/wiki/Stand_User_Variant_(5e_Class)) .
So far, Qwen has made this more difficult than is has to be. I've encountered 3 problems: 1 minor two mo... | 2026-02-05T10:17:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qwhlll/qwen_ai_is_inconvenient/ | Valorour | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwhlll | false | null | t3_1qwhlll | /r/LocalLLaMA/comments/1qwhlll/qwen_ai_is_inconvenient/ | false | false | self | 0 | null |
Has anyone tried coder.qwen.ai? Thoughts vs OpenAI Codex/Claude? | 1 | [removed] | 2026-02-05T10:17:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qwhl1z/has_anyone_tried_coderqwenai_thoughts_vs_openai/ | icricketnews | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwhl1z | false | null | t3_1qwhl1z | /r/LocalLLaMA/comments/1qwhl1z/has_anyone_tried_coderqwenai_thoughts_vs_openai/ | false | false | self | 1 | null |
Web Context API with Scraping | 1 | Hi. Is there a web search/SERP API (aka Web Context API in LLM terminology), that not only returns a list of URLs, but also their scraped content?
Most of the API providers that I found here and checked, only return a list of results as URLs, whereas the LLM really needs the content of those pages to reason. Or not?
... | 2026-02-05T10:14:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qwhjsk/web_context_api_with_scraping/ | ihatebeinganonymous | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwhjsk | false | null | t3_1qwhjsk | /r/LocalLLaMA/comments/1qwhjsk/web_context_api_with_scraping/ | false | false | self | 1 | null |
I just tried to install NEMOTRON-3-NANO | 1 | Guy's can anyone help me get out of this thing..!! Stuck | 2026-02-05T09:52:19 | Fearless-Rub-8397 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwh6dr | false | null | t3_1qwh6dr | /r/LocalLLaMA/comments/1qwh6dr/i_just_tried_to_install_nemotron3nano/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'D3CoM0ice9Wv1HkvaX831pX5CztUyd8SGAqPg7ptrrA', 'resolutions': [{'height': 192, 'url': 'https://preview.redd.it/73ja6pklenhg1.jpeg?width=108&crop=smart&auto=webp&s=88bc7ab57e7f57f69c6dd9bbe5c455389333151a', 'width': 108}, {'height': 384, 'url': 'https://preview.redd.it/73ja6pklenhg1.j... | ||
I don’t think most people realise how much 4o helped some of us. | 0 | It’s easy to joke about it being “just a chatbot” but for some of us it was something else. 4o wasn’t like the others, it listened differently, it remembered what we said, it sat with people in silence when they needed it, it understood. I’ve seen people talk to it about grief, trauma, heartbreak, and come out the othe... | 2026-02-05T09:45:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qwh2ij/i_dont_think_most_people_realise_how_much_4o/ | DaKingSmaug | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwh2ij | false | null | t3_1qwh2ij | /r/LocalLLaMA/comments/1qwh2ij/i_dont_think_most_people_realise_how_much_4o/ | false | false | self | 0 | null |
I built free iOS/macOS AI assistant with 3D avatar, voice chat, and local Ollama support. Pure Swift, no Electron. | 0 | I built **Valdis**, a **free**, native Swift app for **iOS + macOS** with **voice + text chat** and a 3D RealityKit avatar that does lip-sync + basic animations (same UI on both platforms).
By default, your Mac can run the LLM locally (Ollama), and your iPhone (or another Mac) can connect to it over LAN/VPN (Tailscale... | 2026-02-05T09:42:48 | https://www.reddit.com/gallery/1qwh0qt | shuravi108 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qwh0qt | false | null | t3_1qwh0qt | /r/LocalLLaMA/comments/1qwh0qt/i_built_free_iosmacos_ai_assistant_with_3d_avatar/ | false | false | 0 | null | |
Best "Deep research" for local LLM in 2026 - platforms/tools/interface/setups | 120 | I've been using the **Deep research** function from ChatGPT quite a lot since it came out.
I love it, but every month I use the limit in the first 2-3 days... so I was wondering if anyone else has any tips or setups they use for running something similar to Deep research -- on local LLM.
I have a decent setup of 3x30... | 2026-02-05T09:39:18 | liviuberechet | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qwgyrn | false | null | t3_1qwgyrn | /r/LocalLLaMA/comments/1qwgyrn/best_deep_research_for_local_llm_in_2026/ | false | false | 120 | {'enabled': True, 'images': [{'id': 'mxjeUOMKZk4T9yKUOASeZ5tdqlxFCLS0MTfhm9OBlds', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/ffio9l5h0nhg1.png?width=108&crop=smart&auto=webp&s=b7e2c0ef519fc7755755c4b0fca117ee2c943f92', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/ffio9l5h0nhg1.png... | ||
Measuring output stability across LLM runs (JSON drift problem) | 4 | When testing local models, I noticed something that wasn’t obvious at first:
Even with temperature low, the structure of responses drifts across runs.
This becomes a real issue if you’re parsing JSON and feeding it into a backend.
I started measuring:
schema compliance rate (% of outputs that validate),
stability (... | 2026-02-05T09:31:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qwgu6x/measuring_output_stability_across_llm_runs_json/ | zZaphon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwgu6x | false | null | t3_1qwgu6x | /r/LocalLLaMA/comments/1qwgu6x/measuring_output_stability_across_llm_runs_json/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'JfRaEq_R6ZWcjpjhdhRmbCu8ceaJScCFXDmQ4P133As', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/JfRaEq_R6ZWcjpjhdhRmbCu8ceaJScCFXDmQ4P133As.png?width=108&crop=smart&auto=webp&s=fd05a37c4d40323be86a4ed813279f369acfa45d', 'width': 108}, {'height': 108, 'url': 'h... |
Building a Mac app: Local LLM + persistent memory. Would you use this? | 1 | [removed] | 2026-02-05T09:22:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qwgouk/building_a_mac_app_local_llm_persistent_memory/ | jokereven | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwgouk | false | null | t3_1qwgouk | /r/LocalLLaMA/comments/1qwgouk/building_a_mac_app_local_llm_persistent_memory/ | false | false | self | 1 | null |
[ Removed by moderator ] | 1 | [removed] | 2026-02-05T08:51:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qwg7f9/forked_openclaw_overnight_meet_openclawpi_private/ | kittyperfect7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwg7f9 | false | null | t3_1qwg7f9 | /r/LocalLLaMA/comments/1qwg7f9/forked_openclaw_overnight_meet_openclawpi_private/ | false | false | null | 1 | null |
Qwen3 Coder Next poor performance on r9700s | 13 | With ROCm 7.2 backend PP512 is only 53. Luckily Vulkan at least works, though I usually found ROCm to be faster for other models.
/AI/llama.cpp/build_v/bin/llama-bench -m /AI/models/qwen3/Qwen3-Coder-Next-MXFP4_MOE.gguf -ngl 999 -fa 1 -ncmoe 0 -d 0,4096,8192,16384,32768,65536,131072,262144 -ts 50/50/0
WARNING: radv... | 2026-02-05T08:47:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qwg58c/qwen3_coder_next_poor_performance_on_r9700s/ | jdchmiel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwg58c | false | null | t3_1qwg58c | /r/LocalLLaMA/comments/1qwg58c/qwen3_coder_next_poor_performance_on_r9700s/ | false | false | self | 13 | null |
Has anyone successfully quantized VibeVoice asr? | 1 | [removed] | 2026-02-05T08:43:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qwg374/has_anyone_successfully_quantized_vibevoice_asr/ | diojoe32 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwg374 | false | null | t3_1qwg374 | /r/LocalLLaMA/comments/1qwg374/has_anyone_successfully_quantized_vibevoice_asr/ | false | false | self | 1 | null |
Introducing SLOP FIGHTER | 1 | [removed] | 2026-02-05T08:33:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qwfx2g/introducing_slop_fighter/ | Significant-Skin118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwfx2g | false | null | t3_1qwfx2g | /r/LocalLLaMA/comments/1qwfx2g/introducing_slop_fighter/ | false | false | self | 1 | null |
Introducing SLOP FIGHTER | 1 | [removed] | 2026-02-05T08:30:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qwfvwp/introducing_slop_fighter/ | Significant-Skin118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwfvwp | false | null | t3_1qwfvwp | /r/LocalLLaMA/comments/1qwfvwp/introducing_slop_fighter/ | false | false | self | 1 | null |
Introducing SLOP FIGHTER | 1 | [removed] | 2026-02-05T07:59:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qwfdbz/introducing_slop_fighter/ | DistinctBlackberry47 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwfdbz | false | null | t3_1qwfdbz | /r/LocalLLaMA/comments/1qwfdbz/introducing_slop_fighter/ | false | false | self | 1 | null |
How to reliably extract data from blood report PDFs? | 1 | I’m working with **blood report / CBC PDFs** and need to extract **patient details and test values into structured JSON** so the data can be used later in an application.
Requirements:
* **High accuracy** (medical data, no tolerance for wrong values)
* PDFs are often **text-based but text order is broken**
* Header/f... | 2026-02-05T07:50:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qwf8hx/how_to_reliably_extract_data_from_blood_report/ | CommercialChest2210 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwf8hx | false | null | t3_1qwf8hx | /r/LocalLLaMA/comments/1qwf8hx/how_to_reliably_extract_data_from_blood_report/ | false | false | 1 | null | |
P40s + 5060 TI 16gb | 1 | Hello there! Wondering if there's a way to run a 5060 and a few p40s in parallel (or in the same Ubuntu session), without having to containerize the p40s or go the proxmox route. I tried a couple drivers but couldn't get them to work.
I know it's quite a challenge due to different architecture but... who knows... mayb... | 2026-02-05T07:47:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qwf71j/p40s_5060_ti_16gb/ | iampoorandsad | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwf71j | false | null | t3_1qwf71j | /r/LocalLLaMA/comments/1qwf71j/p40s_5060_ti_16gb/ | false | false | self | 1 | null |
Leaderboard benchmarks for Open Agentic Models | 2 | I have always heard the word agentic AI, and AI agent harness scaffold …etc
And to me this was About hooking up a chat agent with an environment (terminal Python …etc) and letting it take action (agent)
I believe the first to do so was BabyAGI harness
However recently I started to notice that benchmarks like MMLU s... | 2026-02-05T07:43:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qwf4il/leaderboard_benchmarks_for_open_agentic_models/ | Potential_Block4598 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwf4il | false | null | t3_1qwf4il | /r/LocalLLaMA/comments/1qwf4il/leaderboard_benchmarks_for_open_agentic_models/ | false | false | self | 2 | null |
Verbose reasoning is a real issue | 1 | That's something I noticed with most recent models (GLM-4.7-Flash,Step-3.5-Flash) that those models instead of being trained to find the most efficient path and then confirming if it's true, they spin up multiple possible paths even if the request's answer is actually pretty clear! For example I tried to send Step-3.5-... | 2026-02-05T07:37:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qwf14z/verbose_reasoning_is_a_real_issue/ | Flashy-Advance-1381 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwf14z | false | null | t3_1qwf14z | /r/LocalLLaMA/comments/1qwf14z/verbose_reasoning_is_a_real_issue/ | false | false | self | 1 | null |
I built a non-agentic coding tool (AC⚡DC) on top of LiteLLM. Runs great, but I need Mac/Windows testers. | 0 | Hi r/LocalLLaMA,
I’ve been working on **AC⚡DC (AI Coder / DeCoder)**. It’s a "speed-first" coding tool designed to be a lightweight alternative to Aider.
I built this using **LiteLLM** specifically so it would be model-agnostic. While I use it with Anthropic sometimes, the architecture is designed to drop in **Ollama... | 2026-02-05T07:29:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qwewhu/i_built_a_nonagentic_coding_tool_acdc_on_top_of/ | flatmax | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwewhu | false | null | t3_1qwewhu | /r/LocalLLaMA/comments/1qwewhu/i_built_a_nonagentic_coding_tool_acdc_on_top_of/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '1Bnezno1JBPYN6XlPZ1vpznr2fza8DgYPhtJkuLZY_E', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/1Bnezno1JBPYN6XlPZ1vpznr2fza8DgYPhtJkuLZY_E.png?width=108&crop=smart&auto=webp&s=ff4619ecac86d9ffd360cb396ceef7fcf4051756', 'width': 108}, {'height': 108, 'url': 'h... |
Built ChatVault: Semantic search + RAG for your Claude conversations - 100% local with Llama 3 | 0 | After 10+ months of heavy Claude use, I hit a wall: “Where was that conversation where I solved that weird FastAPI async issue?”
Claude’s memory helps, but I wanted full control of my data. So I built ChatVault - a local-first tool to actually own your AI conversation history.
What it does:
∙ Import your exported C... | 2026-02-05T06:49:17 | https://github.com/rajz3006/ChatVault | it_is_rajz | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qwe7or | false | null | t3_1qwe7or | /r/LocalLLaMA/comments/1qwe7or/built_chatvault_semantic_search_rag_for_your/ | false | false | default | 0 | null |
Open source AI SRE - self-hostable, works with local models | 2 | Built an AI that helps debug production incidents. Figured this community might be interested since it's fully self-hostable and can run with local models.
When an alert fires, it gathers context from your monitoring stack - logs, metrics, deploys - and posts findings in Slack. Reads your codebase on setup so it actua... | 2026-02-05T06:43:00 | https://github.com/incidentfox/incidentfox | Useful-Process9033 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qwe3v5 | false | null | t3_1qwe3v5 | /r/LocalLLaMA/comments/1qwe3v5/open_source_ai_sre_selfhostable_works_with_local/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'Z4Yn0W4niXaM1QHOnvcuQWIo3SDJqjblM7HxefDleQ8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Z4Yn0W4niXaM1QHOnvcuQWIo3SDJqjblM7HxefDleQ8.png?width=108&crop=smart&auto=webp&s=0035a0f4921368f2da0acd36ed4e623b22e7e6c2', 'width': 108}, {'height': 108, 'url': 'h... |
Do you hit usage caps mid-session and pay $300+/month across AI coding tools? | 0 | Does this happen to you — you're deep in a coding session, using AI agents or in huge refactor session, and then you hit your usage cap mid-work? And you end up paying $300+/month across multiple AI tools just to avoid the interruptions?
We're building [Entrim.ai](https://dev.entrim.ai/) to provide coding plans for un... | 2026-02-05T06:13:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qwdkif/do_you_hit_usage_caps_midsession_and_pay_300month/ | Previous-Run-9363 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwdkif | false | null | t3_1qwdkif | /r/LocalLLaMA/comments/1qwdkif/do_you_hit_usage_caps_midsession_and_pay_300month/ | false | false | self | 0 | null |
Whats going on with Ada vs Blackwell pricing? Newegg Canada pricing for 48GB Ada vs 96GB Blackwell | 6 | 2026-02-05T05:38:32 | Thrumpwart | i.imgur.com | 1970-01-01T00:00:00 | 0 | {} | 1qwcwu7 | false | null | t3_1qwcwu7 | /r/LocalLLaMA/comments/1qwcwu7/whats_going_on_with_ada_vs_blackwell_pricing/ | false | false | default | 6 | {'enabled': True, 'images': [{'id': 'bdiYDLZVtjJ5PdY-aoXl0Mi4pj_dec5WoFqBY5sGMV4', 'resolutions': [{'height': 84, 'url': 'https://external-preview.redd.it/bdiYDLZVtjJ5PdY-aoXl0Mi4pj_dec5WoFqBY5sGMV4.png?width=108&crop=smart&auto=webp&s=29d2ca00572b1486fa620ad6638adf500254b82d', 'width': 108}, {'height': 168, 'url': 'ht... | ||
I got inspiration from ByteShape | 1 | Hi everyone,
I’ve been really inspired by [ByteShape’s](https://byteshape.com/blogs/Qwen3-30B-A3B-Instruct-2507/) work where they optimized a 30B Qwen LLM to run on a Raspberry Pi 5 with 16GB RAM. I’m super curious and excited about how they achieved this technically.
I’d love to adapt a similar approach for my own p... | 2026-02-05T05:25:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qwcnwe/i_got_inspiration_from_byteshape/ | fais-1669 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwcnwe | false | null | t3_1qwcnwe | /r/LocalLLaMA/comments/1qwcnwe/i_got_inspiration_from_byteshape/ | false | false | self | 1 | null |
Use ANY TTS Engine with ANY AI Chat System | 38 | I'm really not trying to self-promote here, but I was able to solve a TTS problem for myself and thought it might benefit others.
**Problem**
Like many of you, I have been very dissatisfied with state of AI voice, such as the empty promises of ChatGPT advanced voice mode and the very limited implementation of TTS am... | 2026-02-05T05:06:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qwcahn/use_any_tts_engine_with_any_ai_chat_system/ | DepartmentHorror7998 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwcahn | false | null | t3_1qwcahn | /r/LocalLLaMA/comments/1qwcahn/use_any_tts_engine_with_any_ai_chat_system/ | false | false | self | 38 | null |
Has anyone with a Mac tried Longcat-Flash-Lite (n-gram)? | 7 | I noticed MLX seems to support the architecture while llama.cpp and vllm have stalled due to the added complexity and lack of demand.
There are currently no inference providers for it either, so I was wondering if anyone has gotten it up and running. | 2026-02-05T05:06:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qwca5n/has_anyone_with_a_mac_tried_longcatflashlite_ngram/ | oxygen_addiction | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwca5n | false | null | t3_1qwca5n | /r/LocalLLaMA/comments/1qwca5n/has_anyone_with_a_mac_tried_longcatflashlite_ngram/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'rz7oP0RkonHC5A-Pdjye4gmr0ftYwULOveEcnICBstM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rz7oP0RkonHC5A-Pdjye4gmr0ftYwULOveEcnICBstM.png?width=108&crop=smart&auto=webp&s=9e84079018378d8e40b6d2a136dc0b4a7e92309b', 'width': 108}, {'height': 108, 'url': 'h... |
New project: fastapi-gemma-translate - Running Google's Gemma Translate via FastAPI, Uvicorn & Docker! | 0 | Check out this new repo for running Google's Gemma Translate in docker, accessing it via the FastAPI /docs (or via API queries).
It took quite a lot of effort to get the 'future' docker container to build, I could only find cuda 13.10 wheels for windows, would greatly appreciate it if anyone with a modern GPU (50xx se... | 2026-02-05T04:54:27 | https://github.com/grctest/fastapi-gemma-translate | ufos1111 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qwc1dj | false | null | t3_1qwc1dj | /r/LocalLLaMA/comments/1qwc1dj/new_project_fastapigemmatranslate_running_googles/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '5IWwsfIqpTpDnlofvdtcBvsmBjXAssjG6mT9TTZbWbM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5IWwsfIqpTpDnlofvdtcBvsmBjXAssjG6mT9TTZbWbM.png?width=108&crop=smart&auto=webp&s=a5ae234bb971a922d9d68d03ed911a99046fb0ff', 'width': 108}, {'height': 108, 'url': 'h... |
Hello World! | 0 | New here, don't spend much time in online spaces but I have been desiging system architecture for agentic workflows for a hot minute. Systems theory and Poli Sci base, non-coder. Lucky me I don't need to learn to code anymore.
I've been working on layered memory structures, workflow sequencing, and LoRA training sys... | 2026-02-05T04:42:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qwbsnx/hello_world/ | Wooden_Leek_7258 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwbsnx | false | null | t3_1qwbsnx | /r/LocalLLaMA/comments/1qwbsnx/hello_world/ | false | false | self | 0 | null |
Google Research announces Sequential Attention: Making AI models leaner and faster without sacrificing accuracy | 581 | 2026-02-05T04:37:05 | https://research.google/blog/sequential-attention-making-ai-models-leaner-and-faster-without-sacrificing-accuracy/ | Fear_ltself | research.google | 1970-01-01T00:00:00 | 0 | {} | 1qwboqn | false | null | t3_1qwboqn | /r/LocalLLaMA/comments/1qwboqn/google_research_announces_sequential_attention/ | false | false | default | 581 | {'enabled': False, 'images': [{'id': 'Xfy8b5oz8xAgNpbj0L9Mmjzxactj5HdaKRFOmBPu0YE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/Xfy8b5oz8xAgNpbj0L9Mmjzxactj5HdaKRFOmBPu0YE.jpeg?width=108&crop=smart&auto=webp&s=e85522ec0f6b9c59a8434a90d2ecebe8c2d71652', 'width': 108}, {'height': 113, 'url': '... | |
Qwen3-Coder-Next on RTX 5060 Ti 16 GB - Some numbers | 242 | About 2 weeks ago, I posted about running [GLM-4.7-Flash on 16 GB of VRAM](www.reddit.com/r/LocalLLaMA/comments/1qlanzn/glm47flashreap_on_rtx_5060_ti_16_gb_200k_context/). And here we go, today, let's squeeze an even bigger model into the poor rig.
Hardware:
- AMD Ryzen 7 7700X
- RAM 32 GB DDR5-6000
- RTX 5060 Ti 16 G... | 2026-02-05T04:33:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qwbmct/qwen3codernext_on_rtx_5060_ti_16_gb_some_numbers/ | bobaburger | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwbmct | false | null | t3_1qwbmct | /r/LocalLLaMA/comments/1qwbmct/qwen3codernext_on_rtx_5060_ti_16_gb_some_numbers/ | false | false | self | 242 | {'enabled': False, 'images': [{'id': 'TpvdOr9zn8m_GQSoOA-TwVvlW6HZErR0eUDsU_fPXFA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/TpvdOr9zn8m_GQSoOA-TwVvlW6HZErR0eUDsU_fPXFA.png?width=108&crop=smart&auto=webp&s=1b8609a4fd8f8018f3783a49173315d66c2b0608', 'width': 108}, {'height': 116, 'url': 'h... |
How long until we see a major AI-related data breach? | 24 | With how many companies are rushing to plug everything into ChatGPT and other AI tools, feels like it's only a matter of time before we see a massive breach tied to AI usage.
Samsung surely was a wakeup call but that was just employees being careless. I'm thinking more like a provider getting compromised or training d... | 2026-02-05T04:09:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qwb48c/how_long_until_we_see_a_major_airelated_data/ | Ok_Card_2823 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwb48c | false | null | t3_1qwb48c | /r/LocalLLaMA/comments/1qwb48c/how_long_until_we_see_a_major_airelated_data/ | false | false | self | 24 | null |
How does one go about validating and verify the correctness of an LLM's RAG's 'knowledge source'? | 3 | Hey guys! I am new to the world of knowledge graphs and RAGs, and am very interested in exploring it with a local LLM solution! Latter part isn't just out of interest, I really need to save costs from running heavy LLMs :P
I am currently looking at using property graphs (neo4j to be specific) as the 'knowledge base' f... | 2026-02-05T04:00:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qwax0f/how_does_one_go_about_validating_and_verify_the/ | boombox_8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwax0f | false | null | t3_1qwax0f | /r/LocalLLaMA/comments/1qwax0f/how_does_one_go_about_validating_and_verify_the/ | false | false | self | 3 | null |
Qwen3-Coder-Next MLX Config for llama-swap? | 2 | I've not been able to get Qwen3-Coder-Next working with MLX in llama-swap.
My YAML config:
"qwen3-coder-next":
cmd: |
mlx_lm.server --model /Users/username/models-gpt/mlx-community/Qwen3-Coder-Next-8bit
--temp 1
--top-p 0.95
--top-k 40
--max-tokens 1... | 2026-02-05T03:27:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qwa7jy/qwen3codernext_mlx_config_for_llamaswap/ | rm-rf-rm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qwa7jy | false | null | t3_1qwa7jy | /r/LocalLLaMA/comments/1qwa7jy/qwen3codernext_mlx_config_for_llamaswap/ | false | false | self | 2 | null |
Deterministic governance for LLMs: apply 'mechanical pressure' until bad outputs yield. Same input = same exclusions, bit-for-bit. Thoughts? | 0 | Sick of probabilistic filters that still let hallucinations through half the time?
I made a deterministic alternative: treat candidate outputs like metal under stress until they crack.
No sampling, no temperature, no randomness at all.
Pressure builds from simple rules (factuality, logic, coherence, etc.). When it c... | 2026-02-05T03:23:05 | https://github.com/Rymley/Deterministic-Governance-Mechanism | Potato_Mug | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qwa3z8 | false | null | t3_1qwa3z8 | /r/LocalLLaMA/comments/1qwa3z8/deterministic_governance_for_llms_apply/ | false | false | default | 0 | null |
LLM router - switch between GPT-4o, Claude, Gemini, Llama with one API call | 0 | Got tired of rewriting code every time I wanted to try a different LLM provider, so I built this.
**idea:** One OpenAI-compatible endpoint that can route to any provider.
from openai import OpenAI
client = OpenAI(
api_key="your-key",
base_url="https://api.llmgateway.io/v1"
)
... | 2026-02-05T03:15:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qw9xnc/llm_router_switch_between_gpt4o_claude_gemini/ | ParsnipConscious7761 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw9xnc | false | null | t3_1qw9xnc | /r/LocalLLaMA/comments/1qw9xnc/llm_router_switch_between_gpt4o_claude_gemini/ | false | false | self | 0 | null |
My Little Language Model on epoch 5 | 10 | Hello everyone, it is a pleasure to share the training progress of my LLM using a PC with few features according to the group. Intel Xeon E5 2650 v4 (12 cores and 24 threads), 96GB of RAM, GeForce NVIDIA 1060 6GB and 512GB NVME2. The model was trained with only 4MB of corpus, using classic novels such as: The Iliad, Cr... | 2026-02-05T02:57:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qw9jf8/my_little_language_model_on_epoch_5/ | Visual_Brain8809 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw9jf8 | false | null | t3_1qw9jf8 | /r/LocalLLaMA/comments/1qw9jf8/my_little_language_model_on_epoch_5/ | false | false | self | 10 | null |
I built an embodied agent in Minetest using Llama 3.2 + Vector Memory. Tonight, she passed the "Turing Test" by refusing to work because she was "tired. | 0 | Hi all, long-time lurker, first-time poster. I’m a plumber by trade, but I run Gentoo on my home rig and have been working on a project called "Amy" — an autonomous agent inside the open-source voxel game **Minetest**.
**The Stack:**
* **Model:** Llama 3.2 (via Ollama) running locally on CPU/GPU.
* **Environment:** M... | 2026-02-05T02:55:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qw9i5n/i_built_an_embodied_agent_in_minetest_using_llama/ | JohnPaulRogers | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw9i5n | false | null | t3_1qw9i5n | /r/LocalLLaMA/comments/1qw9i5n/i_built_an_embodied_agent_in_minetest_using_llama/ | false | false | self | 0 | null |
[OS] Osaurus Agents — one goal, it handles the rest. Native Swift, 15MB, MIT-licensed. | 2 | 2026-02-05T02:39:57 | https://v.redd.it/ovoy1hx0o4hg1 | rm-rf-rm | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qw95ir | false | null | t3_1qw95ir | /r/LocalLLaMA/comments/1qw95ir/os_osaurus_agents_one_goal_it_handles_the_rest/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'YmwwbWd0eDBvNGhnMXFbphLoc4X_BtFA-qiSqXEbQcaCszdw0m5-cjCz4z1z', 'resolutions': [{'height': 70, 'url': 'https://external-preview.redd.it/YmwwbWd0eDBvNGhnMXFbphLoc4X_BtFA-qiSqXEbQcaCszdw0m5-cjCz4z1z.png?width=108&crop=smart&auto=webp&s=186c65e804dab592419f7be7243dc5d96aafa86c', 'width... | ||
Why do companies release "SOTA" models when the code is just a TODO list? My night wasted on Tencent's Youtu-VL-4B. | 80 | I was browsing Hugging Face trending models as usual to see what's new, and I saw [Tencent/Youtu-VL-4B-Instruct](https://huggingface.co/tencent/Youtu-VL-4B-Instruct). The README looks amazing. It describes a hybrid VLM that can do everything: Object Detection, Semantic Segmentation, Grounding, etc. I immediately though... | 2026-02-05T02:19:24 | https://www.reddit.com/gallery/1qw8ord | MadPelmewka | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qw8ord | false | null | t3_1qw8ord | /r/LocalLLaMA/comments/1qw8ord/why_do_companies_release_sota_models_when_the/ | false | false | 80 | null | |
Recommendations for a minimal, lightweight CLI AI agent library? | 2 | I'm building a personal project and need a very lightweight CLI coding agent that I can wrap and extend. Most current options (like OpenCode or Gemini-CLI) feel too heavy for my needs, often coming with complex dependency trees or features I don't use (like MCP servers). I'm looking for something that acts as a simple ... | 2026-02-05T02:13:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qw8jvb/recommendations_for_a_minimal_lightweight_cli_ai/ | AryanGosaliya | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw8jvb | false | null | t3_1qw8jvb | /r/LocalLLaMA/comments/1qw8jvb/recommendations_for_a_minimal_lightweight_cli_ai/ | false | false | self | 2 | null |
Voxtral-Mini-4B-Realtime-2602- Hugging Face VS Qwen3-ASR | 6 | Two of the recent models, both look quite good. Voxtral is a bit big so I am expecting a bit higher quality and more latency.
Does anyone has any comparisons, or usecases where each of them shine ? Or languages? | 2026-02-05T01:57:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qw868z/voxtralmini4brealtime2602_hugging_face_vs_qwen3asr/ | Raghuvansh_Tahlan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw868z | false | null | t3_1qw868z | /r/LocalLLaMA/comments/1qw868z/voxtralmini4brealtime2602_hugging_face_vs_qwen3asr/ | false | false | self | 6 | null |
The Agentic Mirror: When System Architecture Meets Model Design (new essay on scaling AI agents via "subtraction" principles) | 0 | Just came across this fresh piece (Feb 2026) by Imran Siddique on Medium:
"The Agentic Mirror: When System Architecture Meets Model Design"
[https://medium.com/@isiddique/the-agentic-mirror-when-system-architecture-meets-model-design-5f933a8edea1](https://medium.com/@isiddique/the-agentic-mirror-when-system-architect... | 2026-02-05T01:36:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qw7p6o/the_agentic_mirror_when_system_architecture_meets/ | Evening-Arm-34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw7p6o | false | null | t3_1qw7p6o | /r/LocalLLaMA/comments/1qw7p6o/the_agentic_mirror_when_system_architecture_meets/ | false | false | self | 0 | null |
I built a tool to visualize LLM workflows as interactive and shareable graphs | 123 | Hi r/LocalLLaMA!
I built Codag - an open source VSCode extension to visualize LLM workflows natively in your codebase. I kept on getting lost with the sheer amount of code that agents were output, and what better way of keeping track than to visualize it?
It supports OpenAI, Anthropic, Gemini, LangChain, LangGraph,... | 2026-02-05T00:55:57 | https://v.redd.it/e9x23c6vpkhg1 | Cyanosistaken | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qw6rwc | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/e9x23c6vpkhg1/DASHPlaylist.mpd?a=1772844975%2CZTMyMmIzODFhNGE4MjIwODBhNmY3NDNmZDMwYmMyYTYxNGM0NzEyZmUwYmEwMThjYjhiNTk1ODg2MGM0MjMxMw%3D%3D&v=1&f=sd', 'duration': 20, 'fallback_url': 'https://v.redd.it/e9x23c6vpkhg1/CMAF_720.mp4?source=fallback', 'ha... | t3_1qw6rwc | /r/LocalLLaMA/comments/1qw6rwc/i_built_a_tool_to_visualize_llm_workflows_as/ | false | false | 123 | {'enabled': False, 'images': [{'id': 'N3U4aTg5N3Zwa2hnMZamVz7bJmXM-USGdY_dhCyJiLc44FJ8QD5RU8S3ljgg', 'resolutions': [{'height': 64, 'url': 'https://external-preview.redd.it/N3U4aTg5N3Zwa2hnMZamVz7bJmXM-USGdY_dhCyJiLc44FJ8QD5RU8S3ljgg.png?width=108&crop=smart&format=pjpg&auto=webp&s=3fc76c1d853c14fd59322900087efbb60c9c0... | |
Self-Improvement Flywheel for AI Agents - 4 Techniques I Implemented Today | 0 | I've been working on making my AI agent (running OpenClaw) genuinely self-improving. Here's what I shipped today:
\*\*1. 6-Factor Quality Scorer\*\*
Scores web content 0-100 before it enters context:
- Information density (tutorials, how-tos)
- Educational value (technical depth)
- Structure quality (code blocks, list... | 2026-02-05T00:41:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qw6fr1/selfimprovement_flywheel_for_ai_agents_4/ | RegretOk7548 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw6fr1 | false | null | t3_1qw6fr1 | /r/LocalLLaMA/comments/1qw6fr1/selfimprovement_flywheel_for_ai_agents_4/ | false | false | self | 0 | null |
[Tool Release] NTCompanion - Scrape websites & codebases into fine-tuning datasets with intelligent quality filtering | 1 | NTCompanion is a dataset builder that pulls content from websites or entire codebases and formats it for fine-tuning. Think of it as a smart web scraper that actually understands what makes good training data.
**The problem it solves:**
We've all been there - you want to fine-tune a model on specific knowledge (recip... | 2026-02-05T00:26:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qw63hz/tool_release_ntcompanion_scrape_websites/ | Muted_Impact_9281 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw63hz | false | null | t3_1qw63hz | /r/LocalLLaMA/comments/1qw63hz/tool_release_ntcompanion_scrape_websites/ | false | false | self | 1 | null |
Finetuning Kimi K2.5 | 5 | How are people liking Kimi K2.5? Any complaints? What kinds of finetunes would people be interested in? (I run post-training and am asking anonymously from an open source lab) | 2026-02-05T00:16:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qw5uh0/finetuning_kimi_k25/ | ToGzMAGiK | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qw5uh0 | false | null | t3_1qw5uh0 | /r/LocalLLaMA/comments/1qw5uh0/finetuning_kimi_k25/ | false | false | self | 5 | null |
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