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8 Radeon R9700s vs 8 RTX 3090 2 slot blower style | 2 | So I'm building a 4U rackmount 8 GPU server and I'm really intrigued by the R9700s. I currently have a single RXT 3090 in my prototyping PC, its been good and more than capable at handling what I'm doing. Although the R9700s have more memory they dont have as much memory bandwidth and not sure how they stack up in term... | 2026-01-24T04:55:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qldsdx/8_radeon_r9700s_vs_8_rtx_3090_2_slot_blower_style/ | mr__smooth | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qldsdx | false | null | t3_1qldsdx | /r/LocalLLaMA/comments/1qldsdx/8_radeon_r9700s_vs_8_rtx_3090_2_slot_blower_style/ | false | false | self | 2 | null |
Idea Validation: A "Passive Observer" MCP Server that reads live terminal buffers (tmux/PTY) so I don't have to re-run commands. | 2 | Hey everyone,
I’m working on a workflow problem I hit constantly while coding with AI (Claude Desktop, Cursor, etc.), and I wanted to see if anyone else would use this or if a solution already exists.
The Problem: Right now, most "Terminal" MCP tools are active executors. The AI says "run npm test," executes it, and ... | 2026-01-24T04:34:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qlddjn/idea_validation_a_passive_observer_mcp_server/ | d3v1sx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qlddjn | false | null | t3_1qlddjn | /r/LocalLLaMA/comments/1qlddjn/idea_validation_a_passive_observer_mcp_server/ | false | false | self | 2 | null |
Community Survey: OpenTrustLLM (feature priorities & pain points) + small giveaway | 0 | Hi everyone — I’m part of the team behind **TrustLLM** [**https://github.com/HowieHwong/TrustLLM**](https://github.com/HowieHwong/TrustLLM), and we’re upgrading it into **OpenTrustLLM**, a broader open-source ecosystem focused on improving the *trustworthiness and practical usability* of LLM systems (including tool use... | 2026-01-24T04:26:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qld7ap/community_survey_opentrustllm_feature_priorities/ | Negative-Actuary-328 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qld7ap | false | null | t3_1qld7ap | /r/LocalLLaMA/comments/1qld7ap/community_survey_opentrustllm_feature_priorities/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9uiw6VHuT5cpZDMxzS3P5lMk8o3yWX7QqrQbHmCiPD0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9uiw6VHuT5cpZDMxzS3P5lMk8o3yWX7QqrQbHmCiPD0.png?width=108&crop=smart&auto=webp&s=c17d58e893b7fd687dd59bfb053f0977e523ac71', 'width': 108}, {'height': 108, 'url': 'h... |
Self-hosted code search for your LLMs - built this to stop wasting context on irrelevant files | 21 | Hey everyone, been working on this for a while and finally got it to a point worth sharing.
Context Engine is basically a self-hosted retrieval system specifically for codebases. Works with any MCP client (Cursor, Cline, Windsurf, Claude, and vscode etc).
The main thing: hybrid search that actually understands code s... | 2026-01-24T03:18:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qlbsv1/selfhosted_code_search_for_your_llms_built_this/ | SnooBeans4154 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qlbsv1 | false | null | t3_1qlbsv1 | /r/LocalLLaMA/comments/1qlbsv1/selfhosted_code_search_for_your_llms_built_this/ | false | false | self | 21 | null |
Epistemic calibration benchmark — full judgment matrix + DeepSeek/MiMo raw responses | 0 | Running daily blind evaluations on frontier models. Today's test: can models accurately rate their own confidence on questions ranging from verifiable facts to unknowable data points?
**Full Results:**
https://preview.redd.it/9zx3inzdm7fg1.png?width=757&format=png&auto=webp&s=1a87ebd22163dcda6c3d40cefae1420c53fffe1a
... | 2026-01-24T02:40:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qlayyw/epistemic_calibration_benchmark_full_judgment/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qlayyw | false | null | t3_1qlayyw | /r/LocalLLaMA/comments/1qlayyw/epistemic_calibration_benchmark_full_judgment/ | false | false | 0 | null | |
GLM-4.7-Flash-REAP on RTX 5060 Ti 16 GB - 200k context window! | 203 | TL;DR: Here's my latest local coding setup, the params are mostly based on [Unsloth's recommendation for tool calling](https://unsloth.ai/docs/models/glm-4.7-flash#tool-calling-with-glm-4.7-flash)
- Model: [unsloth/GLM-4.7-Flash-REAP-23B-A3B-UD-Q3_K_XL](https://huggingface.co/unsloth/GLM-4.7-Flash-REAP-23B-A3B-GGUF)
-... | 2026-01-24T02:26:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qlanzn/glm47flashreap_on_rtx_5060_ti_16_gb_200k_context/ | bobaburger | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qlanzn | false | null | t3_1qlanzn | /r/LocalLLaMA/comments/1qlanzn/glm47flashreap_on_rtx_5060_ti_16_gb_200k_context/ | false | false | self | 203 | {'enabled': False, 'images': [{'id': 'ksRJC2bKGwjrMfOqsioi-B4oIm5QWQUM7Vf03KwieGM', 'resolutions': [{'height': 53, 'url': 'https://external-preview.redd.it/ksRJC2bKGwjrMfOqsioi-B4oIm5QWQUM7Vf03KwieGM.jpeg?width=108&crop=smart&auto=webp&s=6fa9ec0bda4ae81d05efe9ff0a296be82987e912', 'width': 108}, {'height': 106, 'url': '... |
Sofia: A "System 3" Cognitive Framework for Local LLMs with Generative Dreams and Autonomous Research | 0 | Hola a todos. He estado trabajando en **Sofía**, un sistema cognitivo experimental que intenta ir más allá del típico chatbot. El objetivo no es solo responder preguntas, sino crear un agente con **metacognición y autonomía real** ejecutándose 100% local (vLLM).
**¿Por qué "System 3"?** Mientras que el System 2 se enf... | 2026-01-24T02:14:27 | LordKillerBank | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qlaeiw | false | null | t3_1qlaeiw | /r/LocalLLaMA/comments/1qlaeiw/sofia_a_system_3_cognitive_framework_for_local/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'cQBEsLYFUQItRYpc2Msa1o9Z9c7-WtOS-tck6fNRbFk', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/mhbotgg4h7fg1.png?width=108&crop=smart&auto=webp&s=7032e7fa0f46d7527acb4378dacf1bc669b68149', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/mhbotgg4h7fg1.pn... | ||
arXiv cs.AI Endorsement Request - FPSCS Sentience Model EE7LYP | 0 | Paper: Testable sentience (P+V+S in transformers). PDF: \[code\_file: 126\] | 2026-01-24T02:03:35 | https://arxiv.org/auth/endorse?x-EE7LYP | Classic-Teaching4796 | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1qla5ns | false | null | t3_1qla5ns | /r/LocalLLaMA/comments/1qla5ns/arxiv_csai_endorsement_request_fpscs_sentience/ | false | false | default | 0 | null |
Self-hosting LLM infra: NVIDIA vs Apple hardware | 4 | I am looking to build out self-hosted LLM infra. I am looking into the pros/cons of building on the Linux/NVIDIA stack vs macOS/Apple. I am equally comfortable administering software on both platforms and want to focus on hardware performance and costs.
I feel like I’m missing a "gotcha" because the Apple Silicon val... | 2026-01-24T02:01:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qla41o/selfhosting_llm_infra_nvidia_vs_apple_hardware/ | zachrattner | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qla41o | false | null | t3_1qla41o | /r/LocalLLaMA/comments/1qla41o/selfhosting_llm_infra_nvidia_vs_apple_hardware/ | false | false | self | 4 | null |
RTX 5080: is there anything I can do coding wise? | 2 | Hey! I just got an RTX 5080. I’m developer in profession and I have some personal projects aside from 9-5 work.
Since they are hobby projects and I don’t want to pay cursor for my hobbies, I was thinking of maybe using my new GPU to run locally a nice coding LLM.
I know that 16GB of ram is really limiting but I was... | 2026-01-24T01:41:35 | https://www.reddit.com/r/LocalLLaMA/comments/1ql9o2h/rtx_5080_is_there_anything_i_can_do_coding_wise/ | TechDude12 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql9o2h | false | null | t3_1ql9o2h | /r/LocalLLaMA/comments/1ql9o2h/rtx_5080_is_there_anything_i_can_do_coding_wise/ | false | false | self | 2 | null |
Roast Me: Built an SDK for iOS apps to run AI on locally iPhones (no more ChatGPT API calls) | 1 | Hey all!
Recently, I shipped an iOS app (not plugging it) that runs multiple models fully on-device (LLMs, VLMs, stable diffusion, etc). After release, I had quite a few devs asking how I’m doing it because they want local AI features without per-token fees or sending user data to a server.
I decided to turn my frame... | 2026-01-24T01:36:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ql9jzp/roast_me_built_an_sdk_for_ios_apps_to_run_ai_on/ | D1no_nugg3t | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql9jzp | false | null | t3_1ql9jzp | /r/LocalLLaMA/comments/1ql9jzp/roast_me_built_an_sdk_for_ios_apps_to_run_ai_on/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'N1P_zRxnoF8-Z04iWsBsOM5CQZGESVqIzUqGVY5EzzY', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/N1P_zRxnoF8-Z04iWsBsOM5CQZGESVqIzUqGVY5EzzY.png?width=108&crop=smart&auto=webp&s=b1d406da70bd80db4f6f5ee32461e6e5ba0b7788', 'width': 108}], 'source': {'height': 12... |
New possible paradigm in scaling test time compute | 1 | Hi, I know you would want to tell me I have AI induced psychosis. I know what i am about to say sounds absurd.
Few months ago i started working on a simple idea, "What can't we let LLMs check and edit their CoT, mid inference". Tried a few ideas, failed horribly.
Just after that, landed on an idea. Works spookily... | 2026-01-24T01:28:39 | https://www.reddit.com/r/LocalLLaMA/comments/1ql9dse/new_possible_paradigm_in_scaling_test_time_compute/ | i_jaihundal | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql9dse | false | null | t3_1ql9dse | /r/LocalLLaMA/comments/1ql9dse/new_possible_paradigm_in_scaling_test_time_compute/ | false | false | 1 | null | |
Talk me out of buying an RTX Pro 6000 | 58 | *Lately I feel the need to preface my posts saying this was* ***entirely written by me with zero help from an LLM****. A lot of people see a long post w/ headers and automatically think it's AI slop (myself included sometimes). This post might be slop, but it's my slop.*
# Background
I've been talking myself out of b... | 2026-01-24T01:25:33 | https://www.reddit.com/r/LocalLLaMA/comments/1ql9b7m/talk_me_out_of_buying_an_rtx_pro_6000/ | AvocadoArray | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql9b7m | false | null | t3_1ql9b7m | /r/LocalLLaMA/comments/1ql9b7m/talk_me_out_of_buying_an_rtx_pro_6000/ | false | false | self | 58 | null |
Giving LLMs real production context via MCP (Claude Code plugin, model-agnostic core) | 0 | I built an open source **MCP server** that gives an LLM direct, structured access to production systems (Kubernetes, logs, metrics, CI/CD, cloud) instead of stuffing everything into prompts.
I wired it into **Claude Code** first, since a lot of people already use it daily, but the MCP server itself is model-agnostic.
... | 2026-01-24T01:04:15 | Useful-Process9033 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql8u32 | false | null | t3_1ql8u32 | /r/LocalLLaMA/comments/1ql8u32/giving_llms_real_production_context_via_mcp/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'r3d4fwgd57fg1', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/r3d4fwgd57fg1.png?width=108&crop=smart&auto=webp&s=a1478e9642e9807db68d13e1dfaf209bb9a3fff5', 'width': 108}, {'height': 127, 'url': 'https://preview.redd.it/r3d4fwgd57fg1.png?width=216&crop=smart&auto=web... | |
I found an uncensored model and made a roast bot on my local machine | 0 | 2026-01-24T01:02:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ql8sdl/i_found_an_uncensored_model_and_made_a_roast_bot/ | Extension-Pie8518 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql8sdl | false | null | t3_1ql8sdl | /r/LocalLLaMA/comments/1ql8sdl/i_found_an_uncensored_model_and_made_a_roast_bot/ | false | false | nsfw | 0 | null | |
LuxTTS: A lightweight high quality voice cloning TTS model | 45 | I just released LuxTTS, a tiny 120m param diffusion based text-to-speech model. It can generate 150 seconds of audio in just 1 second on a modern gpu and has high quality voice cloning.
Main features:
1. High quality voice cloning, on par with models 10x larger.
2. Very efficient, fits within 1gb vram.
3. Really fa... | 2026-01-24T00:12:35 | https://www.reddit.com/r/LocalLLaMA/comments/1ql7mav/luxtts_a_lightweight_high_quality_voice_cloning/ | SplitNice1982 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql7mav | false | null | t3_1ql7mav | /r/LocalLLaMA/comments/1ql7mav/luxtts_a_lightweight_high_quality_voice_cloning/ | false | false | self | 45 | {'enabled': False, 'images': [{'id': 'S56OrrwvX_41ZQNG0wFaDD7vgkz8_FGQFir31HEXzSg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/S56OrrwvX_41ZQNG0wFaDD7vgkz8_FGQFir31HEXzSg.png?width=108&crop=smart&auto=webp&s=7a056a88ab7ed1398a7c152370a9f4ef3b668a92', 'width': 108}, {'height': 108, 'url': 'h... |
Yea yea adobe photoshop whatever you say | 0 | 2026-01-23T23:21:00 | BuriqKalipun | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql6dhz | false | null | t3_1ql6dhz | /r/LocalLLaMA/comments/1ql6dhz/yea_yea_adobe_photoshop_whatever_you_say/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'wwjrp170n6fg1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/wwjrp170n6fg1.jpeg?width=108&crop=smart&auto=webp&s=b09ad63cf881e884481fae0d418c18c36225ff78', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/wwjrp170n6fg1.jpeg?width=216&crop=smart&auto=... | ||
Built a 100% client-side AI that plays Pokemon Red - Qwen 2.5 1.5B via WebLLM + neural network policy . Fork/check it out! BYOR | 258 | Hey everyone!
The architecture on this thing is completely wonky, and it's a direct result of me changing ideas and scope midstream, but sharing because I think it's pretty neat
Ultimate goal for me here is to build an agent that can play Pokemon Red, ideally beat it! Plan is to use a mix of LLMs for action plan... | 2026-01-23T23:20:23 | Efficient-Proof-1824 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql6cz7 | false | null | t3_1ql6cz7 | /r/LocalLLaMA/comments/1ql6cz7/built_a_100_clientside_ai_that_plays_pokemon_red/ | false | false | default | 258 | {'enabled': True, 'images': [{'id': 'hlrhml65m6fg1', 'resolutions': [{'height': 116, 'url': 'https://preview.redd.it/hlrhml65m6fg1.gif?width=108&crop=smart&format=png8&s=5dd774fc8ef0d4cb660fef023a8cfbcae218d3e3', 'width': 108}, {'height': 232, 'url': 'https://preview.redd.it/hlrhml65m6fg1.gif?width=216&crop=smart&forma... | |
75 Agent skills everyone needs to have in there 2026 workflow | 0 | Hey all!
Just wanted to drop my git with my current open source agent skills and a program ive been working on called "Drift"
The 75 agent skills cover all of these different categories that industry veterans will NOT be happy that im releasing these.
Some of them are high signal and require thoughful implentation... | 2026-01-23T23:10:20 | https://www.reddit.com/r/LocalLLaMA/comments/1ql6478/75_agent_skills_everyone_needs_to_have_in_there/ | geoffbuilds | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql6478 | false | null | t3_1ql6478 | /r/LocalLLaMA/comments/1ql6478/75_agent_skills_everyone_needs_to_have_in_there/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'nmdSEy2olvcH_948dFL95YoP8f2iKaYmDZFROH1PWpg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nmdSEy2olvcH_948dFL95YoP8f2iKaYmDZFROH1PWpg.png?width=108&crop=smart&auto=webp&s=b320b86d3ee288ce09e5c4c797b8ac00d7a1473e', 'width': 108}, {'height': 108, 'url': 'h... |
What are the best small models (<3B) for OCR and translation in 2026? | 13 | I'm working on a small tool for myself to translate stuff I select on my screen. Right now I'm using an openrouter model (gemini flash 3.0) via their API but I'd like to give it a shot with a local model.
I heard Qwen 2B VL is pretty good for both OCR and translations, but I was wondering if there's any better model.... | 2026-01-23T23:09:13 | https://www.reddit.com/r/LocalLLaMA/comments/1ql637t/what_are_the_best_small_models_3b_for_ocr_and/ | 4baobao | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql637t | false | null | t3_1ql637t | /r/LocalLLaMA/comments/1ql637t/what_are_the_best_small_models_3b_for_ocr_and/ | false | false | self | 13 | null |
How do you guys handle permissions and kill switches for local AI agents? | 1 | I have been experimenting with running agents locally and keep running into the same problem.
Once an agent can make network calls or spend money, there does not seem to be a clean way to define permissions or shut it down instantly.
Prompts do not feel sufficient.
For people here building or running agents, how ar... | 2026-01-23T22:51:19 | https://www.reddit.com/r/LocalLLaMA/comments/1ql5n6r/how_do_you_guys_handle_permissions_and_kill/ | Bubbly_Gap6378 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql5n6r | false | null | t3_1ql5n6r | /r/LocalLLaMA/comments/1ql5n6r/how_do_you_guys_handle_permissions_and_kill/ | false | false | self | 1 | null |
South Korea’s “AI Squid Game:” a ruthless race to build sovereign AI | 29 | 2026-01-23T22:43:16 | https://cybernews.com/ai-news/south-korea-squid-games-ai/ | self-fix | cybernews.com | 1970-01-01T00:00:00 | 0 | {} | 1ql5fzr | false | null | t3_1ql5fzr | /r/LocalLLaMA/comments/1ql5fzr/south_koreas_ai_squid_game_a_ruthless_race_to/ | false | false | default | 29 | null | |
I built an Open Source voice-to-text app using sherpa-onnx and liteLLM | 2 | Hi guys,
I kept watching programming YouTubers speed-running their workflow by speaking prompts directly to their coding agents. It looked awesome. The problem? Almost every app out there seems to be Mac-only.
Since I use Linux, I decided to build a cross-platform alternative myself. It handles speech-to-text, bu... | 2026-01-23T22:39:11 | https://v.redd.it/tzu3gnkff6fg1 | stephan273 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql5cba | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/tzu3gnkff6fg1/DASHPlaylist.mpd?a=1771799966%2CNzc5MWM2NGYxZTExMzQxNzY4NTA2YjM4NzAwMWZkN2U5NTU4NGZhMmJjY2JiNmMwYjcxNDNmOTQ4NWU3ZTkxYQ%3D%3D&v=1&f=sd', 'duration': 23, 'fallback_url': 'https://v.redd.it/tzu3gnkff6fg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1ql5cba | /r/LocalLLaMA/comments/1ql5cba/i_built_an_open_source_voicetotext_app_using/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'OGdqenJ5a2ZmNmZnMRl84h_NpqRqALjhS8Pv4tcrDFcL123oqh5onSyO0PVi', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/OGdqenJ5a2ZmNmZnMRl84h_NpqRqALjhS8Pv4tcrDFcL123oqh5onSyO0PVi.png?width=108&crop=smart&format=pjpg&auto=webp&s=e3071f8d9781445d0d8d269b36a903faad153... | |
I made Claude use Pastebin | 0 | https://pastebin.com/BFmcPra7
Eigent AI just opened my eyes - all this stuff AI companies are trying to sell us? You can literally build it yourself in VSCode for FREE by creating your own tools.
Seriously, make your own tools and hook them up to Claude (or any API). Yeah, they get your input/output tokens, but YOUR ... | 2026-01-23T22:34:55 | https://v.redd.it/xkxhip5me6fg1 | Serious_Molasses313 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql58bw | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/xkxhip5me6fg1/DASHPlaylist.mpd?a=1771799717%2COTkwMjA3NjljMjlkMjE1ZDYxOTc5ZGMwYWVjMzQ0MmE3NDVhMjA5ODM2ZTRjYmRhZGI2ZjNkYmFmZjE4MjdlNg%3D%3D&v=1&f=sd', 'duration': 129, 'fallback_url': 'https://v.redd.it/xkxhip5me6fg1/CMAF_1080.mp4?source=fallback', '... | t3_1ql58bw | /r/LocalLLaMA/comments/1ql58bw/i_made_claude_use_pastebin/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'YTlsN3lleGxlNmZnMdvgp0CmSDv35hXO4mF0pQPIwv2-QRdV32FBnBM7cgi-', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/YTlsN3lleGxlNmZnMdvgp0CmSDv35hXO4mF0pQPIwv2-QRdV32FBnBM7cgi-.png?width=108&crop=smart&format=pjpg&auto=webp&s=0ccf3cf891328c3c86b66c8aa58943cfa86b... | |
VLM OCR Hallucinations | 1 | After trying a few VLMs, I'm genuinely frightened by the hallucinations I am running into. Documents have people, vehicles, etc. very confidently inserted into output Markdown , even though they are nowhere near the source text nor even close. The output will frequently have loops.
I have tried both gemma3-27b-it-AWQ... | 2026-01-23T22:11:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ql4ng7/vlm_ocr_hallucinations/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql4ng7 | false | null | t3_1ql4ng7 | /r/LocalLLaMA/comments/1ql4ng7/vlm_ocr_hallucinations/ | false | false | self | 1 | null |
How I created my Battlestation | 1 | [removed] | 2026-01-23T21:58:18 | https://www.reddit.com/r/LocalLLaMA/comments/1ql4b6e/how_i_created_my_battlestation/ | DrewGrgich | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql4b6e | false | null | t3_1ql4b6e | /r/LocalLLaMA/comments/1ql4b6e/how_i_created_my_battlestation/ | false | false | self | 1 | null |
Strix Halo + Minimax Q3 K_XL surprisingly fast | 28 | A llama-bench on Ubuntu 25.10 Strix Halo 128gb (Bosgame M5):
$ ./build/bin/llama-bench -m ~/models/MiniMax-M2.1-UD-Q3_K_XL-00001-of-00003.gguf -ngl 999 -p 256 -n 256 -t 16 -r 3 --device Vulkan0 -fa 1
ggml_cuda_init: found 1 ROCm devices:
Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Si... | 2026-01-23T21:55:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ql48at/strix_halo_minimax_q3_k_xl_surprisingly_fast/ | Reasonable_Goat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql48at | false | null | t3_1ql48at | /r/LocalLLaMA/comments/1ql48at/strix_halo_minimax_q3_k_xl_surprisingly_fast/ | false | false | self | 28 | null |
Is there a provider that offers TEE API? | 0 | I can find Confidential VM offers, but is there anything like end to end TEE, so I would just pay per token use? | 2026-01-23T21:35:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ql3qjx/is_there_a_provider_that_offers_tee_api/ | predkambrij | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql3qjx | false | null | t3_1ql3qjx | /r/LocalLLaMA/comments/1ql3qjx/is_there_a_provider_that_offers_tee_api/ | false | false | self | 0 | null |
Personalized 1.1B LLM (TinyLlama) running on a 15-year-old i3 laptop. Custom Shannon Entropy monitor and manual context pruning for stability. | 13 | Hi everyone! I wanted to share my experiment running a local agent on a legacy Intel i3-5005U with 8GB RAM.
The Project: KILLY-IA
I’ve personalized this 1.1B model to act as a "Guardian" based on the Blame! manga. The goal was to achieve "Level 1 Stability" on a machine that shouldn't be able to handle modern LLMs sm... | 2026-01-23T21:14:35 | https://www.reddit.com/gallery/1ql377e | Fulano-killy | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ql377e | false | null | t3_1ql377e | /r/LocalLLaMA/comments/1ql377e/personalized_11b_llm_tinyllama_running_on_a/ | false | false | 13 | null | |
How much of a SOTA LLM can you fit into 280 characters? | 3 | You've time-traveled to 2018. You get just one tweet (280 characters) to describe a future SOTA LLM to ML engineers, enough for them to roughly reconstruct the architecture and training recipe. No help beyond the prompt. For example:
>LLM PyTorch/CUDA MoE Trans. Entry:train.py/inference.py,configs/\*.json. Top-2 routi... | 2026-01-23T20:44:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ql2edo/how_much_of_a_sota_llm_can_you_fit_into_280/ | DeliciousGorilla | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql2edo | false | null | t3_1ql2edo | /r/LocalLLaMA/comments/1ql2edo/how_much_of_a_sota_llm_can_you_fit_into_280/ | false | false | self | 3 | null |
The Rabbit Hole | 0 | In 2019 I decided to invest, I knew some programing and pc well so I build a Python Database to scan stock, it did well and I made money. Why making money a new an up coming company Palantir, I invested and saw their views on security and AI, which bonded with my my old school security and hacking. Signed up for the e... | 2026-01-23T20:35:45 | https://www.reddit.com/r/LocalLLaMA/comments/1ql26m3/the_rabbit_hole/ | Ztoxed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql26m3 | false | null | t3_1ql26m3 | /r/LocalLLaMA/comments/1ql26m3/the_rabbit_hole/ | false | false | self | 0 | null |
Are You Using Open Source Models in Production Yet? | 11 | Quick question, if you don't mind.
Have you been using open source models in production? If so, how has the experience been for you so far?
And if not, do you feel it's still a bit too early to rely on them in real-world production environments?
I'd really love to hear your thoughts and experiences.
Thanks in adva... | 2026-01-23T20:34:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ql25mq/are_you_using_open_source_models_in_production_yet/ | thecalmgreen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql25mq | false | null | t3_1ql25mq | /r/LocalLLaMA/comments/1ql25mq/are_you_using_open_source_models_in_production_yet/ | false | false | self | 11 | null |
What to do? | 0 | I tried disactivating windows defender when opening lm studio it did not help | 2026-01-23T20:20:16 | Effective_Composer_5 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql1rzg | false | null | t3_1ql1rzg | /r/LocalLLaMA/comments/1ql1rzg/what_to_do/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'zVaL2y_9kdhA2opncVtyurefGa3sMcf6Fj2Um7vJTOk', 'resolutions': [{'height': 42, 'url': 'https://preview.redd.it/slkoksuvi5fg1.png?width=108&crop=smart&auto=webp&s=207fa221b42227154611e5e75f6da8b0d5d9f15f', 'width': 108}, {'height': 84, 'url': 'https://preview.redd.it/slkoksuvi5fg1.png?... | ||
Controlled Language Models: a replacement for fine-tuning via decode-time control, tokenizer engineering, and bounded recursion | 0 | This release documents what we’re calling **Controlled Language Models (CLMs)** — a control-centric approach to language modeling that reframes LLMs as **dynamical systems**, not static predictors.
Instead of repeatedly fine-tuning models to chase behavioral fixes, CLMs shift most behavioral control to **decode-time a... | 2026-01-23T19:54:11 | BiscottiDisastrous19 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ql12ua | false | null | t3_1ql12ua | /r/LocalLLaMA/comments/1ql12ua/controlled_language_models_a_replacement_for/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'fx01dk62m5fg1', 'resolutions': [{'height': 148, 'url': 'https://preview.redd.it/fx01dk62m5fg1.png?width=108&crop=smart&auto=webp&s=a2d6e8832bd7a6f9948979e29bc83003070e08a3', 'width': 108}, {'height': 297, 'url': 'https://preview.redd.it/fx01dk62m5fg1.png?width=216&crop=smart&auto=we... | |
Thinking of making a dynamic Chore Bot - is this a bad idea? | 1 | Ok so talking with my wife last night got me thinking. She was complaining about having to track tasks around the house that need to be done. I have been playing with ollama on some old crypto mining hardware. Not great level stuff but a few 8 GB vram and a 12 GB vram card. I was thinking the it could be cool to build ... | 2026-01-23T19:53:57 | https://www.reddit.com/r/LocalLLaMA/comments/1ql12n1/thinking_of_making_a_dynamic_chore_bot_is_this_a/ | badguyty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql12n1 | false | null | t3_1ql12n1 | /r/LocalLLaMA/comments/1ql12n1/thinking_of_making_a_dynamic_chore_bot_is_this_a/ | false | false | self | 1 | null |
People in the US, how are you powering your rigs on measly 120V outlets? | 26 | I’ve seen many a 10x GPU rig on here and my only question is how are you powering these things lol | 2026-01-23T19:38:01 | https://www.reddit.com/r/LocalLLaMA/comments/1ql0nep/people_in_the_us_how_are_you_powering_your_rigs/ | humandisaster99 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql0nep | false | null | t3_1ql0nep | /r/LocalLLaMA/comments/1ql0nep/people_in_the_us_how_are_you_powering_your_rigs/ | false | false | self | 26 | null |
Where should I start with local AI? Realistic images and video generation | 2 | Hi everyone,
I’d like to seriously start learning how to run AI models locally, with a main focus on realistic image and video generation (photorealism, portraits, real-world scenes, coherent video clips, etc.).
I’m basically a beginner with tools like Stable Diffusion, so I’m looking for advice on:
• where to star... | 2026-01-23T19:37:01 | https://www.reddit.com/r/LocalLLaMA/comments/1ql0mfk/where_should_i_start_with_local_ai_realistic/ | ilnab | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql0mfk | false | null | t3_1ql0mfk | /r/LocalLLaMA/comments/1ql0mfk/where_should_i_start_with_local_ai_realistic/ | false | false | self | 2 | null |
Problems with local Agentic Browsers | 1 | Today I tried using agentic browsers with local models on an Asus Rog Flow Z13, and the results were far from optimistic...
\#### 1) BrowserOS + gpt-oss 20b (32 K context)
My primary task was to:
1. Open amazon .com
2. Search for a product (Pixel 10 in my case)
3. Choose a different color option
gpt‑oss is ... | 2026-01-23T19:32:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ql0i7p/problems_with_local_agentic_browsers/ | FeiX7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql0i7p | false | null | t3_1ql0i7p | /r/LocalLLaMA/comments/1ql0i7p/problems_with_local_agentic_browsers/ | false | false | self | 1 | null |
What is the current best TTS that can run on IPad (8gb ram) with voice cloning? | 1 | If there even is any | 2026-01-23T19:31:03 | https://www.reddit.com/r/LocalLLaMA/comments/1ql0gkm/what_is_the_current_best_tts_that_can_run_on_ipad/ | Adventurous-Gold6413 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ql0gkm | false | null | t3_1ql0gkm | /r/LocalLLaMA/comments/1ql0gkm/what_is_the_current_best_tts_that_can_run_on_ipad/ | false | false | self | 1 | null |
PSA: SSRF issue in Microsoft’s Markitdown MCP server (unbounded URI calls) | 2 | Found an SSRF issue in Microsoft’s Markitdown MCP server, "convert\_to\_markdown" allows unbounded URI calls with no validation.
Pointed it at [169.254.169.254](http://169.254.169.254/), retrieved IAM role name, then grabbed AccessKeyId/SecretAccessKey/Token. Two requests.
Works on any EC2 instance using IMDSv1 with ... | 2026-01-23T18:21:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qkyk28/psa_ssrf_issue_in_microsofts_markitdown_mcp/ | Upstairs_Safe2922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkyk28 | false | null | t3_1qkyk28 | /r/LocalLLaMA/comments/1qkyk28/psa_ssrf_issue_in_microsofts_markitdown_mcp/ | false | false | self | 2 | null |
Your post is getting popular and we just featured it on our Discord! | 539 | Your post is getting popular and we just featured it on our Discord! Come check it out!
You've also been given a special flair for your contribution. We appreciate your post!
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Can you change this marketing b... | 2026-01-23T18:16:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qkyex0/your_post_is_getting_popular_and_we_just_featured/ | roculus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkyex0 | false | null | t3_1qkyex0 | /r/LocalLLaMA/comments/1qkyex0/your_post_is_getting_popular_and_we_just_featured/ | false | false | self | 539 | null |
Sweep: Open-weights 1.5B model for next-edit autocomplete | 109 | Hey r/LocalLLaMA, we just open-sourced a 1.5B parameter model that predicts your next code edits. You can grab the weights on [Hugging Face](https://huggingface.co/sweepai/sweep-next-edit-1.5b) or try it out via our [JetBrains plugin](https://plugins.jetbrains.com/plugin/26860-sweep-ai-autocomp).
**What makes this dif... | 2026-01-23T17:57:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qkxuv1/sweep_openweights_15b_model_for_nextedit/ | Kevinlu1248 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkxuv1 | false | null | t3_1qkxuv1 | /r/LocalLLaMA/comments/1qkxuv1/sweep_openweights_15b_model_for_nextedit/ | false | false | self | 109 | {'enabled': False, 'images': [{'id': 'rNyx0_moYXmSfxJ1UouS1sHiyvmEqEu5s8zQS3OkbYw', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/rNyx0_moYXmSfxJ1UouS1sHiyvmEqEu5s8zQS3OkbYw.png?width=108&crop=smart&auto=webp&s=5b117ad741810b4c9713951544e1b2cecb8ad0e3', 'width': 108}, {'height': 116, 'url': 'h... |
Reverse Engineering a $500M Mystery: From HashHop to Memory-Augmented Language Models | 6 | 2026-01-23T17:46:57 | https://huggingface.co/blog/codelion/reverse-engineering-magic-hashhop | aitutistul | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qkxkth | false | null | t3_1qkxkth | /r/LocalLLaMA/comments/1qkxkth/reverse_engineering_a_500m_mystery_from_hashhop/ | false | false | 6 | {'enabled': False, 'images': [{'id': 'EyRwmekx_uVt17sPtBXjpuOBTqwnB5skDNDBy3a8p94', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/EyRwmekx_uVt17sPtBXjpuOBTqwnB5skDNDBy3a8p94.jpeg?width=108&crop=smart&auto=webp&s=3f7c8fa391d9f7f4458d0c80cc29d7b3147056ea', 'width': 108}, {'height': 113, 'url': '... | ||
What is the absoulute best opensource programing model for C++ under 8B parameters? | 7 | Its jobs its to program singular funcions nothing else just funcions so about 10 - 250 lines of code max. It needs to run max 2-3 min per task on 16GB windows machine with 680M and need to have GGUF available. Tools calling doenst matter. It matters how many funcion does it know and how to code them right. Czech langua... | 2026-01-23T17:40:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qkxejk/what_is_the_absoulute_best_opensource_programing/ | Mychma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkxejk | false | null | t3_1qkxejk | /r/LocalLLaMA/comments/1qkxejk/what_is_the_absoulute_best_opensource_programing/ | false | false | self | 7 | null |
Apparently, the models aren't private. 🤔 , Does ollama log exist? 🤔 | 0 | A guy told me this: " Your projects have never been private. Even in local models, they are built to allow remote observation as part of the privacy agreement. That's why they made the decision; they realized that many people are building profitable designs and structures with AI, so according to the terms and conditio... | 2026-01-23T17:38:30 | Illustrious-Swim9663 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qkxcns | false | null | t3_1qkxcns | /r/LocalLLaMA/comments/1qkxcns/apparently_the_models_arent_private_does_ollama/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'te6057ixx4fg1', 'resolutions': [{'height': 101, 'url': 'https://preview.redd.it/te6057ixx4fg1.jpeg?width=108&crop=smart&auto=webp&s=8766fad3fd2b86f6cac38aa12f1c5447a8bc7ba5', 'width': 108}, {'height': 202, 'url': 'https://preview.redd.it/te6057ixx4fg1.jpeg?width=216&crop=smart&auto=... | |
What are the best coding embedding models? | 3 | I am looking for ways to tell if two pieces of code are essentially the same. Is there an open equivalent of openai's text-embedding-3-small ? | 2026-01-23T17:28:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qkx2sl/what_are_the_best_coding_embedding_models/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkx2sl | false | null | t3_1qkx2sl | /r/LocalLLaMA/comments/1qkx2sl/what_are_the_best_coding_embedding_models/ | false | false | self | 3 | null |
Specification for instruction following - rfc2119 from LLMs | 2 | Sometimes I found myself wrestling with LLMs (especially dumber ones) to follow a specific set of instructions (provided in natural language).
Does there exist a standard (e.g. https://www.ietf.org/rfc/rfc2119.txt) that LLMs are trained on to better enforce rules in natural language (e.g. NEVER USE table and USE bulle... | 2026-01-23T17:21:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qkwved/specification_for_instruction_following_rfc2119/ | S1M0N38 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkwved | false | null | t3_1qkwved | /r/LocalLLaMA/comments/1qkwved/specification_for_instruction_following_rfc2119/ | false | false | self | 2 | null |
Claude Code + Ollama = Free, Local AI Coding (Here’s How) | 0 | Complete step by step tutorial! | 2026-01-23T17:20:07 | https://youtu.be/yuQCtrHVD0Q?si=nUD3o_dHZyhFiSXM | buntyshah2020 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1qkwua4 | false | {'oembed': {'author_name': 'Bunty Shah', 'author_url': 'https://www.youtube.com/@aiwithbuntyshah', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/yuQCtrHVD0Q?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyros... | t3_1qkwua4 | /r/LocalLLaMA/comments/1qkwua4/claude_code_ollama_free_local_ai_coding_heres_how/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'eRBvDgyy5zrdXvVAo9OXSb_nBsCWyVE7jMnpioB4kTk', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/eRBvDgyy5zrdXvVAo9OXSb_nBsCWyVE7jMnpioB4kTk.jpeg?width=108&crop=smart&auto=webp&s=3402bf366814efd601630a71d1a5b5a0428e5016', 'width': 108}, {'height': 162, 'url': '... |
Feedback on a new budget hardware build | 2 | New and unfamiliar to building a workstation or PC at home. But trying to put a build together to experiment with running local LLMs and models. Wish I had gone with server hardware and RDIMM, but I had already purchased a bunch of UDIMM before prices went up, so I ended up planning to build around the RAM and GPUs I a... | 2026-01-23T17:08:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qkwj6i/feedback_on_a_new_budget_hardware_build/ | Diligent-Culture-432 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkwj6i | false | null | t3_1qkwj6i | /r/LocalLLaMA/comments/1qkwj6i/feedback_on_a_new_budget_hardware_build/ | false | false | self | 2 | null |
Rtx Pro 6000 on HP Omen gaming rig? | 0 | Hey all, not sure if this is the appropriate place, but I do see a lot of builds posted. Finally bit the bullet and got a 6000, upgrading from a 4090. But I’m getting no display output, which apparently is common with these HPs.
Research seems to point to some proprietary crap HP does on their MBs/Bios. I’m wondering ... | 2026-01-23T17:02:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qkwcyz/rtx_pro_6000_on_hp_omen_gaming_rig/ | jeffroeast | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkwcyz | false | null | t3_1qkwcyz | /r/LocalLLaMA/comments/1qkwcyz/rtx_pro_6000_on_hp_omen_gaming_rig/ | false | false | self | 0 | null |
16x V100's worth it? | 25 | Found a machine near me:
* CPU: 2\*Intel Xeon Platinum 8160 48 Cores 96 Threads
* GPU: 16x Tesla V100 32GB HBM2 SXM3 (512GB VRAM in total)
* Ram: 128GB DDR4 Server ECC Rams Storage:
* 960GB NVME SSD
Obviously not the latest and greatest - but 512gb of VRAM sounds like a lot of fun....
How much will the downsides ... | 2026-01-23T16:48:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qkvytk/16x_v100s_worth_it/ | notafakename10 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkvytk | false | null | t3_1qkvytk | /r/LocalLLaMA/comments/1qkvytk/16x_v100s_worth_it/ | false | false | 25 | null | |
FlashLabs Researchers Release Chroma 1.0: A 4B Real Time Speech Dialogue Model With Personalized Voice Cloning - MarkTechPost | 6 | Not the author/owner. | 2026-01-23T16:25:25 | https://www.marktechpost.com/2026/01/21/flashlabs-researchers-release-chroma-1-0-a-4b-real-time-speech-dialogue-model-with-personalized-voice-cloning/#amp_tf=From%20%251%24s&aoh=17691848604524&csi=0&referrer=https%3A%2F%2Fwww.google.com&share=https%3A%2F%2Fwww.marktechpost.com%2F2026%2F01%2F21%2Fflashlabs-researcher... | GuideAxon | marktechpost.com | 1970-01-01T00:00:00 | 0 | {} | 1qkvccs | false | null | t3_1qkvccs | /r/LocalLLaMA/comments/1qkvccs/flashlabs_researchers_release_chroma_10_a_4b_real/ | false | false | default | 6 | {'enabled': False, 'images': [{'id': 'aeBBvYsMIXYKrqTqscTHGAvGm4l7WgT5cmvyeFR6q8k', 'resolutions': [{'height': 77, 'url': 'https://external-preview.redd.it/aeBBvYsMIXYKrqTqscTHGAvGm4l7WgT5cmvyeFR6q8k.png?width=108&crop=smart&auto=webp&s=16f2454ff2f5cdb99a8877b1fff65164367dbe4d', 'width': 108}, {'height': 154, 'url': 'h... |
I built SudoAgent: runtime guardrails for AI agent tool calls (policy + approval + audit) | 2 | I shipped a small Python library called SudoAgent to put a *runtime gate* in front of “dangerous” agent/tool functions (refunds, deletes, API writes, prod changes).
What it does
* Evaluates a Policy over call context (action + args/kwargs)
* If needed, asks a human to approve (terminal y/n in v0.1.1)
* Writes JSONL a... | 2026-01-23T16:08:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qkuw2r/i_built_sudoagent_runtime_guardrails_for_ai_agent/ | No_Loan5230 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkuw2r | false | null | t3_1qkuw2r | /r/LocalLLaMA/comments/1qkuw2r/i_built_sudoagent_runtime_guardrails_for_ai_agent/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'Y_UzN-BZTKwepFGdbZdd3LxxVbnZjrnpVntRyAJaHVE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Y_UzN-BZTKwepFGdbZdd3LxxVbnZjrnpVntRyAJaHVE.png?width=108&crop=smart&auto=webp&s=7968e13bf773ca77ab60b6495f9099f1031ff760', 'width': 108}, {'height': 108, 'url': 'h... |
Invest in hardware now or wait? | 12 | I'm currently running models on my desktop pc but I want a dedicated machine with a small footprint.
Should I invest in an m4 mac mini now or wait for the m5?
Or are there other solutions at a similar price point? | 2026-01-23T16:07:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qkuun4/invest_in_hardware_now_or_wait/ | d4nger_n00dle | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkuun4 | false | null | t3_1qkuun4 | /r/LocalLLaMA/comments/1qkuun4/invest_in_hardware_now_or_wait/ | false | false | self | 12 | null |
I built a 100% offline voice-to-text app using whisper and llama.cpp running qwen3 | 0 | Hey r/LocalLLaMA 👋
I built [**andak.app**](https://andak.app) a **native macOS voice-to-text app that runs 100% locally using whisper and llama.cpp running qwen3**.
Im fascinated with the local model movement and could't stay away from building an app using them. The transcription pipeline does the following:
Mic ... | 2026-01-23T16:04:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qkus3x/i_built_a_100_offline_voicetotext_app_using/ | AmineAfia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkus3x | false | null | t3_1qkus3x | /r/LocalLLaMA/comments/1qkus3x/i_built_a_100_offline_voicetotext_app_using/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'vKAoOOzpahLLFyS8yMWcctphUy32pFXI1ATNZlSlYSs', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/vKAoOOzpahLLFyS8yMWcctphUy32pFXI1ATNZlSlYSs.jpeg?width=108&crop=smart&auto=webp&s=175ac98e3178e97445618cde1b4788efa4b9581c', 'width': 108}, {'height': 216, 'url': ... |
Some thoughts on LongCat-Flash-Thinking-2601 | 25 | I tried the new Parallel Thinking and Iterative Summarization features in the online demo, and it feels like it spins up multiple instances to answer the question, then uses a summarization model to merge everything. How is this actually different from the more "deep divergent thinking" style we already get from GPT?
... | 2026-01-23T15:55:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qkujcq/some_thoughts_on_longcatflashthinking2601/ | missprolqui | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkujcq | false | null | t3_1qkujcq | /r/LocalLLaMA/comments/1qkujcq/some_thoughts_on_longcatflashthinking2601/ | false | false | self | 25 | null |
Maxun v0.0.32 | AI-Native Workflows & Real-Time Recorder | Open Source | 0 | Hey everyone,
Maxun is an **open-source, self-hostable, no-code web data extractor** that gives you full control over your data.
👉 GitHub: [https://github.com/getmaxun/maxun](https://github.com/getmaxun/maxun)
This release focuses on making Maxun **more AI-native, more developer-friendly, and more accurate in real-... | 2026-01-23T15:42:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qku6b8/maxun_v0032_ainative_workflows_realtime_recorder/ | carishmaa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qku6b8 | false | null | t3_1qku6b8 | /r/LocalLLaMA/comments/1qku6b8/maxun_v0032_ainative_workflows_realtime_recorder/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'eA8RjRYJUJsFzEjXRKaFvSMEPL51Yr4wuiGm9jSpha0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/eA8RjRYJUJsFzEjXRKaFvSMEPL51Yr4wuiGm9jSpha0.png?width=108&crop=smart&auto=webp&s=71228f2190d02c7716b02f874a097467b4e1c8b5', 'width': 108}, {'height': 108, 'url': 'h... |
Llama-conductor is a router + memory store + RAG harness to force models to behave like predictable components | 0 | 2026-01-23T15:34:46 | https://codeberg.org/BobbyLLM/llama-conductor | yogthos | codeberg.org | 1970-01-01T00:00:00 | 0 | {} | 1qktz7w | false | null | t3_1qktz7w | /r/LocalLLaMA/comments/1qktz7w/llamaconductor_is_a_router_memory_store_rag/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'p-lW5LZGHQa1cDz8ughXSLgdeIhzFU52xXPwY5J8_mc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/p-lW5LZGHQa1cDz8ughXSLgdeIhzFU52xXPwY5J8_mc.png?width=108&crop=smart&auto=webp&s=c053d053014b931f57bebe0292ba3f0e2d2d20c1', 'width': 108}, {'height': 108, 'url': 'h... | |
What's more important for voice agents, bettter models or better constraints? | 75 | There’s a lot of focus right now on model quality improving, but I keep running into situations where behavior issues aren’t really about the model at all.
Things like scope control, decision boundaries, and when an agent should or shouldn’t act seem to matter just as much as raw intelligence. A smarter model does... | 2026-01-23T15:31:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qktwn7/whats_more_important_for_voice_agents_bettter/ | FalseExplanation5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qktwn7 | false | null | t3_1qktwn7 | /r/LocalLLaMA/comments/1qktwn7/whats_more_important_for_voice_agents_bettter/ | false | false | self | 75 | null |
What search API do (local) agents use? | 0 | Hi. Given how strict Google is in "protecting" their search functionality from programmable use, how LLM tool calls make web search? Do we know some decent APIs to use? And sre "bot blockers" dealt with when scraping the web? | 2026-01-23T15:04:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qkt6om/what_search_api_do_local_agents_use/ | ihatebeinganonymous | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkt6om | false | null | t3_1qkt6om | /r/LocalLLaMA/comments/1qkt6om/what_search_api_do_local_agents_use/ | false | false | self | 0 | null |
Scaling PostgreSQL to power 800 million ChatGPT users | 91 | Must Read! | 2026-01-23T14:27:07 | https://openai.com/index/scaling-postgresql/ | buntyshah2020 | openai.com | 1970-01-01T00:00:00 | 0 | {} | 1qks7ua | false | null | t3_1qks7ua | /r/LocalLLaMA/comments/1qks7ua/scaling_postgresql_to_power_800_million_chatgpt/ | false | false | default | 91 | null |
Ollama extremely slow for simple classification task (10 minutes) – alternatives or best practices? | 0 | Hi everyone,
I’m experimenting with a local LLM setup using Ollama and I’m running into serious performance issues.
Very simplified use case:
* I have one file with client data (structured text / JSON / CSV-like)
* I have another file that contains classification rules or reference data
* The LLM reads the client da... | 2026-01-23T14:25:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qks66f/ollama_extremely_slow_for_simple_classification/ | Ok_Tree_1696 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qks66f | false | null | t3_1qks66f | /r/LocalLLaMA/comments/1qks66f/ollama_extremely_slow_for_simple_classification/ | false | false | self | 0 | null |
I built an open-source "Firewall" to prevent my Agent from draining my API credits. | 0 | Hi everyone,
I've been building autonomous agents recently, but I was terrified to give them write access to my database or Stripe account. Prompt injection is too easy, and I didn't want a hallucination to wipe my prod DB.
So I built a middleware tool called **SudoMode**.
**How it works:** Instead of calling your t... | 2026-01-23T13:58:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qkrilg/i_built_an_opensource_firewall_to_prevent_my/ | Fancy_Pack_1193 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkrilg | false | null | t3_1qkrilg | /r/LocalLLaMA/comments/1qkrilg/i_built_an_opensource_firewall_to_prevent_my/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'jLNfLJz1P796vYRoFfn-tZQ4lrxCcl8YQOQBDRfunmU', 'resolutions': [{'height': 59, 'url': 'https://external-preview.redd.it/jLNfLJz1P796vYRoFfn-tZQ4lrxCcl8YQOQBDRfunmU.jpeg?width=108&crop=smart&auto=webp&s=b785cedd799259bb65fc41978a32afc50c6b1e19', 'width': 108}, {'height': 118, 'url': '... |
The 'Infinite Context' Trap: Why 1M tokens won't solve Agentic Amnesia (and why we need a Memory OS) | 150 | tbh i’ve been lurking here for a while, just watching the solid work on quants and local inference. but something that’s been bugging me is the industry's obsession with massive Context Windows.
AI “memory” right now is going through the same phase databases went through before indexes and schemas existed. Early syste... | 2026-01-23T13:57:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qkrhec/the_infinite_context_trap_why_1m_tokens_wont/ | Sweet121 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkrhec | false | null | t3_1qkrhec | /r/LocalLLaMA/comments/1qkrhec/the_infinite_context_trap_why_1m_tokens_wont/ | false | false | self | 150 | {'enabled': False, 'images': [{'id': 'ilJLfcGGCRnLhI6ee7IY_5VZjoCrDHCJKluce__XJZc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ilJLfcGGCRnLhI6ee7IY_5VZjoCrDHCJKluce__XJZc.png?width=108&crop=smart&auto=webp&s=cde7893b406542ab060d44d94e80059ba8d6dcf3', 'width': 108}, {'height': 108, 'url': 'h... |
Was browsing Steam and stumbled on Tryll Assistant a local AI gaming assistant. Didn’t get to try it yet, so details are fuzzy. Curious how they handle hallucinations and response quality with small local models like Qwen or Llama. Thoughts? | 0 | 2026-01-23T13:35:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqyro/was_browsing_steam_and_stumbled_on_tryll/ | ReleaseDependent7443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqyro | false | null | t3_1qkqyro | /r/LocalLLaMA/comments/1qkqyro/was_browsing_steam_and_stumbled_on_tryll/ | false | false | 0 | null | ||
Yesterday I used GLM 4.7 flash with my tools and I was impressed.. | 66 | 2026-01-23T13:31:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqvkr/yesterday_i_used_glm_47_flash_with_my_tools_and_i/ | Loskas2025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqvkr | false | null | t3_1qkqvkr | /r/LocalLLaMA/comments/1qkqvkr/yesterday_i_used_glm_47_flash_with_my_tools_and_i/ | false | false | 66 | null | ||
Response quality LLM assistant | 1 | 2026-01-23T13:31:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqv5l/response_quality_llm_assistant/ | ReleaseDependent7443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqv5l | false | null | t3_1qkqv5l | /r/LocalLLaMA/comments/1qkqv5l/response_quality_llm_assistant/ | false | false | 1 | null | ||
Response quality llm | 1 | Was just scrolling through Steam today, randomly clicked on something that caught my eye. Turned out to be this thing called Tryll Assistant. From what I can tell it's some kind of local AI gaming assistant that interacts with your games somehow, helps you out with stuff I guess. Not entirely sure how it all works tbh.... | 2026-01-23T13:29:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqtm6/response_quality_llm/ | ReleaseDependent7443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqtm6 | false | null | t3_1qkqtm6 | /r/LocalLLaMA/comments/1qkqtm6/response_quality_llm/ | false | false | self | 1 | null |
Just finished the build - Nvidia GH200 144GB HBM3e, RTX Pro 6000, 8TB SSD, liquid-cooled | 267 | 2026-01-23T13:28:33 | GPThop---ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qkqt2m | false | null | t3_1qkqt2m | /r/LocalLLaMA/comments/1qkqt2m/just_finished_the_build_nvidia_gh200_144gb_hbm3e/ | false | false | default | 267 | {'enabled': True, 'images': [{'id': '3kawgqr7p3fg1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/3kawgqr7p3fg1.jpeg?width=108&crop=smart&auto=webp&s=ac27eac506d7762910e5778723b97aa34752d0ba', 'width': 108}, {'height': 144, 'url': 'https://preview.redd.it/3kawgqr7p3fg1.jpeg?width=216&crop=smart&auto=w... | ||
A full AI powered cooking game, where literally any ingredient is possible with infinite combinations. | 108 | Built with Claude Code
Game Logic - Gemini
Sprites - Flux
Try it out at: [https://infinite-kitchen.com/kitchen](https://infinite-kitchen.com/kitchen) | 2026-01-23T13:16:42 | https://v.redd.it/a2wy0mdym3fg1 | VirtualJamesHarrison | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qkqjer | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/a2wy0mdym3fg1/DASHPlaylist.mpd?a=1771766217%2CMmE5ZDkwODY0ZDk4MjJlNjc4NGU3Njc2Yzk5NDhhZDVkZDlkNjgzNDRmNWI4MWRkZjIyNTUyYzc4MWQ0NTZlMw%3D%3D&v=1&f=sd', 'duration': 75, 'fallback_url': 'https://v.redd.it/a2wy0mdym3fg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qkqjer | /r/LocalLLaMA/comments/1qkqjer/a_full_ai_powered_cooking_game_where_literally/ | false | false | 108 | {'enabled': False, 'images': [{'id': 'YTNmcmg4Z3ltM2ZnMUJwJOA_Kqm7OwiZxEbYxXgv1YYIXAs9kE9ZTKKEhyEN', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/YTNmcmg4Z3ltM2ZnMUJwJOA_Kqm7OwiZxEbYxXgv1YYIXAs9kE9ZTKKEhyEN.png?width=108&crop=smart&format=pjpg&auto=webp&s=ce0421b72d1490d3e6b6e5c590d0e62efcc4a... | |
vLLM: offload KV cache for long context? | 2 | Problem: 2x3090 not enough to handle extremely long context lengths in vLLM.
The additional 1x 5060 is not helpful for doing tensor parallelism with the others, obviously. And buying two more 3090s is not feasible at this point.
But, is there a way to offload some of the KV cache to the 5060 while using the 30... | 2026-01-23T13:11:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqf2i/vllm_offload_kv_cache_for_long_context/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqf2i | false | null | t3_1qkqf2i | /r/LocalLLaMA/comments/1qkqf2i/vllm_offload_kv_cache_for_long_context/ | false | false | self | 2 | null |
afm v0.9.0 - Run Apple's Foundation Models with Built-in Web Chat UI (macOS Tahoe) and CLI | 6 | Just released v0.9.0 of afm, a CLI that exposes Apple's on-device Foundation Models through OpenAI-compatible API endpoints.
**What's new in v0.9.0 - Built-in Web UI:**
**Links:**
* GitHub: [https://github.com/scouzi1966/maclocal-api](https://github.com/scouzi1966/maclocal-api)
* Release: [https://github.com/scouzi1... | 2026-01-23T13:10:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qkqegq/afm_v090_run_apples_foundation_models_with/ | scousi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkqegq | false | null | t3_1qkqegq | /r/LocalLLaMA/comments/1qkqegq/afm_v090_run_apples_foundation_models_with/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'hO7D7NDTfYaA_wFdu5aLfMd2cFADSUpFgtCGqZB8WKU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hO7D7NDTfYaA_wFdu5aLfMd2cFADSUpFgtCGqZB8WKU.png?width=108&crop=smart&auto=webp&s=7da2edfa1859039f265571cfd44ae9d8a378748b', 'width': 108}, {'height': 108, 'url': 'h... |
Discussion about the possibility of implementation | 1 | Was just scrolling through Steam today, randomly clicked on something that caught my eye. Turned out to be this thing called Tryll Assistant. From what I can tell it's some kind of local AI gaming assistant that interacts with your games somehow, helps you out with stuff I guess. Not entirely sure how it all works tbh.... | 2026-01-23T13:03:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qkq8x2/discussion_about_the_possibility_of_implementation/ | ReleaseDependent7443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkq8x2 | false | null | t3_1qkq8x2 | /r/LocalLLaMA/comments/1qkq8x2/discussion_about_the_possibility_of_implementation/ | false | false | 1 | null | |
Have people stopped posting tutorial videos? | 24 | Every youtube video I come across about any tool is just them reading through a blog post or going through stuff already announced by the official post.
Like for example, I wanted to see if anyone has used function gemma and NO, everyone is simply reading and showing the same apps made by Google and showing the same u... | 2026-01-23T12:45:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qkpu4x/have_people_stopped_posting_tutorial_videos/ | salary_pending | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkpu4x | false | null | t3_1qkpu4x | /r/LocalLLaMA/comments/1qkpu4x/have_people_stopped_posting_tutorial_videos/ | false | false | self | 24 | null |
Chrome's Local AI Model in production (Gemini Nano) 41% eligibility, 6x slower and $0 cost | 23 | I have a hobby site that tests email subject lines for people. Users kept asking for it to make suggestions for them via AI ("make it work with ChatGPT"), but I had one concern: money, money, and money.
The tool is free and gets tons of abuse, so I'd been reading about Chrome's built in AI model (Gemini Nano) and tri... | 2026-01-23T12:27:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qkph45/chromes_local_ai_model_in_production_gemini_nano/ | mbuckbee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkph45 | false | null | t3_1qkph45 | /r/LocalLLaMA/comments/1qkph45/chromes_local_ai_model_in_production_gemini_nano/ | false | false | self | 23 | {'enabled': False, 'images': [{'id': 'hfC_Ra7gG4wCHjs2rU4fdw8p6pgkHKHGCTPxO6VK6DA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/hfC_Ra7gG4wCHjs2rU4fdw8p6pgkHKHGCTPxO6VK6DA.png?width=108&crop=smart&auto=webp&s=7964c74f2499306d8cb55cffadcd17f18d00cec7', 'width': 108}, {'height': 117, 'url': 'h... |
Something that might happen if GTA 6 was released | 0 | No context | 2026-01-23T11:54:55 | https://v.redd.it/ap8l90bl83fg1 | BuriqKalipun | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qkou2n | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ap8l90bl83fg1/DASHPlaylist.mpd?a=1771761309%2COGM5NzkxMDY0ZjZjNzgwNDc2YzYyNDg1ZDJjZmFhNmVlYmYyM2RiOTE5NmY2NGM4YWQ2ZmZkYmM5ZjFjMjhkMQ%3D%3D&v=1&f=sd', 'duration': 11, 'fallback_url': 'https://v.redd.it/ap8l90bl83fg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qkou2n | /r/LocalLLaMA/comments/1qkou2n/something_that_might_happen_if_gta_6_was_released/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'dzZocHM4Zmw4M2ZnMfeE-0AjJ8I1WkVvXWFoixs7ELUK4-nFZfKHm9U_5z1_', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/dzZocHM4Zmw4M2ZnMfeE-0AjJ8I1WkVvXWFoixs7ELUK4-nFZfKHm9U_5z1_.png?width=108&crop=smart&format=pjpg&auto=webp&s=8b897feed1884fcd757bd0fffae84128611b... | |
This Week's Fresh Hugging Face Datasets (Jan 17-23, 2026) | 10 | # This Week's Fresh Hugging Face Datasets (Jan 17-23, 2026)
Check out these newly updated datasets on Hugging Face—perfect for AI devs, researchers, and ML enthusiasts pushing boundaries in multimodal AI, robotics, and more. Categorized by primary modality with sizes, purposes, and direct links.
# Image & Vision Data... | 2026-01-23T11:53:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qkotdt/this_weeks_fresh_hugging_face_datasets_jan_1723/ | techlatest_net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkotdt | false | null | t3_1qkotdt | /r/LocalLLaMA/comments/1qkotdt/this_weeks_fresh_hugging_face_datasets_jan_1723/ | false | false | self | 10 | {'enabled': False, 'images': [{'id': 'uzjba7dD6IO7PeUCvc2lqAoPye77FJAjgi1vPJ1TAnI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/uzjba7dD6IO7PeUCvc2lqAoPye77FJAjgi1vPJ1TAnI.png?width=108&crop=smart&auto=webp&s=4b9b53ef5082e5a14c5a155a8f79f925748f7887', 'width': 108}, {'height': 116, 'url': 'h... |
llm video card for 10 bucks? But there is a nuance | 0 | 2026-01-23T11:25:48 | https://www.reddit.com/gallery/1qkob7i | Solid-Iron4430 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qkob7i | false | null | t3_1qkob7i | /r/LocalLLaMA/comments/1qkob7i/llm_video_card_for_10_bucks_but_there_is_a_nuance/ | false | false | default | 0 | null | |
Did I expect too much on GLM? | 0 | Im a little confused on why I am getting low TPS or perhaps I need to reduce my expectations?
Build:
CPU: AMD Ryzen Threadripper 3990X (64 cores, 128 threads)
RAM: 256GB (8x Kingston 32GB DDR4 UDIMM - 3200MHz)
GPU: RTX 6000 Ada Generation 48GB
I use Opencode to essentially run open source models with coding, wh... | 2026-01-23T11:12:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qko2ud/did_i_expect_too_much_on_glm/ | Ok_Brain_2376 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qko2ud | false | null | t3_1qko2ud | /r/LocalLLaMA/comments/1qko2ud/did_i_expect_too_much_on_glm/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '6_PfOpB8YBGOrK8f3GhxyjecYMb6oWbi8OJOVeVz5ho', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6_PfOpB8YBGOrK8f3GhxyjecYMb6oWbi8OJOVeVz5ho.png?width=108&crop=smart&auto=webp&s=ba1cf21f4df766427ca611a387eeb97daa02d44b', 'width': 108}, {'height': 108, 'url': 'h... |
Building local agents with Ollama - sharing my lightweight framework (feedback welcome) | 0 | I've been experimenting with building agentic workflows entirely locally using Ollama, and the biggest pain points for me have been:
* Heavy framework, adding overhead, latency on hardware
* Lack of built-in safety/reliablility for long-running tasks
* Complicater RAG/memory setup for offline use
To solve this, I put... | 2026-01-23T11:12:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qko2qz/building_local_agents_with_ollama_sharing_my/ | Mean_Buddy6830 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qko2qz | false | null | t3_1qko2qz | /r/LocalLLaMA/comments/1qko2qz/building_local_agents_with_ollama_sharing_my/ | false | false | self | 0 | null |
Building reliable local agents with Ollama - sharing my lightweight framework (feedback welcome) | 1 | [removed] | 2026-01-23T11:03:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qknxh5/building_reliable_local_agents_with_ollama/ | Individual-Quote2728 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qknxh5 | false | null | t3_1qknxh5 | /r/LocalLLaMA/comments/1qknxh5/building_reliable_local_agents_with_ollama/ | false | false | self | 1 | null |
Getting similar embeddings with a model locally and online | 0 | Hi,
For the purpose of an application, we need to be able to create embeddings locally. Data cannot leave our machines for certain use cases. However, we would much prefer to use a service to quickly create embeddings on the fly when we need them in real time.
The problem is : even by trying to use the same model... | 2026-01-23T10:39:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qknixm/getting_similar_embeddings_with_a_model_locally/ | Dizzy-View-6824 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qknixm | false | null | t3_1qknixm | /r/LocalLLaMA/comments/1qknixm/getting_similar_embeddings_with_a_model_locally/ | false | false | self | 0 | null |
Running agent workflows locally with Ollama – what's your setup like? | 1 | [removed] | 2026-01-23T10:29:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qknd8p/running_agent_workflows_locally_with_ollama_whats/ | Own-Average-4809 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qknd8p | false | null | t3_1qknd8p | /r/LocalLLaMA/comments/1qknd8p/running_agent_workflows_locally_with_ollama_whats/ | false | false | self | 1 | null |
Need On-Site GPU Cluster Engineer in Delhi NCR - Grace Blackwell EdgeXpert Setup | 1 | Looking for an experienced GPU cluster engineer for on-site work in Faridabad (Delhi NCR).
**Hardware:**
* 2× MSI EdgeXpert (NVIDIA Grace Blackwell GB10)
* MSI Raider 18 (RTX 5090)
* ConnectX-7 QSFP56 interconnect
* 10G networking switch
**What I Need:**
* Physical installation and cabling
* DGX OS setup on both no... | 2026-01-23T10:25:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qknay6/need_onsite_gpu_cluster_engineer_in_delhi_ncr/ | Soft_Ad6760 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qknay6 | false | null | t3_1qknay6 | /r/LocalLLaMA/comments/1qknay6/need_onsite_gpu_cluster_engineer_in_delhi_ncr/ | false | false | self | 1 | null |
DFlash: Diffusion-style speculative decoding that drafts token blocks (Qwen3 + SGLang) | 4 | \*\*\[R\] DFlash: Diffusion-style speculative decoding that drafts token blocks (Qwen3 checkpoints + SGLang demo)\*\*
We’ve been working on \*\*DFlash\*\*, a diffusion-style speculative decoding system for LLM inference.
\*\*Core idea \*\*
Instead of drafting tokens autoregressively, DFlash trains a lightweig... | 2026-01-23T10:07:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qkmzqv/dflash_diffusionstyle_speculative_decoding_that/ | Stock_Material9244 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkmzqv | false | null | t3_1qkmzqv | /r/LocalLLaMA/comments/1qkmzqv/dflash_diffusionstyle_speculative_decoding_that/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'aeWAWocU9yc3RDhnceEe3QK3sNhmjbZpJeFgoKCssuc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/aeWAWocU9yc3RDhnceEe3QK3sNhmjbZpJeFgoKCssuc.png?width=108&crop=smart&auto=webp&s=7156536590316130dc30fd776e3c668c28666e76', 'width': 108}, {'height': 108, 'url': 'h... |
Kite: Lightweight production-ready agentic AI framework with native Ollama/local model support | 2 | [removed] | 2026-01-23T10:00:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qkmvkc/kite_lightweight_productionready_agentic_ai/ | Individual-Quote2728 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkmvkc | false | null | t3_1qkmvkc | /r/LocalLLaMA/comments/1qkmvkc/kite_lightweight_productionready_agentic_ai/ | false | false | self | 2 | null |
Local Comic Generation: Character Consistency Across Sequential Outputs | 0 | I've been experimenting with local LLM + diffusion model pipelines for sequential image generation, specifically solving the character consistency problem in multi-page comics.
**The Technical Challenge:**
Standard image diffusion models generate each image independently. For sequential outputs (like comic pages), th... | 2026-01-23T09:59:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qkmv6k/local_comic_generation_character_consistency/ | LoNeWolF26548 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkmv6k | false | null | t3_1qkmv6k | /r/LocalLLaMA/comments/1qkmv6k/local_comic_generation_character_consistency/ | false | false | self | 0 | null |
Kite: Lightweight production-ready agentic AI framework with native Ollama/local model support | 1 | [removed] | 2026-01-23T09:52:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qkmr0h/kite_lightweight_productionready_agentic_ai/ | Own-Average-4809 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkmr0h | false | null | t3_1qkmr0h | /r/LocalLLaMA/comments/1qkmr0h/kite_lightweight_productionready_agentic_ai/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'DHZOefXnuyvAn-my2-i7Qg9vxIriVTu059UnQKRRrHk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DHZOefXnuyvAn-my2-i7Qg9vxIriVTu059UnQKRRrHk.png?width=108&crop=smart&auto=webp&s=74553954954ab1715aa47a28b2ca98da77ced63a', 'width': 108}, {'height': 108, 'url': 'h... |
DeepSeek-V3.2 Matches GPT-5 at 10x Lower Cost | Introl Blog | 104 | DeepSeek has released V3.2, an open-source model that reportedly matches GPT-5 on math reasoning while costing 10x less to run ($0.028/million tokens). By using a new 'Sparse Attention' architecture, the Chinese lab has achieved frontier-class performance for a total training cost of just \~$5.5 million—compared to the... | 2026-01-23T09:45:43 | https://introl.com/blog/deepseek-v3-2-open-source-ai-cost-advantage | EchoOfOppenheimer | introl.com | 1970-01-01T00:00:00 | 0 | {} | 1qkmn4l | false | null | t3_1qkmn4l | /r/LocalLLaMA/comments/1qkmn4l/deepseekv32_matches_gpt5_at_10x_lower_cost_introl/ | false | false | default | 104 | null |
Best AI aggregators for projects? | 1 | Hi,
I'm after an AI aggregator / Unified AI interface. I have already asked AI what to get and I've been reading around on here and most of the suggested apps seem to get a lot of negative comments around them.
My general 'wish list' is:
* Open source
* Has chat management features for projects.
* Can ask multiple ... | 2026-01-23T09:41:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qkmkny/best_ai_aggregators_for_projects/ | Normal-Dot-215 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkmkny | false | null | t3_1qkmkny | /r/LocalLLaMA/comments/1qkmkny/best_ai_aggregators_for_projects/ | false | false | self | 1 | null |
Some relatively cheap NVIDIA Grace Hopper GH200 superchips are currently being sold on ebay | 0 | I think PG530 modules are 12V voltage with 144GB VRAM
Found another one: [https://www.ebay.com/itm/136561002810](https://www.ebay.com/itm/136561002810)
No idea where to get a baseboard for them but maybe someone will find it useful. | 2026-01-23T09:34:20 | https://www.ebay.com/itm/297893959785 | fairydreaming | ebay.com | 1970-01-01T00:00:00 | 0 | {} | 1qkmgs1 | false | null | t3_1qkmgs1 | /r/LocalLLaMA/comments/1qkmgs1/some_relatively_cheap_nvidia_grace_hopper_gh200/ | false | false | default | 0 | null |
An Update to My "Cerebellum" Project | 0 | TLDR of the previous post for the uninitiated: I made a parasitic predictive early exit module which could attach to models and reduce their compute cost by 25% (on llama3.1 8b base), There were some small inconsistencies such as typos on longer output generations I had attributed them to the base model and hence decid... | 2026-01-23T09:31:35 | https://www.reddit.com/gallery/1qkmf7e | Hopeful-Sherbet-3100 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qkmf7e | false | null | t3_1qkmf7e | /r/LocalLLaMA/comments/1qkmf7e/an_update_to_my_cerebellum_project/ | false | false | default | 0 | null |
Llama.cpp merges in OpenAI Responses API Support | 151 | Finally! Took some fussing around to get this to work with unsloth/GLM-4.7-Flash:UD-Q4\_K\_XL in llama.cpp (ROCm) and Codex CLI, but once set up it works great! I'm super impressed with GLM-4.7-Flash capability in the Codex CLI harness. Haven't tried any big feature implementations yet, but for exploring (large) codeba... | 2026-01-23T09:22:40 | https://github.com/ggml-org/llama.cpp/pull/18486 | SemaMod | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qkm9zb | false | null | t3_1qkm9zb | /r/LocalLLaMA/comments/1qkm9zb/llamacpp_merges_in_openai_responses_api_support/ | false | false | default | 151 | {'enabled': False, 'images': [{'id': 'jaCRAxUnJ2FTFmnP1XEivypPWJS55V8E63eMDNFL6mg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/jaCRAxUnJ2FTFmnP1XEivypPWJS55V8E63eMDNFL6mg.png?width=108&crop=smart&auto=webp&s=bbc2b181c72df6c995ce9bb384b1edb10c22fdc6', 'width': 108}, {'height': 108, 'url': 'h... |
What is your actual daily use case for local LLMs? | 3 | I am fascinated by the rapid progress of local LLMs and I’m planning to set up my own local environment soon. However, before I dive in, I’m curious about how you all integrate these models into your lives.
What are you actually using your local models for on a daily basis?
Whether it’s for professional work like age... | 2026-01-23T08:38:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qklkby/what_is_your_actual_daily_use_case_for_local_llms/ | Groundbreaking_Fox59 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qklkby | false | null | t3_1qklkby | /r/LocalLLaMA/comments/1qklkby/what_is_your_actual_daily_use_case_for_local_llms/ | false | false | self | 3 | null |
Leetcode for ML | 9 | Recently, I built a platform called TensorTonic where you can implement 100+ ML algorithms from scratch.
Additionally, I added more than 60+ topics on mathematics fundamentals required to know ML.
I started this 2.5 months ago and already gained 7000 users. I will be shipping a lot of cool stuff ahead and would love ... | 2026-01-23T08:31:15 | https://v.redd.it/cmffd63282fg1 | Big-Stick4446 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qklgft | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/cmffd63282fg1/DASHPlaylist.mpd?a=1771749087%2CMGI0MzBjNzg2OTA3YWE5ZTA3NjQ4OTkxYzFjNjA4NjUwMmZlMDM0NzBhZjEzZGUyNjhiMWQ2ZjZiOWVmMDA3YQ%3D%3D&v=1&f=sd', 'duration': 27, 'fallback_url': 'https://v.redd.it/cmffd63282fg1/CMAF_720.mp4?source=fallback', 'ha... | t3_1qklgft | /r/LocalLLaMA/comments/1qklgft/leetcode_for_ml/ | false | false | 9 | {'enabled': False, 'images': [{'id': 'aXh0azY3bTE4MmZnMTOpzGvWJtEh0vETIlq5fXCK2iSGrkk3885uvQgRyBSE', 'resolutions': [{'height': 70, 'url': 'https://external-preview.redd.it/aXh0azY3bTE4MmZnMTOpzGvWJtEh0vETIlq5fXCK2iSGrkk3885uvQgRyBSE.png?width=108&crop=smart&format=pjpg&auto=webp&s=c0a843d5552c4d55d7873b7146248d28be90a... | |
Curious about the tech behind LLMs controlling smart devices (like coffee makers). How does it actually work? | 1 | Hi everyone,
I've been reading a lot of tech news recently about companies upgrading their voice assistants (like Alexa) with LLMs, but I'm trying to wrap my head around the actual engineering implementation.
I have a few questions about how this works "under the hood" and would love some technical insights:
**1. Fr... | 2026-01-23T08:29:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qklf5n/curious_about_the_tech_behind_llms_controlling/ | ExtentLoose3357 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qklf5n | false | null | t3_1qklf5n | /r/LocalLLaMA/comments/1qklf5n/curious_about_the_tech_behind_llms_controlling/ | false | false | self | 1 | null |
Which model do you use for local pen-testing? | 1 | I recently wanted to scan my legacy project for security holes and I notice that all the big paid LLM providers forbid a prompt like "scan my codebase and provide concrete exploits so i can replicate them"
Do you know any good models that are not censored in this way? | 2026-01-23T08:13:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qkl5wu/which_model_do_you_use_for_local_pentesting/ | zannix | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkl5wu | false | null | t3_1qkl5wu | /r/LocalLLaMA/comments/1qkl5wu/which_model_do_you_use_for_local_pentesting/ | false | false | self | 1 | null |
AI coding assistant infrastructure requirement, | 0 | We need to support around 300 developers within our enterprise. For security and compliance reasons, the LLM must be deployed on-premises.
What infrastructure would be required to meet these needs? We are considering deploying Qwen-3-Coder-32B, or a quantized variant of a larger model, depending on feasibility and per... | 2026-01-23T08:09:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qkl400/ai_coding_assistant_infrastructure_requirement/ | Financial-Cap-8711 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkl400 | false | null | t3_1qkl400 | /r/LocalLLaMA/comments/1qkl400/ai_coding_assistant_infrastructure_requirement/ | false | false | self | 0 | null |
Built a local-first open source AI agent to help debug production incidents | 0 | I open-sourced an AI agent I’ve been building to help debug production incidents. Sharing here because the design is local-first and I’m actively working toward local / self-hosted model support.
Right now it supports OpenAI models only (bring your own API key). Support for Claude, OpenRouter, and local Llama-based mo... | 2026-01-23T07:48:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qkkrgq/built_a_localfirst_open_source_ai_agent_to_help/ | Useful-Process9033 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkkrgq | false | null | t3_1qkkrgq | /r/LocalLLaMA/comments/1qkkrgq/built_a_localfirst_open_source_ai_agent_to_help/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'GmdEdCP6g8L0b0-xYkPeJbCi-ryNnYuPvAOqVHwDM7Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/GmdEdCP6g8L0b0-xYkPeJbCi-ryNnYuPvAOqVHwDM7Q.png?width=108&crop=smart&auto=webp&s=65545cd5840dc646d6228f68e969e92ed9fd99d5', 'width': 108}, {'height': 108, 'url': 'h... |
I built a 30-tool AI agent swarm running entirely on qwen3:4b - no cloud, no API costs | 0 | Been lurking here for months, finally have something worth sharing.
\## What I Built
\*\*Agent Farm\*\* - A local AI agent system with 30 MCP tools. Runs entirely on consumer hardware. Small models (qwen3:4b) working in parallel with true ThreadPoolExecutor concurrency.
\## Hardware
\- AMD 7900 XTX (24GB VRAM... | 2026-01-23T07:26:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qkkfdy/i_built_a_30tool_ai_agent_swarm_running_entirely/ | Hot_Engineer_8662 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qkkfdy | false | null | t3_1qkkfdy | /r/LocalLLaMA/comments/1qkkfdy/i_built_a_30tool_ai_agent_swarm_running_entirely/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '21_hZE-NzIu6nX5Si8mrxiBYWqZziQO9pnendnhJbRg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/21_hZE-NzIu6nX5Si8mrxiBYWqZziQO9pnendnhJbRg.png?width=108&crop=smart&auto=webp&s=aff2f53c8be76c9d5386c0d7aab03bcb52e2c015', 'width': 108}, {'height': 108, 'url': 'h... |
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