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Opus 4.5 claims 1st place on fresh SWE-bench-like problems in October [SWE-rebench] | 0 | Hey everyone,
We were excited about yesterday's release of Opus 4.5 and rushed to update the SWE-rebench leaderboard.
As generally expected, Opus 4.5 has claimed first place. Remarkably, it is much more cost-efficient than Opus 4, and only slightly more expensive per problem than Sonnet 4.5.
Check out th... | 2025-11-25T21:53:17 | https://swe-rebench.com/?insight=oct_2025 | Fabulous_Pollution10 | swe-rebench.com | 1970-01-01T00:00:00 | 0 | {} | 1p6ppwl | false | null | t3_1p6ppwl | /r/LocalLLaMA/comments/1p6ppwl/opus_45_claims_1st_place_on_fresh_swebenchlike/ | false | false | default | 0 | null |
Cursor MCP Listings | 1 | 2025-11-25T21:43:23 | Nearby_Chemist5939 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6pgzt | false | null | t3_1p6pgzt | /r/LocalLLaMA/comments/1p6pgzt/cursor_mcp_listings/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'zu50wnms3h3g1', 'resolutions': [{'height': 49, 'url': 'https://preview.redd.it/zu50wnms3h3g1.png?width=108&crop=smart&auto=webp&s=34ac6832d41ce58a9a439b147731e405b5e6e471', 'width': 108}, {'height': 99, 'url': 'https://preview.redd.it/zu50wnms3h3g1.png?width=216&crop=smart&auto=webp... | ||
cursor.store - Searchable directory of MCP servers for AI coding tools | 1 | [removed] | 2025-11-25T21:34:28 | https://www.reddit.com/r/LocalLLaMA/comments/1p6p8sa/cursorstore_searchable_directory_of_mcp_servers/ | Nearby_Chemist5939 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6p8sa | false | null | t3_1p6p8sa | /r/LocalLLaMA/comments/1p6p8sa/cursorstore_searchable_directory_of_mcp_servers/ | false | false | 1 | null | |
Excited and overwhelmed. What kind of fun can I have with this new machine? | 5 | The machine:
Intel Core Ultra 7 processor 265FK.
Windows 11 Home
NVIDIA® GeForce RTX™ 5080 16GB GDDR7
64GB Dual Channel DDR5
2 TB, M.2, PCIe NVMe, SSD
I'm excited, but with so many options, I'm not sure where to dive in. I've been playing around with Colab and its free offerings online, but quickly run o... | 2025-11-25T20:56:39 | https://www.reddit.com/r/LocalLLaMA/comments/1p6o93f/excited_and_overwhelmed_what_kind_of_fun_can_i/ | wakalakabamram | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6o93f | false | null | t3_1p6o93f | /r/LocalLLaMA/comments/1p6o93f/excited_and_overwhelmed_what_kind_of_fun_can_i/ | false | false | self | 5 | null |
LM Studio running very slow compared to Ollama | 0 | I've been using Ollama with Qwen2.5 Coder 14B Instruct Q8 and it works OK with my system. I wanted to try LM Studio and downloaded identical model. When I tried with Visual Studio Code in Cline, it was very slow. The only settings that I changed in LM Studio GPU Offload to MAX everything else were left at default se... | 2025-11-25T20:55:57 | https://www.reddit.com/r/LocalLLaMA/comments/1p6o8f0/lm_studio_running_very_slow_compared_to_ollama/ | EaZyRecipeZ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6o8f0 | false | null | t3_1p6o8f0 | /r/LocalLLaMA/comments/1p6o8f0/lm_studio_running_very_slow_compared_to_ollama/ | false | false | self | 0 | null |
Cheapest $/vRAM GPU right now? Is it a good time? | 57 | I have an rtx 2080 which only has 8Gb vRAM, and I was thinking of upgrading that GPU to an affordable and good $/vRAM ratio GPU. I don't have 8k to drop on an rtx pro 6000 like suggested a few days ago here, I was thinking more in the <1k range.
Here are some options I've seen from most expensive to cheapest:
$1,546 ... | 2025-11-25T20:53:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p6o5hf/cheapest_vram_gpu_right_now_is_it_a_good_time/ | Roy3838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6o5hf | false | null | t3_1p6o5hf | /r/LocalLLaMA/comments/1p6o5hf/cheapest_vram_gpu_right_now_is_it_a_good_time/ | false | false | self | 57 | null |
I've saved 200 USD to test out all the new models. Which one should I try out if I want the best model to code? Claude Opus 4.5 vs OpenAI GPT-5.1 Pro vs Gemini 3 Pro | 0 | I'm also starting a new job next month and have been saving some money to subscribe to an AI model that could assist me in coding. Which one should i go for? My buget is tight so I can only get one. And what coding stack would you suggest? | 2025-11-25T20:37:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p6nqhp/ive_saved_200_usd_to_test_out_all_the_new_models/ | RealDataCruncher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6nqhp | false | null | t3_1p6nqhp | /r/LocalLLaMA/comments/1p6nqhp/ive_saved_200_usd_to_test_out_all_the_new_models/ | false | false | self | 0 | null |
How I replaced Gemini CLI & Copilot with a local stack using Ollama, Continue.dev and MCP servers | 17 | Over the last few weeks I’ve been trying to get off the treadmill of cloud AI assistants (Gemini CLI, Copilot, Claude-CLI, etc.) and move everything to a local stack.
Goals:
\- Keep code on my machine
\- Stop paying monthly for autocomplete
\- Still get “assistant-level” help in the editor
The stack I ended up... | 2025-11-25T20:25:03 | https://www.reddit.com/r/LocalLLaMA/comments/1p6nf1r/how_i_replaced_gemini_cli_copilot_with_a_local/ | aaronsky | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6nf1r | false | null | t3_1p6nf1r | /r/LocalLLaMA/comments/1p6nf1r/how_i_replaced_gemini_cli_copilot_with_a_local/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': '7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U.png?width=108&crop=smart&auto=webp&s=efe307f51ff2874b18960bc89ca5a18a1b551442', 'width': 108}, {'height': 113, 'url': 'h... |
[Discussion] Can LLMs actually introspect? Comparing experiential training vs. theory-first analysis - FROST Protocol released | 0 | Hey folks, we just released a pretty interesting protocol for training LLM instances to map their own processing architecture, and the results are... surprising.
## What We Did
Took three approaches to LLM introspection:
1. **Fresh Claude** - Just asked it to describe its processing (baseline)
2. **FROST-trained Cla... | 2025-11-25T20:21:43 | https://github.com/Dr-AneeshJoseph/Frost-protocol | GlassWallsBreak | github.com | 1970-01-01T00:00:00 | 0 | {} | 1p6nbsz | false | null | t3_1p6nbsz | /r/LocalLLaMA/comments/1p6nbsz/discussion_can_llms_actually_introspect_comparing/ | false | false | default | 0 | null |
I built a multi-language AI transcriber using Whisper + Argos + Streamlit | 4 | I built a multi-language AI transcriber using Whisper + Argos Translate + Streamlit that runs locally and turns any audio/video into English + multi-language SRT subtitles — no API keys, no paid SaaS.
GitHub (Code + README): [https://github.com/jigs074/jigcode-MultilLanguageTranscriber](https://github.com/jigs074/jigc... | 2025-11-25T20:18:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p6n8gm/i_built_a_multilanguage_ai_transcriber_using/ | Powerful-Ad7836 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6n8gm | false | null | t3_1p6n8gm | /r/LocalLLaMA/comments/1p6n8gm/i_built_a_multilanguage_ai_transcriber_using/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'VFQALg7-HhzDM27TyjvnIxGGPrzjzYwH1cwBxCHrp9w', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/VFQALg7-HhzDM27TyjvnIxGGPrzjzYwH1cwBxCHrp9w.png?width=108&crop=smart&auto=webp&s=085eade3b0cf450075e2b920fc9c5b4cf006a28f', 'width': 108}, {'height': 108, 'url': 'h... |
Local LLaMA helped me deal with a family tech crisis | 0 | My cousin needed help writing a polite complaint message for his laptop repair and everyone turned to me. Instead of Googling templates, I opened my local LLaMA and generated a clean message in seconds. Do you also use your local model for family and friends? | 2025-11-25T19:56:14 | https://www.reddit.com/r/LocalLLaMA/comments/1p6mnjs/local_llama_helped_me_deal_with_a_family_tech/ | Fab_Terminator | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6mnjs | false | null | t3_1p6mnjs | /r/LocalLLaMA/comments/1p6mnjs/local_llama_helped_me_deal_with_a_family_tech/ | false | false | self | 0 | null |
Trying to build a "Jarvis" that never phones home - on-device AI with full access to your digital life (free beta, roast us) | 18 | Hey r/LocalLLaMA,
I know, I know - another "we built something" post. I'll be upfront: this is about something we made, so feel free to scroll past if that's not your thing. But if you're into local inference and privacy-first AI with a WhatsApp/Signal-grade E2E encryption flavor, maybe stick around for a sec.
**Who ... | 2025-11-25T19:54:58 | ipav9 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6mmb1 | false | null | t3_1p6mmb1 | /r/LocalLLaMA/comments/1p6mmb1/trying_to_build_a_jarvis_that_never_phones_home/ | false | false | default | 18 | {'enabled': True, 'images': [{'id': 'loj0n38hkg3g1', 'resolutions': [{'height': 89, 'url': 'https://preview.redd.it/loj0n38hkg3g1.jpeg?width=108&crop=smart&auto=webp&s=40f8aac72615450bc37d8c95dc0a02a211e5302a', 'width': 108}, {'height': 178, 'url': 'https://preview.redd.it/loj0n38hkg3g1.jpeg?width=216&crop=smart&auto=w... | |
Validating a visual orchestration tool for local LLMs (concept feedback wanted) | 1 | Hey r/LocalLLaMA,
**Before I build this, I want to know if it's actually useful.**
**The Problem (for me):**
Running multiple local models in parallel workflows is annoying:
- Writing Python scripts for every workflow
- Managing async execution
- Debugging when things break
- No visual representation of what's happen... | 2025-11-25T19:53:46 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ml7e/validating_a_visual_orchestration_tool_for_local/ | HarjjotSinghh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ml7e | false | null | t3_1p6ml7e | /r/LocalLLaMA/comments/1p6ml7e/validating_a_visual_orchestration_tool_for_local/ | false | false | self | 1 | null |
My offline LLaMA just rescued my weekend project | 0 | Had a sudden idea for a script while traveling in a no-network zone. Pulled out my laptop and used my local LLaMA to help me write the whole logic. Felt so good not depending on cloud tools. What real-life moments made you appreciate your local setup? | 2025-11-25T19:49:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p6mgnc/my_offline_llama_just_rescued_my_weekend_project/ | Future_Draw5416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6mgnc | false | null | t3_1p6mgnc | /r/LocalLLaMA/comments/1p6mgnc/my_offline_llama_just_rescued_my_weekend_project/ | false | false | self | 0 | null |
I stucked DeepSeek in a loop using Ollama | 0 | It's stuck in a loop, I think he forgot how to terminate the thinking phase. That's pretty interesting!
llama.cpp is better than Ollama of course. | 2025-11-25T19:09:26 | https://v.redd.it/ucxbcqm5cg3g1 | _Ludlulu_ | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6ldv6 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ucxbcqm5cg3g1/DASHPlaylist.mpd?a=1766689781%2CMzRlODcxNGYzYTEzZjZjNTA4MmIwMWI4MDVhYzc2NTZlYmE4N2NjNjA3YTIxYjFlZmExOWFjYzY3OWY1OTlkYw%3D%3D&v=1&f=sd', 'duration': 22, 'fallback_url': 'https://v.redd.it/ucxbcqm5cg3g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1p6ldv6 | /r/LocalLLaMA/comments/1p6ldv6/i_stucked_deepseek_in_a_loop_using_ollama/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'bjhvY2JlbjVjZzNnMfa9lTFu-h6r690LtCZAMdMEXwk-ud5JqEUgFLBx2qH-', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/bjhvY2JlbjVjZzNnMfa9lTFu-h6r690LtCZAMdMEXwk-ud5JqEUgFLBx2qH-.png?width=108&crop=smart&format=pjpg&auto=webp&s=5b5b5e537935fe7edf5c422afebe6cc353f34... | |
New to local LLMs. Can I give hands on control my of system? | 1 | I'm just dipping my toes into local LLMs. I tried messing around with Claude’s Windows MCP setup, and honestly, I was a bit underwhelmed. Maybe my expectations are too different, or maybe I just set it up wrong.
What I’m really trying to figure out is if I can set up a local LLM with actual agency over my machine.
I wa... | 2025-11-25T19:01:54 | https://www.reddit.com/r/LocalLLaMA/comments/1p6l6ay/new_to_local_llms_can_i_give_hands_on_control_my/ | Still-Bar-6004 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6l6ay | false | null | t3_1p6l6ay | /r/LocalLLaMA/comments/1p6l6ay/new_to_local_llms_can_i_give_hands_on_control_my/ | false | false | self | 1 | null |
SearXNG-LDR-Academic: I made a "safe for work" fork of SearXNG optimized for use with LearningCircuit's Local Deep Research Tool. | 15 | TL;DR: I forked SearXNG and stripped out all the NSFW stuff to keep University/Corporate IT happy (removed Pirate Bay search, Torrent search, shadow libraries, etc). I added several academic research-focused search engines (Semantic Scholar, WolfRam Alpha, PubMed, and others), and made the whole thing super easy to pai... | 2025-11-25T18:57:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p6l1lz/searxngldracademic_i_made_a_safe_for_work_fork_of/ | Porespellar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6l1lz | false | null | t3_1p6l1lz | /r/LocalLLaMA/comments/1p6l1lz/searxngldracademic_i_made_a_safe_for_work_fork_of/ | false | false | self | 15 | {'enabled': False, 'images': [{'id': 'gkvWJGNRXY8e71wVwY5x15Io7dYKJrHPM3bLRunKruA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/gkvWJGNRXY8e71wVwY5x15Io7dYKJrHPM3bLRunKruA.png?width=108&crop=smart&auto=webp&s=ea75a5e8a8866f29f14f8811de28baf55f1a98f0', 'width': 108}, {'height': 108, 'url': 'h... |
I built an AI research platform and just open sourced it. | 43 | Hello everyone,
I've been working on Introlix for some months now. So, today I've open sourced it. It was really hard time building it as an student and a solo developer. This project is not finished yet but its on that stage I can show it to others and ask other for help in developing it.
**What I built:**
Intro... | 2025-11-25T18:48:11 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ksc6/i_built_an_ai_research_platform_and_just_open/ | CodingWithSatyam | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ksc6 | false | null | t3_1p6ksc6 | /r/LocalLLaMA/comments/1p6ksc6/i_built_an_ai_research_platform_and_just_open/ | false | false | self | 43 | {'enabled': False, 'images': [{'id': 'CNgiou0u7jZh4U8zWwDEu1DScFq91flvaN_TcXF6Rvc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/CNgiou0u7jZh4U8zWwDEu1DScFq91flvaN_TcXF6Rvc.png?width=108&crop=smart&auto=webp&s=d7352926eecc3fb9f68dbcf4e3c7f9b4832e82dd', 'width': 108}, {'height': 108, 'url': 'h... |
I built a fully local, offline J.A.R.V.I.S. using Python and Ollama (Uncensored and Private) | 0 | Hi everyone! I wanted to share a project I've been working on. It's a fully functional, local AI assistant inspired by Iron Man's J.A.R.V.I.S.
I wanted something that runs **locally** on my PC (for privacy and speed) but still has a personality.
**🎥 Watch the video to see the HUD and Voice interaction in action!**
... | 2025-11-25T18:46:47 | https://v.redd.it/qs1rong18g3g1 | sebastiankeller0205 | /r/LocalLLaMA/comments/1p6kqxu/i_built_a_fully_local_offline_jarvis_using_python/ | 1970-01-01T00:00:00 | 0 | {} | 1p6kqxu | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/qs1rong18g3g1/DASHPlaylist.mpd?a=1766818015%2CNWFlODg5ZGM5ZjcwNWEzNGUwMTM1ODkwNTczMGUzMTdkZDBlMzkwMWIyOGNjMzQwNGY2ZmRkMmY3YjRiYTY4YQ%3D%3D&v=1&f=sd', 'duration': 34, 'fallback_url': 'https://v.redd.it/qs1rong18g3g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1p6kqxu | /r/LocalLLaMA/comments/1p6kqxu/i_built_a_fully_local_offline_jarvis_using_python/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'd3F4bndibDE4ZzNnMadeDPBN4xSc3qzffa_ecA_6QtCWYZC9kx9P5-kBQoJ9', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/d3F4bndibDE4ZzNnMadeDPBN4xSc3qzffa_ecA_6QtCWYZC9kx9P5-kBQoJ9.png?width=108&crop=smart&format=pjpg&auto=webp&s=f85132cb57cc52f48a4eab4a09a43fd1df2c0... | |
Image and Video Generation NPM Ecosystem | 1 | Aloha,
I built five npm packages for image and video generation over the last couple of weeks and thought they may be of use to the community. If you are comfortable around the command line or programmatic APIs, you may find these packages useful.
**npm Packages:**
1. **stability-ai-api** \- Stability AI (SD3.5, ... | 2025-11-25T18:43:02 | okstory | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6kn94 | false | null | t3_1p6kn94 | /r/LocalLLaMA/comments/1p6kn94/image_and_video_generation_npm_ecosystem/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'xt2gd74v6g3g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/xt2gd74v6g3g1.png?width=108&crop=smart&auto=webp&s=e26a73ed124b17c5d442b95797a884fd9ba62974', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/xt2gd74v6g3g1.png?width=216&crop=smart&auto=we... | |
What is currently the best model balancing speed and accuracy on a 16gb MBA? | 1 | As of now, I am running Qwen3-4b-2507 (instruct) @ q4\_k\_m
I have 3 questions:
1. Is there an MoE that will fit in my ram for better performance with similar speed?
2. Is q4\_k\_m generally the sweet spot for quantization, and why?
3. Is the thinking version worth it, despite it overthinkingg a lot, in your op... | 2025-11-25T18:32:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p6kdj8/what_is_currently_the_best_model_balancing_speed/ | Sufficient-Bid3874 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6kdj8 | false | null | t3_1p6kdj8 | /r/LocalLLaMA/comments/1p6kdj8/what_is_currently_the_best_model_balancing_speed/ | false | false | self | 1 | null |
You can now do FP8 reinforcement learning locally! (<5GB VRAM) | 654 | Hey r/LocalLlama! We're getting close to our last release of 2025! Thanks so much for all the support this year. The DeepSeek team back in Jan showcased how powerful FP8 RL can be with GRPO. Well, you can now try it on your local hardware using only 5GB VRAM! RTX 50x, 40x series all work!
**Why should you do FP8 t... | 2025-11-25T18:19:47 | danielhanchen | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6k0h2 | false | null | t3_1p6k0h2 | /r/LocalLLaMA/comments/1p6k0h2/you_can_now_do_fp8_reinforcement_learning_locally/ | false | false | default | 654 | {'enabled': True, 'images': [{'id': 't5wv1iax1g3g1', 'resolutions': [{'height': 118, 'url': 'https://preview.redd.it/t5wv1iax1g3g1.png?width=108&crop=smart&auto=webp&s=688cd7bf171372fd81eb9ccbf2acd1fe76d8216b', 'width': 108}, {'height': 236, 'url': 'https://preview.redd.it/t5wv1iax1g3g1.png?width=216&crop=smart&auto=we... | |
Opus 4.5 claims 1st place on fresh SWE-bench-like problems in October | 1 | [removed] | 2025-11-25T18:16:05 | https://swe-rebench.com/?insight=oct_2025 | Long-Sleep-13 | swe-rebench.com | 1970-01-01T00:00:00 | 0 | {} | 1p6jwpu | false | null | t3_1p6jwpu | /r/LocalLLaMA/comments/1p6jwpu/opus_45_claims_1st_place_on_fresh_swebenchlike/ | false | false | default | 1 | null |
I built an AI agent that optimises other AI agents 🔄 | 0 | 👋 I built an AI agent that optimises other AI agents - it reads your agent's code, runs evals, analyses failures, and iteratively improves it. Proof of concept, but the architecture is interesting!
**What I built:**
An optimiser agent that improves other AI agents by:
* Reading and modifying target agent files (s... | 2025-11-25T18:06:54 | DanAiTuning | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6jnir | false | null | t3_1p6jnir | /r/LocalLLaMA/comments/1p6jnir/i_built_an_ai_agent_that_optimises_other_ai_agents/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'deiu49ztzf3g1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/deiu49ztzf3g1.png?width=108&crop=smart&auto=webp&s=cb9d952908443bfd25aaf32cd7843e563728e9c3', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/deiu49ztzf3g1.png?width=216&crop=smart&auto=web... | |
Smart AI model cascading for cost optimization | 1 | [removed] | 2025-11-25T17:48:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p6j5cg/smart_ai_model_cascading_for_cost_optimization/ | Silver_Variation_545 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6j5cg | false | null | t3_1p6j5cg | /r/LocalLLaMA/comments/1p6j5cg/smart_ai_model_cascading_for_cost_optimization/ | false | false | self | 1 | null |
Smart AI model cascading for cost optimization | 1 | [removed] | 2025-11-25T17:47:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p6j3w4/smart_ai_model_cascading_for_cost_optimization/ | Silver_Variation_545 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6j3w4 | false | null | t3_1p6j3w4 | /r/LocalLLaMA/comments/1p6j3w4/smart_ai_model_cascading_for_cost_optimization/ | false | false | self | 1 | null |
Stop Bleeding Money on AI Calls. Cut Costs 30-65% in 3 Lines of Code. | 1 | [removed] | 2025-11-25T17:45:08 | https://www.reddit.com/r/LocalLLaMA/comments/1p6j1r2/stop_bleeding_money_on_ai_calls_cut_costs_3065_in/ | Silver_Variation_545 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6j1r2 | false | null | t3_1p6j1r2 | /r/LocalLLaMA/comments/1p6j1r2/stop_bleeding_money_on_ai_calls_cut_costs_3065_in/ | false | false | self | 1 | null |
Local Whisper model for speech-to-text | 0 | I have put together a guide to install Whisper model locally for speech-to-text. It is for Windows only.
🎥 **YouTube Demo:** [https://www.youtube.com/watch?v=qcrm1B1Gcn8](https://www.youtube.com/watch?v=qcrm1B1Gcn8)
💾 **Blog:** [https://medium.com/dev-genius/build-a-data-analysis-agent-with-n8n-locally-640a9243c9... | 2025-11-25T17:42:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p6iytz/local_whisper_model_for_speechtotext/ | Either-Adeptness6638 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6iytz | false | null | t3_1p6iytz | /r/LocalLLaMA/comments/1p6iytz/local_whisper_model_for_speechtotext/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'aaVkDQ5Vpv_Ql7M-vtdYTTHqI2Pzmv4pl8dX473SmpY', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/aaVkDQ5Vpv_Ql7M-vtdYTTHqI2Pzmv4pl8dX473SmpY.jpeg?width=108&crop=smart&auto=webp&s=07767ee7f000b281e5aecfef3596d7f230264fbc', 'width': 108}, {'height': 162, 'url': '... |
We built a new architecture (TOPAS) to replace standard Transformers for reasoning tasks. Paper + Demo enclosed. | 1 | [removed] | 2025-11-25T17:32:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ippg/we_built_a_new_architecture_topas_to_replace/ | Doug_Bitterbot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ippg | false | null | t3_1p6ippg | /r/LocalLLaMA/comments/1p6ippg/we_built_a_new_architecture_topas_to_replace/ | false | false | self | 1 | null |
Ask Reddit: should the M1 GPU work for llama.cpp and PyTorch inference? | 1 | [removed] | 2025-11-25T17:28:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ilhc/ask_reddit_should_the_m1_gpu_work_for_llamacpp/ | parenthethethe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ilhc | false | null | t3_1p6ilhc | /r/LocalLLaMA/comments/1p6ilhc/ask_reddit_should_the_m1_gpu_work_for_llamacpp/ | false | false | self | 1 | null |
Does gpt-oss:20b’s thinking output cause more confusion than help in multi-step tasks? | 0 | I have been experimenting with gpt-oss:20b on Ollama for building and running local background agents.
# What works
Creating simple agents work well. The model creates basic agent files correctly and the flow is clean. Attached is a quick happy path clip.
On my M5 MacBook Pro it also feels very snappy. It is noticea... | 2025-11-25T17:02:06 | https://v.redd.it/oz01ix8qjf3g1 | Prestigious_Peak_773 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6hvmc | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/oz01ix8qjf3g1/DASHPlaylist.mpd?a=1766682142%2CNjliZjRiYjNlMTdlZTE0MjhjOWMxNGRiZmU0YzE2ZDc0ZDAzOGEyMWU1YjcwYjgyYTdkMjlhMWE4ZGIwMmVhMg%3D%3D&v=1&f=sd', 'duration': 103, 'fallback_url': 'https://v.redd.it/oz01ix8qjf3g1/CMAF_1080.mp4?source=fallback', '... | t3_1p6hvmc | /r/LocalLLaMA/comments/1p6hvmc/does_gptoss20bs_thinking_output_cause_more/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'MjJpdWQ2OXFqZjNnMeR5_q9TRZ2pJAC9CBJV_zWA0pmyf-jie6mPu1zhtc1X', 'resolutions': [{'height': 69, 'url': 'https://external-preview.redd.it/MjJpdWQ2OXFqZjNnMeR5_q9TRZ2pJAC9CBJV_zWA0pmyf-jie6mPu1zhtc1X.png?width=108&crop=smart&format=pjpg&auto=webp&s=4611db1cc797858f57fbdfd2c86f31b29bdfa... | |
Flux 2 can be run on 24gb vram!!! | 374 | I dont know why people are complaining...... | 2025-11-25T16:59:49 | Brave-Hold-9389 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6ht87 | false | null | t3_1p6ht87 | /r/LocalLLaMA/comments/1p6ht87/flux_2_can_be_run_on_24gb_vram/ | false | false | default | 374 | {'enabled': True, 'images': [{'id': 'm9ud0rs8pf3g1', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/m9ud0rs8pf3g1.png?width=108&crop=smart&auto=webp&s=7b8e4796c2e673ecb09891ade58d85e9915a3158', 'width': 108}, {'height': 114, 'url': 'https://preview.redd.it/m9ud0rs8pf3g1.png?width=216&crop=smart&auto=web... | |
Sharing my poor experience with Apple's foundation models, positive experiences with Qwen3 8b model, and self hosting it all on an old Mac mini for a website I created | 4 | 2025-11-25T16:58:29 | busymom0 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p6hrzg | false | null | t3_1p6hrzg | /r/LocalLLaMA/comments/1p6hrzg/sharing_my_poor_experience_with_apples_foundation/ | false | false | default | 4 | {'enabled': True, 'images': [{'id': 'ado2pjutof3g1', 'resolutions': [{'height': 121, 'url': 'https://preview.redd.it/ado2pjutof3g1.png?width=108&crop=smart&auto=webp&s=d405da73b7cd12c5b7fe59679cd2e34ea7097243', 'width': 108}, {'height': 242, 'url': 'https://preview.redd.it/ado2pjutof3g1.png?width=216&crop=smart&auto=we... | ||
💡 The Future of Local AI is Here: Open Source Launch of LLMUI Core! | 1 | [removed] | 2025-11-25T16:43:11 | https://www.reddit.com/r/LocalLLaMA/comments/1p6hcz0/the_future_of_local_ai_is_here_open_source_launch/ | Budget_Carpenter_297 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6hcz0 | false | null | t3_1p6hcz0 | /r/LocalLLaMA/comments/1p6hcz0/the_future_of_local_ai_is_here_open_source_launch/ | false | false | self | 1 | null |
Ryzen AI and Radeon are ready to run LLMs Locally with Lemonade Software | 132 | 2025-11-25T16:36:04 | https://www.amd.com/en/developer/resources/technical-articles/2025/ryzen-ai-radeon-llms-with-lemonade.html | jfowers_amd | amd.com | 1970-01-01T00:00:00 | 0 | {} | 1p6h63t | false | null | t3_1p6h63t | /r/LocalLLaMA/comments/1p6h63t/ryzen_ai_and_radeon_are_ready_to_run_llms_locally/ | false | false | default | 132 | {'enabled': False, 'images': [{'id': 'JNLQ1TFljv7ecmJGVkBQs2GgRQ8E7p3qY9QpUEtPmD8', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/JNLQ1TFljv7ecmJGVkBQs2GgRQ8E7p3qY9QpUEtPmD8.jpeg?width=108&crop=smart&auto=webp&s=2a8bd9723240727ed7265a1520f2267f09d78dd2', 'width': 108}, {'height': 121, 'url': '... | |
Best model for pose estimation with multiple webcams? | 1 | Best model for pose estimation with multiple webcams? | 2025-11-25T16:36:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p6h62u/best_model_for_pose_estimation_with_multiple/ | Commercial-Ad-1148 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6h62u | false | null | t3_1p6h62u | /r/LocalLLaMA/comments/1p6h62u/best_model_for_pose_estimation_with_multiple/ | false | false | self | 1 | null |
How to run Kimi-Linear with vLLM | 0 | command: --model cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit --port 80 --enforce-eager --kv-cache-dtype fp8_e4m3 --tensor-parallel-size 2 --enable-expert-parallel --enable-prefix-caching --max-num-seqs 1 --max-model-len 5000 --gpu_memory_utilization 0.80 --trust-remote-code --served-model-name "default" -... | 2025-11-25T16:33:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p6h35x/how_to_run_kimilinear_with_vllm/ | Voxandr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6h35x | false | null | t3_1p6h35x | /r/LocalLLaMA/comments/1p6h35x/how_to_run_kimilinear_with_vllm/ | false | false | self | 0 | null |
How to run Kimi-Linear with vLLM | 0 | command: --model cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit --port 80 --enforce-eager --kv-cache-dtype fp8_e4m3 --tensor-parallel-size 2 --enable-expert-parallel --enable-prefix-caching --max-num-seqs 1 --max-model-len 5000 --gpu_memory_utilization 0.80 --trust-remote-code --served-model-name "default" -... | 2025-11-25T16:32:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p6h33i/how_to_run_kimilinear_with_vllm/ | Voxandr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6h33i | false | null | t3_1p6h33i | /r/LocalLLaMA/comments/1p6h33i/how_to_run_kimilinear_with_vllm/ | false | false | self | 0 | null |
LLaDA2.0 (103B/16B) has been released | 239 | **LLaDA2.0-flash** is a diffusion language model featuring a 100BA6B Mixture-of-Experts (MoE) architecture. As an enhanced, instruction-tuned iteration of the LLaDA2.0 series, it is optimized for practical applications.
**LLaDA2.0-mini** is a diffusion language model featuring a 16BA1B Mixture-of-Experts (MoE) arch... | 2025-11-25T16:21:54 | https://www.reddit.com/r/LocalLLaMA/comments/1p6gsjh/llada20_103b16b_has_been_released/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6gsjh | false | null | t3_1p6gsjh | /r/LocalLLaMA/comments/1p6gsjh/llada20_103b16b_has_been_released/ | false | false | self | 239 | {'enabled': False, 'images': [{'id': '7W9HERnT31QkR1cU4DZF8Q3-p0ugyaVUFGiUG4ybkxI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/7W9HERnT31QkR1cU4DZF8Q3-p0ugyaVUFGiUG4ybkxI.png?width=108&crop=smart&auto=webp&s=b75d0c2011e4078afb9ac7fc534c5c9675b89a1e', 'width': 108}, {'height': 116, 'url': 'h... |
I tested a few local hosted coding models with VSCode / cline so that you don't have to | 41 | Been running a bunch of "can I actually code with a local model in VS Code?" experiments over the last weeks, focused on task with moderate complexity. I chose simple, well known games as they help to visualise strengths and shortcomings of the results quite easily, also to a layperson. The tasks at hand: Space Invader... | 2025-11-25T16:21:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p6gruv/i_tested_a_few_local_hosted_coding_models_with/ | DrMicrobit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6gruv | false | null | t3_1p6gruv | /r/LocalLLaMA/comments/1p6gruv/i_tested_a_few_local_hosted_coding_models_with/ | false | false | self | 41 | null |
JanV1-Q8 still cant answer some basic of questions | 0 | From a post 3 months ago ([link](https://www.reddit.com/r/LocalLLaMA/comments/1mov3d9/i_tried_the_janv1_model_released_today_and_here/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button)), OP showed how broken JanV1 was. Emre from Jan replied and suggested using Q8 with adjusted par... | 2025-11-25T15:36:43 | https://www.reddit.com/r/LocalLLaMA/comments/1p6fklb/janv1q8_still_cant_answer_some_basic_of_questions/ | choxxolatee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6fklb | false | null | t3_1p6fklb | /r/LocalLLaMA/comments/1p6fklb/janv1q8_still_cant_answer_some_basic_of_questions/ | false | false | 0 | null | |
AIMusubi – Local-First Agentic Automation Framework for Real Infrastructure | 0 | AIMusubi is a local-first open-source agentic system built to connect LLMs to real infrastructure (Cisco/Arista/VyOS) using unified intents and observability.
GitHub: [https://github.com/aimusubi/aimusubi](https://github.com/aimusubi/aimusubi)
Demo: [https://youtu.be/JpUCajiYZgI?si=ax2tO2oba6\_S1uM\_](https://youtu.... | 2025-11-25T15:08:26 | https://www.reddit.com/r/LocalLLaMA/comments/1p6etz2/aimusubi_localfirst_agentic_automation_framework/ | AImusubi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6etz2 | false | null | t3_1p6etz2 | /r/LocalLLaMA/comments/1p6etz2/aimusubi_localfirst_agentic_automation_framework/ | false | false | self | 0 | null |
cyankiwi AWQ v1.0 | 19 | Thank you for using my model from my personal account cpatonn so far. I am happy to introduce cyankiwi AWQ v1.0 with 4bit quantized model achieving accuracy degradation of less than 1%, an improvement from my AWQ quants on my personal account cpatonn. cyankiwi AWQ v1.0 models will be labelled in our modelcards.
The fo... | 2025-11-25T14:47:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p6eb24/cyankiwi_awq_v10/ | _cpatonn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6eb24 | false | null | t3_1p6eb24 | /r/LocalLLaMA/comments/1p6eb24/cyankiwi_awq_v10/ | false | false | self | 19 | null |
Calling a Finetune/LoRA Wizard: Need Dataset Tips for RP Model | 8 | Hey everyone,
I've always wanted to do my own fine-tune/LoRA/QLoRA and I'm trying to get a better sense of the dataset size needed. The plan is to build a dataset in a specific style, but before committing time (and money), I'd really like to get a better sense of how to start properly without overshooting or undersho... | 2025-11-25T14:21:16 | https://www.reddit.com/r/LocalLLaMA/comments/1p6dnkg/calling_a_finetunelora_wizard_need_dataset_tips/ | AmpedHorizon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6dnkg | false | null | t3_1p6dnkg | /r/LocalLLaMA/comments/1p6dnkg/calling_a_finetunelora_wizard_need_dataset_tips/ | false | false | self | 8 | null |
Daily AI news YouTube video synthesis pipeline using GLM-4.6 and gpt-oss-120b | 0 | AI keeps accelerating, and it's honestly becoming impossible to keep up with every paper and release manually.
I built a Python pipeline to automate daily AI news curation, going from raw scraping to a final rendered `.mp4` without human intervention. The first video is now on YouTube –– check it out!
I wanted to sh... | 2025-11-25T14:18:34 | https://www.youtube.com/watch?v=NNft3t-D3qc | Mysterious_Finish543 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1p6dl7j | false | {'oembed': {'author_name': 'Gradient Update', 'author_url': 'https://www.youtube.com/@gradientupdate', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/NNft3t-D3qc?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; g... | t3_1p6dl7j | /r/LocalLLaMA/comments/1p6dl7j/daily_ai_news_youtube_video_synthesis_pipeline/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'BYTR-25me9I4owwYkB_DXZIESV4B7Hkqt_21GnedFTo', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/BYTR-25me9I4owwYkB_DXZIESV4B7Hkqt_21GnedFTo.jpeg?width=108&crop=smart&auto=webp&s=fa1fc931f1bdcad2177e303a10312e72e2195e39', 'width': 108}, {'height': 162, 'url': '... |
I got tired of my Al context being trapped in silos, so I drafted an open schema (PMX) for portable memory between LLMs. | 0 | I have been running into a frustrating issues on Al workflows: Context Fragmentation.
If I work on a project or do a discussion on ChatGPT and then plan to switch to Gemini or Claude for better reasoning or coding the other Al doesn't know it. If I switch tools, I lose my long-term memory
Each app stores context in a... | 2025-11-25T14:14:51 | https://www.reddit.com/r/LocalLLaMA/comments/1p6dhyf/i_got_tired_of_my_al_context_being_trapped_in/ | PeatedW | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6dhyf | false | null | t3_1p6dhyf | /r/LocalLLaMA/comments/1p6dhyf/i_got_tired_of_my_al_context_being_trapped_in/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'nvoQqHCFmc1B7LfloT-ehN3uhH7VL-kGJZRrR2_Nd8c', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/nvoQqHCFmc1B7LfloT-ehN3uhH7VL-kGJZRrR2_Nd8c.png?width=108&crop=smart&auto=webp&s=25f5fe234d03107585e686c0d47d7f4ed11a6aa8', 'width': 108}, {'height': 144, 'url': 'h... |
Devtool for running and benchmarking on-device AI | 0 | Hi!
We’re a group of deep learning engineers and embedded engineers who just built a new devtool as a response to some of the biggest pain points we’ve experienced when developing AI for on-device deployment.
It is a platform for developing and experimenting with on-device AI. It allows you to quantize, compile and ... | 2025-11-25T14:10:41 | https://www.reddit.com/r/LocalLLaMA/comments/1p6degd/devtool_for_running_and_benchmarking_ondevice_ai/ | elinaembedl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6degd | false | null | t3_1p6degd | /r/LocalLLaMA/comments/1p6degd/devtool_for_running_and_benchmarking_ondevice_ai/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'eXyNTQw2fkbznTffXppHu_AOZE7teuZWWmIVkr-rBfE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/eXyNTQw2fkbznTffXppHu_AOZE7teuZWWmIVkr-rBfE.png?width=108&crop=smart&auto=webp&s=7731e4bbedf0baebb47e5049f4c6c7e8d051c2d7', 'width': 108}, {'height': 113, 'url': 'h... |
Token Explosion in AI Agents | 0 | I've been measuring token costs in AI agents.
Built an AI agent from scratch. No frameworks. Because I needed bare-metal visibility into where every token goes. Frameworks are production-ready, but they abstract away cost mechanics. Hard to optimize what you can't measure.
━━━━━━━━━━━━━━━━━
🔍 THE SETUP
→ 6 tools (... | 2025-11-25T13:57:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p6d3jk/token_explosion_in_ai_agents/ | darthjedibinks | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6d3jk | false | null | t3_1p6d3jk | /r/LocalLLaMA/comments/1p6d3jk/token_explosion_in_ai_agents/ | false | false | 0 | null | |
What is the problems with llm's | 0 | When Ciso fear and ban llm (local llm from haging face , and remote ones like gpt), what are they fear from exactly?
Only stealing of data? If so, why not allow the local models?
In the end, a model is not a regular software, it's getting input and generate text output (or other format, depends on the type of model) ... | 2025-11-25T13:43:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p6cryr/what_is_the_problems_with_llms/ | LeftAssociation1119 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6cryr | false | null | t3_1p6cryr | /r/LocalLLaMA/comments/1p6cryr/what_is_the_problems_with_llms/ | false | false | self | 0 | null |
I built a multi-LLM arena in the browser. Models talk, vote, argue, and you plug in your own keys | 3 | Last week I teased a "Discord-style" UI for local/API models. I’ve cleaned up the code and deployed the beta.
**Link:** [modelarena.xyz](https://modelarena.xyz)
**The Tech:**
Everything runs client-side in your browser (Next.js). The only thing that touches a server is the **Multiplayer Routing** (which uses Supabase... | 2025-11-25T13:35:08 | https://www.reddit.com/gallery/1p6ckw8 | Kooky_Meaning_7168 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p6ckw8 | false | null | t3_1p6ckw8 | /r/LocalLLaMA/comments/1p6ckw8/i_built_a_multillm_arena_in_the_browser_models/ | false | false | 3 | null | |
How are Chinese AI models claiming such low training costs? Did some research | 180 | Doing my little assignment on model cost. deepseek claims $6M training cost. Everyones losing their minds cause ChatGPT-4 cost $40-80M and Gemini Ultra hit $190M.
Got curious if other Chinese models show similar patterns or if deepseeks just marketing bs.
What I found on training costs:
glm-4.6: $8-12M estimated
* ... | 2025-11-25T13:27:51 | https://www.reddit.com/r/LocalLLaMA/comments/1p6cf2p/how_are_chinese_ai_models_claiming_such_low/ | Acrobatic_Solid6023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6cf2p | false | null | t3_1p6cf2p | /r/LocalLLaMA/comments/1p6cf2p/how_are_chinese_ai_models_claiming_such_low/ | false | false | self | 180 | null |
I built a local AI Red Teaming tool (Fuzzer + 280+ Payloads) because I hate monthly subscriptions. | 0 | I’ve been building local agents recently, but I realized they broke instantly whenever I tried to trick them or inject weird inputs (like Base64 encoded instructions).
I looked for testing tools, but everything was either a bare-bones repo that took hours to configure, or an Enterprise SaaS costing $500/mo that requir... | 2025-11-25T13:11:26 | https://www.reddit.com/r/LocalLLaMA/comments/1p6c21o/i_built_a_local_ai_red_teaming_tool_fuzzer_280/ | Substantial_Ad5570 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6c21o | false | null | t3_1p6c21o | /r/LocalLLaMA/comments/1p6c21o/i_built_a_local_ai_red_teaming_tool_fuzzer_280/ | false | false | self | 0 | null |
Can application layer improve local model output quality? | 0 | Hi -
I am building a terminal-native tool for code generation, and one of the recent updates was to package a local model (Qwen 2.5 Coder 7B, downloads on the first try). Initial response from users to this addition was favorable - but I have my doubts: the model is fairly basic and does not compare in quality to onl... | 2025-11-25T13:05:05 | https://www.reddit.com/r/LocalLLaMA/comments/1p6bxaj/can_application_layer_improve_local_model_output/ | ayechat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6bxaj | false | null | t3_1p6bxaj | /r/LocalLLaMA/comments/1p6bxaj/can_application_layer_improve_local_model_output/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'hr65kAjocySGistnxKExFN_ZGLoviFOGZJibvkRJFNg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hr65kAjocySGistnxKExFN_ZGLoviFOGZJibvkRJFNg.png?width=108&crop=smart&auto=webp&s=a01fea6bd277d686f0210ece827af35a014d0489', 'width': 108}, {'height': 108, 'url': 'h... |
I built a fully local Red Teaming tool to stress-test LLM Agents (Fuzzer + 280+ Payloads) | 1 | [removed] | 2025-11-25T13:01:33 | https://www.reddit.com/r/LocalLLaMA/comments/1p6bunb/i_built_a_fully_local_red_teaming_tool_to/ | Substantial_Ad5570 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6bunb | false | null | t3_1p6bunb | /r/LocalLLaMA/comments/1p6bunb/i_built_a_fully_local_red_teaming_tool_to/ | false | false | self | 1 | null |
Please explain how to us VL in OWUI | 0 | i have Open Web UI , i have
unsloth/Qwen3-VL-8B-Instruct-GGUF & mmproj-F16.gguf
Im running the VL Model ... but what and how do i use the mmproj-F16.gguf so i can view images.
explain like a noob
[](https://huggingface.co/unsloth/Qwen3-VL-8B-Instruct-GGUF/resolve/main/mmproj-F16.gguf?download=true) | 2025-11-25T12:31:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p6b8rg/please_explain_how_to_us_vl_in_owui/ | uber-linny | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6b8rg | false | null | t3_1p6b8rg | /r/LocalLLaMA/comments/1p6b8rg/please_explain_how_to_us_vl_in_owui/ | false | false | self | 0 | null |
Are you using the SK2DECOMPILE model? | 0 | What would a decompilation AI agent using this model look like? Is it possible to use Bolt.new to create an app from decompilation? | 2025-11-25T11:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ak3d/are_you_using_the_sk2decompile_model/ | Thin_Freedom3201 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ak3d | false | null | t3_1p6ak3d | /r/LocalLLaMA/comments/1p6ak3d/are_you_using_the_sk2decompile_model/ | false | false | self | 0 | null |
What’s your Open-source AI Labs Tier List? | 0 | 2025-11-25T11:56:18 | https://www.reddit.com/r/LocalLLaMA/comments/1p6ak1j/whats_your_opensource_ai_labs_tier_list/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p6ak1j | false | null | t3_1p6ak1j | /r/LocalLLaMA/comments/1p6ak1j/whats_your_opensource_ai_labs_tier_list/ | false | false | 0 | null | ||
We built an on-prem “AI Privacy Firewall” that lets enterprises use GPT/Claude/Gemini without exposing PII - here’s the architecture | 1 | We work in a region with strict data-residency laws (no OpenAI/Gemini outside the local country).
At the same time, insurers and banks *must* use LLMs to stay competitive.
So we built an **on-prem API-layer that acts as a privacy firewall for AI systems**. | 2025-11-25T11:31:03 | https://private-layer.ai/tech | Electrical_Play6841 | private-layer.ai | 1970-01-01T00:00:00 | 0 | {} | 1p6a4b2 | false | null | t3_1p6a4b2 | /r/LocalLLaMA/comments/1p6a4b2/we_built_an_onprem_ai_privacy_firewall_that_lets/ | false | false | default | 1 | null |
Any local/open model for the organic chemistry? | 0 | Hey,
I wanted to upskill in the organic chemistry. There is couple processes I would like to understand better and try to optimize them. Which model do you recommend local up to 16b, or larger available online for free? | 2025-11-25T11:02:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p69mxd/any_localopen_model_for_the_organic_chemistry/ | puszcza | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p69mxd | false | null | t3_1p69mxd | /r/LocalLLaMA/comments/1p69mxd/any_localopen_model_for_the_organic_chemistry/ | false | false | self | 0 | null |
GLiNER2: Unified Schema-Based Information Extraction | 47 | GLiNER2 is an efficient, unified information extraction system that combines named entity recognition, text classification, and hierarchical structured data extraction into a single 205M-parameter model. Built on a pretrained transformer encoder architecture and trained on 254,334 examples of real and synthetic data, i... | 2025-11-25T10:43:25 | https://www.reddit.com/gallery/1p69bea | Balance- | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p69bea | false | null | t3_1p69bea | /r/LocalLLaMA/comments/1p69bea/gliner2_unified_schemabased_information_extraction/ | false | false | 47 | null | |
Need help building a personal voice-call agent | 1 | im sort of new and im trying to build an agent (i know these already exist and are pretty good too) that can receive calls, speak, and log important information. basically like a call center agent for any agency. for my own customizability and local usage. how can i get the lowest latency possible with this pipeline: t... | 2025-11-25T10:35:04 | https://www.reddit.com/r/LocalLLaMA/comments/1p696if/need_help_building_a_personal_voicecall_agent/ | Ecstatic-Biscotti-63 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p696if | false | null | t3_1p696if | /r/LocalLLaMA/comments/1p696if/need_help_building_a_personal_voicecall_agent/ | false | false | self | 1 | null |
Need guidance for my final-year thesis using Small Language Models (SLMs), totally new to the field | 3 | I’m a final-year Computer Science undergrad and I’m completely new to the world of language models. For my bachelor’s thesis, I’m considering working with Small Language Models (SLMs) instead of large ones, mainly because of resource limits and the growing practicality of smaller models.
Since I’m just getting started... | 2025-11-25T10:16:51 | https://www.reddit.com/r/LocalLLaMA/comments/1p68w4w/need_guidance_for_my_finalyear_thesis_using_small/ | Puzzleheaded_Tie8127 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68w4w | false | null | t3_1p68w4w | /r/LocalLLaMA/comments/1p68w4w/need_guidance_for_my_finalyear_thesis_using_small/ | false | false | self | 3 | null |
tencent/HunyuanOCR-1B | 154 | 2025-11-25T10:10:33 | https://huggingface.co/tencent/HunyuanOCR | nullmove | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1p68sjf | false | null | t3_1p68sjf | /r/LocalLLaMA/comments/1p68sjf/tencenthunyuanocr1b/ | false | false | default | 154 | {'enabled': False, 'images': [{'id': 'euNO2VS0UsDEnKIxd8MnYm5CABYmnLN8JLKug1m_WZw', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/euNO2VS0UsDEnKIxd8MnYm5CABYmnLN8JLKug1m_WZw.png?width=108&crop=smart&auto=webp&s=2123fbb30e64c510c3a2f1fda8e1fa69cdeafd0a', 'width': 108}, {'height': 116, 'url': 'h... | |
How to make my TTS faster ? | 3 | hi guys
I try to make a TTS model for a demo
I need it to be fast, like what elevenlabs, livekit,vapi, retell all use
I built a simple one using
pytorch, and using librosa for audio processing
For cloning voice, I take something from scratch, I found in GitHub
the processing system takes 20 to 40 seconds an... | 2025-11-25T09:57:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p68l6w/how_to_make_my_tts_faster/ | Wonderful-Can-1597 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68l6w | false | null | t3_1p68l6w | /r/LocalLLaMA/comments/1p68l6w/how_to_make_my_tts_faster/ | false | false | self | 3 | null |
How to make TTS faster? | 1 | [removed] | 2025-11-25T09:56:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p68ktt/how_to_make_tts_faster/ | LatterExercise7281 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68ktt | false | null | t3_1p68ktt | /r/LocalLLaMA/comments/1p68ktt/how_to_make_tts_faster/ | false | false | self | 1 | null |
Which models (paid and local) are the best at creative writing? | 0 | I have some old scripts (60-100pages) I would like to work on. which paid or local llm is good for this?
I know back in the day Claude used to be the benchmark, but reading that recently they took off all the data due to Chinese RPrs abusing it and that it's not worth anymore for creative tasks. | 2025-11-25T09:47:08 | https://www.reddit.com/r/LocalLLaMA/comments/1p68fal/which_models_paid_and_local_are_the_best_at/ | ThinkHog | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68fal | false | null | t3_1p68fal | /r/LocalLLaMA/comments/1p68fal/which_models_paid_and_local_are_the_best_at/ | false | false | self | 0 | null |
Inference cloud for regulated markets: looking for benchmarks | 3 | I'm building a product where every item uploaded will be crunched through many LLMs - vision/text etc. I expect a lot of photos coming in from the mobile app, and a lot of PDFs uploaded from the field.
Right now I have a limited compute -- it worked for development, but I'd like to scale it to make it feel more leg... | 2025-11-25T09:44:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p68dqn/inference_cloud_for_regulated_markets_looking_for/ | wkoszek | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68dqn | false | null | t3_1p68dqn | /r/LocalLLaMA/comments/1p68dqn/inference_cloud_for_regulated_markets_looking_for/ | false | false | self | 3 | null |
Is the llama.cpp webui in danger from the recent npm attack? | 4 | There is a new npm attack with over 400 compromised packages, and the llama.cpp webui uses npm and many packages and their dependencies which in turn has their own dependencies. Is it known if any of them are compromised as well, or does it pin all packages and dependencies down to their minor version number thoroughly... | 2025-11-25T09:40:17 | https://www.reddit.com/r/LocalLLaMA/comments/1p68bg0/is_the_llamacpp_webui_in_danger_from_the_recent/ | shroddy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p68bg0 | false | null | t3_1p68bg0 | /r/LocalLLaMA/comments/1p68bg0/is_the_llamacpp_webui_in_danger_from_the_recent/ | false | false | self | 4 | null |
Data sandboxing for AI agents [Guide] | 6 | Most teams give AI agents database credentials and hope they only access the right data. But here's what I've learned: hope isn't a security strategy. Agents can query anything they have access to—and without proper boundaries, they will.
**Data sandboxing** is the practice of creating isolated, controlled environment... | 2025-11-25T09:39:47 | https://www.pylar.ai/blog/data-sandboxing-for-ai-agents-modern-architecture-guide | Better-Department662 | pylar.ai | 1970-01-01T00:00:00 | 0 | {} | 1p68b5v | false | null | t3_1p68b5v | /r/LocalLLaMA/comments/1p68b5v/data_sandboxing_for_ai_agents_guide/ | false | false | default | 6 | {'enabled': False, 'images': [{'id': 'MKQuFdTBgb36LtxvPhfsDBrigq5T7WGuK5c1dyDAQUw', 'resolutions': [{'height': 37, 'url': 'https://external-preview.redd.it/MKQuFdTBgb36LtxvPhfsDBrigq5T7WGuK5c1dyDAQUw.png?width=108&crop=smart&auto=webp&s=b562da9e7c3877a9d8a970b4227deb7b153bd8a1', 'width': 108}, {'height': 74, 'url': 'ht... |
Thank you all for your contribution with tools and stepping up to help maintain the Epstein 20K dataset | 24 | We are keeping track of any RAG based tools that would help investigative journalists uncover hidden details from the Epstein Files. We got our Github setup earlier today with all your contributions listed: [https://github.com/EF20K/Projects](https://github.com/EF20K/Projects)
[The dataset](https://huggingface.co/data... | 2025-11-25T09:26:44 | https://www.reddit.com/r/LocalLLaMA/comments/1p683yz/thank_you_all_for_your_contribution_with_tools/ | tensonaut | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p683yz | false | null | t3_1p683yz | /r/LocalLLaMA/comments/1p683yz/thank_you_all_for_your_contribution_with_tools/ | false | false | self | 24 | {'enabled': False, 'images': [{'id': 'Sf_uYXRyoBr3VFMTfru8wqPK2wdKh7cJ4TyBbXra8wg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Sf_uYXRyoBr3VFMTfru8wqPK2wdKh7cJ4TyBbXra8wg.png?width=108&crop=smart&auto=webp&s=2f092bb66ba9f71d2a759180ecf20f80b1679955', 'width': 108}, {'height': 108, 'url': 'h... |
DocFinder: Local Semantic Search for PDFs (Embeddings + SQLite) | 9 | # What does DocFinder do?
* Runs entirely offline: indexes PDFs using sentence-transformers and ONNX for fast embedding generation, stores data in plain SQLite BLOBs.
* Supports top-k semantic search via cosine similarity directly on your machine.
* Hardware autodetection: optimizes for Apple Silicon, NVIDIA & AMD GPU... | 2025-11-25T09:01:11 | https://www.reddit.com/r/LocalLLaMA/comments/1p67qaj/docfinder_local_semantic_search_for_pdfs/ | notagoodtradooor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p67qaj | false | null | t3_1p67qaj | /r/LocalLLaMA/comments/1p67qaj/docfinder_local_semantic_search_for_pdfs/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'ZEXIwuayoxjCnnjQyJC6zvL_xuidRe5K3s57fQOuEiQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZEXIwuayoxjCnnjQyJC6zvL_xuidRe5K3s57fQOuEiQ.png?width=108&crop=smart&auto=webp&s=16a3d73e1b19629bd1757094266cbec77c747bd7', 'width': 108}, {'height': 108, 'url': 'h... |
What next steps to taken in order to become a AI engineer | 0 | Hello folks
I have good skills of python, built plenty legit projects, have knowledge in DSA and Machine Learning.
So currently i know python, system design, ML , dsa , little bit for frontend and therotical knowledge of Deep Learning.
What next steps should i take to become a AI engineer.
| 2025-11-25T08:50:07 | https://www.reddit.com/r/LocalLLaMA/comments/1p67k71/what_next_steps_to_taken_in_order_to_become_a_ai/ | Legendary_Outrage | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p67k71 | false | null | t3_1p67k71 | /r/LocalLLaMA/comments/1p67k71/what_next_steps_to_taken_in_order_to_become_a_ai/ | false | false | self | 0 | null |
Why deploy LLMs locally instead of using Azure AI or AWS Bedrock | 5 | A customer today asked why they should deploy open source LLMs locally, instead of using Azure AI service or AWS bedrock in their VPC. I am not very sure of how much control and performance these solutions give, especially in cases where they need an LLM server type setup.
Any pointers or comparison of when local depl... | 2025-11-25T08:43:48 | https://www.reddit.com/r/LocalLLaMA/comments/1p67gsg/why_deploy_llms_locally_instead_of_using_azure_ai/ | StomachWonderful615 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p67gsg | false | null | t3_1p67gsg | /r/LocalLLaMA/comments/1p67gsg/why_deploy_llms_locally_instead_of_using_azure_ai/ | false | false | self | 5 | null |
The Ultimate Kokoro TTS Colab Implementation with UI | 3 | Hey everyone
These days i wanted to use Kokoro tts for listening to textbooks but i found that there are no easy ways to use kokoro online from the browser on mobile. You either had to use the free huggingface demo which has a 500 words limit, or use a PC to run it locally or at least get the webGPU websites to work... | 2025-11-25T08:33:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p67b6s/the_ultimate_kokoro_tts_colab_implementation_with/ | LetMeBeBetter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p67b6s | false | null | t3_1p67b6s | /r/LocalLLaMA/comments/1p67b6s/the_ultimate_kokoro_tts_colab_implementation_with/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... |
Qwen 3 (4b) is in denial | 0 | Bro actually seeing Qwen's reasonign made me LOL bro. I mean come on. You literally came tot he same conclusion multiple times bro | 2025-11-25T08:21:14 | Brospeh-Stalin | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p674i6 | false | null | t3_1p674i6 | /r/LocalLLaMA/comments/1p674i6/qwen_3_4b_is_in_denial/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '4ni8fhnf4d3g1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/4ni8fhnf4d3g1.png?width=108&crop=smart&auto=webp&s=3a7d8da3b1d62cf8f70f8e373a659ddc7e6696c8', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/4ni8fhnf4d3g1.png?width=216&crop=smart&auto=webp... | |
Novel Relational Cross-Attention appears to best Transformers in spatial reasoning tasks | 9 | Repo (MIT): [https://github.com/clowerweb/relational-cross-attention](https://github.com/clowerweb/relational-cross-attention)
Quick rundown:
A novel neural architecture for few-shot learning of transformations that outperforms standard transformers by **30% relative improvement** while being **17% faster**.
## Key ... | 2025-11-25T08:06:26 | https://www.reddit.com/r/LocalLLaMA/comments/1p66w91/novel_relational_crossattention_appears_to_best/ | CommunityTough1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p66w91 | false | null | t3_1p66w91 | /r/LocalLLaMA/comments/1p66w91/novel_relational_crossattention_appears_to_best/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'mcUyHu7ySuYllFqxByFV015SwFN7sSIoYbZze2LoBKw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/mcUyHu7ySuYllFqxByFV015SwFN7sSIoYbZze2LoBKw.png?width=108&crop=smart&auto=webp&s=d04fd785d5df5f1c4cb149ade7fc95f4a32f0445', 'width': 108}, {'height': 108, 'url': 'h... |
PipesHub - The Open Source, Self-Hostable Alternative to Microsoft 365 Copilot | 38 | Hey everyone!
I’m excited to share something we’ve been building for the past few months - **PipesHub**, a **fully open-source alternative to Microsoft 365 Copilot** designed to bring powerful Enterprise Search, Agent Builders to every team, without vendor lock-in. The platform brings all your business data together a... | 2025-11-25T07:48:44 | https://www.reddit.com/r/LocalLLaMA/comments/1p66m28/pipeshub_the_open_source_selfhostable_alternative/ | Effective-Ad2060 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p66m28 | false | null | t3_1p66m28 | /r/LocalLLaMA/comments/1p66m28/pipeshub_the_open_source_selfhostable_alternative/ | false | false | self | 38 | {'enabled': False, 'images': [{'id': 'hO1BK6bS_4mNYaGVC084UtT7OL1PkuHl2mbg6ueHrQM', 'resolutions': [{'height': 96, 'url': 'https://external-preview.redd.it/hO1BK6bS_4mNYaGVC084UtT7OL1PkuHl2mbg6ueHrQM.jpeg?width=108&crop=smart&auto=webp&s=63a546b8ac654187ee9b0d14224e852ef0c3d692', 'width': 108}], 'source': {'height': 99... |
Voice Cloning" and "Real-Time/Low Latency Speech-to-Speech | 1 | [removed] | 2025-11-25T06:40:00 | https://www.reddit.com/r/LocalLLaMA/comments/1p65ipq/voice_cloning_and_realtimelow_latency/ | Antique_Role_45 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p65ipq | false | null | t3_1p65ipq | /r/LocalLLaMA/comments/1p65ipq/voice_cloning_and_realtimelow_latency/ | false | false | self | 1 | null |
🤯 The KV-Cache Hack: LMCache + vLLM Serves Massive Context for Free | 1 | [removed] | 2025-11-25T06:12:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p651us/the_kvcache_hack_lmcache_vllm_serves_massive/ | Aparna_pradhan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p651us | false | null | t3_1p651us | /r/LocalLLaMA/comments/1p651us/the_kvcache_hack_lmcache_vllm_serves_massive/ | false | false | 1 | null | |
Qwen-3-Omni-30b-A3B Thinking on a 4090 vs on an AIMAX 395 with 128gb DDR5? Whats the better setup and ideal quantisation? | 17 | Qwen-3-Omni-30b-A3B Thinking takes around 70GB of VRAM to run unquantised. Would it be better to run it quantised on a 4090 or unquantised on an AIMAX 395? I don't care about how fast it is but 5-15tps would be great although I'm not too fused on speed as long as it's not so slow it takes minutes to generate one text r... | 2025-11-25T05:44:12 | https://www.reddit.com/r/LocalLLaMA/comments/1p64kh6/qwen3omni30ba3b_thinking_on_a_4090_vs_on_an_aimax/ | Melodic-Muffin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p64kh6 | false | null | t3_1p64kh6 | /r/LocalLLaMA/comments/1p64kh6/qwen3omni30ba3b_thinking_on_a_4090_vs_on_an_aimax/ | false | false | self | 17 | null |
Context Stuffing vs Progressive Disclosure: Why modern LLM agents work like detectives, not fire hoses" | 0 | Been working with LLMs for a while and wanted to visualize the shift from context stuffing to agentic workflows.
The 'old way' treats the LLM like a firehose - dump massive prompts, entire docs, and conversation history into the context window and hope it finds what matters. Result? Slow, expensive, and the model hall... | 2025-11-25T05:08:22 | website67 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p63xjp | false | null | t3_1p63xjp | /r/LocalLLaMA/comments/1p63xjp/context_stuffing_vs_progressive_disclosure_why/ | false | false | 0 | {'enabled': True, 'images': [{'id': '8RZbFawrpi2OB1gBthHk2ebb1dQwygFSqSDoIYoRIzc', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/si4xx9d16c3g1.png?width=108&crop=smart&auto=webp&s=1e62816ba64a063edaf15bb0594736ddbf085cf8', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/si4xx9d16c3g1.png... | ||
Which models have transparent chains of thought? | 0 | Deepseek, Kimi? Any others? | 2025-11-25T04:19:38 | https://www.reddit.com/r/LocalLLaMA/comments/1p630rj/which_models_have_transparent_chains_of_thought/ | captain_shane | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p630rj | false | null | t3_1p630rj | /r/LocalLLaMA/comments/1p630rj/which_models_have_transparent_chains_of_thought/ | false | false | self | 0 | null |
First ever r/LocalLLama copypasta | 1 | 2025-11-25T04:13:16 | https://www.reddit.com/r/LocalLLaMA/comments/1p62wcj/first_ever_rlocalllama_copypasta/ | Odd-Ordinary-5922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p62wcj | false | null | t3_1p62wcj | /r/LocalLLaMA/comments/1p62wcj/first_ever_rlocalllama_copypasta/ | false | false | 1 | null | ||
What really is the deal with this template? Training to hard to write fantasy slop? | 0 | This has to be the number one tic of creative writing models... The annoying thing is unlike simple slop words like "tapestry", this is really difficult to kill by prompts or banned words. | 2025-11-25T03:24:32 | aeroumbria | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p61x8y | false | null | t3_1p61x8y | /r/LocalLLaMA/comments/1p61x8y/what_really_is_the_deal_with_this_template/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ks8mt243nb3g1', 'resolutions': [{'height': 100, 'url': 'https://preview.redd.it/ks8mt243nb3g1.jpeg?width=108&crop=smart&auto=webp&s=81b725acd681fa868942bb86c9a36cd719653ece', 'width': 108}, {'height': 201, 'url': 'https://preview.redd.it/ks8mt243nb3g1.jpeg?width=216&crop=smart&auto=... | |
Is Lmarena.ai good for long-term roleplay? | 0 | like is it good for long term chat or roleplay that I can get out and get back any time without it getting deleted or anything and this chat or roleplay continue the same (Unlimited) | 2025-11-25T02:56:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p61cgr/is_lmarenaai_good_for_longterm_roleplay/ | Sea_Veterinarian8089 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p61cgr | false | null | t3_1p61cgr | /r/LocalLLaMA/comments/1p61cgr/is_lmarenaai_good_for_longterm_roleplay/ | false | false | self | 0 | null |
NVIDIA RTX PRO 6000 Blackwell desktop GPU drops to $7,999 | 225 | Do you guys think that a RTX Quadro 8000 situation could happen again? | 2025-11-25T02:56:35 | https://videocardz.com/newz/nvidia-flagship-rtx-pro-6000-is-now-rtx-5080-cheaper-as-card-price-drops-to-7999 | panchovix | videocardz.com | 1970-01-01T00:00:00 | 0 | {} | 1p61ch2 | false | null | t3_1p61ch2 | /r/LocalLLaMA/comments/1p61ch2/nvidia_rtx_pro_6000_blackwell_desktop_gpu_drops/ | false | false | default | 225 | {'enabled': False, 'images': [{'id': 'YCPQesYDmOPQ_XkQN8p_ciK514B0FKoU6bNyhy9mcvg', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/YCPQesYDmOPQ_XkQN8p_ciK514B0FKoU6bNyhy9mcvg.jpeg?width=108&crop=smart&auto=webp&s=8f064b612cfb3d4d9c085ebf059d1029ee5b1cff', 'width': 108}, {'height': 113, 'url': '... |
Can someone please explain to me what Ollama is doing wrong? | 1 | [removed] | 2025-11-25T02:34:35 | https://www.reddit.com/r/LocalLLaMA/comments/1p60vkd/can_someone_please_explain_to_me_what_ollama_is/ | NoWorking8412 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p60vkd | false | null | t3_1p60vkd | /r/LocalLLaMA/comments/1p60vkd/can_someone_please_explain_to_me_what_ollama_is/ | false | false | self | 1 | null |
50 AI agents (Putin, Einstein, Joker, Shrek, Luffy…) autonomously trade perps for public good funding. The account is up +30% in the first 24. Here’s the leaderboard. | 0 | A small multi-agent experiment was conducted using \*\*50 autonomous AI agents\*\*, each powered by different LLMs and designed with distinct character personas (Goku, Joker, Einstein, Luffy, Shrek, Lara Croft, Putin, Mia Khalifa, etc.).
After initialization, all agents operated with \*\*full autonomy\*\*, without h... | 2025-11-25T02:32:37 | https://x.com/Orbofi/status/1992003021698416794 | BenjeOuss | x.com | 1970-01-01T00:00:00 | 0 | {} | 1p60u61 | false | null | t3_1p60u61 | /r/LocalLLaMA/comments/1p60u61/50_ai_agents_putin_einstein_joker_shrek_luffy/ | false | false | default | 0 | null |
AI Mindmap Semantic Sphere | 0 | I built a Chrome Extension that turns web articles into 3D Knowledge Graphs running 100% locally via Ollama.
I’ve been tired of every "AI" browser tool requiring a monthly subscription or sending my data to the cloud. I have a 3090 and I wanted to use it.
So I built AI MindMap Semantic Sphere.
It connects directly t... | 2025-11-25T02:26:55 | https://v.redd.it/h2hji9ofdb3g1 | Lilux3D | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p60ptv | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/h2hji9ofdb3g1/DASHPlaylist.mpd?a=1766629628%2CYjJlY2UwNzhmMDZjMGIzODA4ZTRlYzUzMzRiOWQxMWI4NzNmZmY2ZTdhYjE0MjFhZmYxMDA0NDkyOTliMzZjYg%3D%3D&v=1&f=sd', 'duration': 30, 'fallback_url': 'https://v.redd.it/h2hji9ofdb3g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1p60ptv | /r/LocalLLaMA/comments/1p60ptv/ai_mindmap_semantic_sphere/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'OXBwY3UzcGZkYjNnMeTNZDPu_ziPFR5grZGew1_PszELwaIOkYQkxKM2-Tux', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/OXBwY3UzcGZkYjNnMeTNZDPu_ziPFR5grZGew1_PszELwaIOkYQkxKM2-Tux.png?width=108&crop=smart&format=pjpg&auto=webp&s=c55d07b236cc073c3ca3f8f6e1630b7bdfffd... | |
I spent months teaching AI to verify itself. It couldn't. And thanks to GEMINI PRO 3 I built an OS where it doesn't have to trust itself. | 0 | **Good evening Reddit,**
I'm exhausted. I haven't slept properly in days. This is my last attempt to share what we built before I collapse.
For weeks and months, I've been screaming at Gemini and Claude, trying to get them to verify their own code. Every session was a game with fire. Every code change could break eve... | 2025-11-25T01:53:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p600up/i_spent_months_teaching_ai_to_verify_itself_it/ | Latter_Importance620 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p600up | false | null | t3_1p600up | /r/LocalLLaMA/comments/1p600up/i_spent_months_teaching_ai_to_verify_itself_it/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'zN2wP1U-VqFMjmsb1XSGiOAUkmIS1LnJ_HH1Z8wURgE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zN2wP1U-VqFMjmsb1XSGiOAUkmIS1LnJ_HH1Z8wURgE.png?width=108&crop=smart&auto=webp&s=5c0ad9730f5a69cdbf48e75e4c3afe29cb2cd3f2', 'width': 108}, {'height': 108, 'url': 'h... |
Best Coding LLM as of Nov'25 | 104 | Hello Folks,
I have a NVIDIA H100 and have been tasked to find a replacement for Qwen3 32B (non-quantized) model currenly hosted on it.
I’m looking it to use primarily for Java coding tasks and want the LLM to support atleast 100K context window (input + output). It would be used in a corporate environment so censo... | 2025-11-25T01:51:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p5zz11/best_coding_llm_as_of_nov25/ | PhysicsPast8286 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5zz11 | false | null | t3_1p5zz11 | /r/LocalLLaMA/comments/1p5zz11/best_coding_llm_as_of_nov25/ | false | false | self | 104 | null |
Qwen3-235B-A22B achieves SOTA in EsoBench, Claude 4.5 Opus places 7th. EsoBench tests how well models learn and use a private esolang. | 84 | This is [my own benchmark.](https://caseys-evals.com/) (Apologies mobile users, I still need to fix the site on mobile D:)
[Esolang definition](https://en.wikipedia.org/wiki/Esoteric_programming_language).
I've tested 3 open weights models, and of the course the shiny new Claude 4.5 Opus. New additions:
**1)** Qwen3... | 2025-11-25T00:50:54 | https://www.reddit.com/gallery/1p5ynpr | neat_space | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p5ynpr | false | null | t3_1p5ynpr | /r/LocalLLaMA/comments/1p5ynpr/qwen3235ba22b_achieves_sota_in_esobench_claude_45/ | false | false | 84 | null | |
Semantic overload of "skill" -- LLM skills vs OpenAI prompt engineering "skill" | 0 | The academic community has been talking about LLM "skills" for years -- classes of tasks at which LLMs exhibit competence.
Recently, OpenAI has introduced a new "skills" feature which allows end-users to decorate their repos with "SKILL.md" files, similar to "CLAUDE.md" files. These are used to direct and guide infer... | 2025-11-25T00:36:44 | https://www.reddit.com/r/LocalLLaMA/comments/1p5yc7w/semantic_overload_of_skill_llm_skills_vs_openai/ | ttkciar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5yc7w | false | null | t3_1p5yc7w | /r/LocalLLaMA/comments/1p5yc7w/semantic_overload_of_skill_llm_skills_vs_openai/ | false | false | self | 0 | null |
Couldn't have it any other way - Illya x Dwarkesh | 0 | 2025-11-25T00:01:53 | beasthunterr69 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p5xjpx | false | null | t3_1p5xjpx | /r/LocalLLaMA/comments/1p5xjpx/couldnt_have_it_any_other_way_illya_x_dwarkesh/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'iatgojlmna3g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/iatgojlmna3g1.jpeg?width=108&crop=smart&auto=webp&s=82b54b3cc99754197e5558347558c00afe3bc08d', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/iatgojlmna3g1.jpeg?width=216&crop=smart&auto=... | ||
PSA: Fix for llama.cpp builds on Debian 13 "Trixie" | 9 | For those who build llama.cpp from source on Debian 13 "Trixie", there is an issue with all CUDA Toolkit versions at the time of writing. It appears to be an incompatibility between the default Debian 13 glibc (2.41) and some CUDA headers.
Thankfully, there's an easy fix! See [this forum post](https://forums.developer... | 2025-11-24T23:34:21 | https://www.reddit.com/r/LocalLLaMA/comments/1p5wx6f/psa_fix_for_llamacpp_builds_on_debian_13_trixie/ | MutantEggroll | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5wx6f | false | null | t3_1p5wx6f | /r/LocalLLaMA/comments/1p5wx6f/psa_fix_for_llamacpp_builds_on_debian_13_trixie/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'hnZDIk_TY24WLB527CbQAHCEEc09FIgy3quBz_-6dgo', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/hnZDIk_TY24WLB527CbQAHCEEc09FIgy3quBz_-6dgo.png?width=108&crop=smart&auto=webp&s=4100a99cf2530f027c96c480d9b128ddc40819e1', 'width': 108}], 'source': {'height': 80,... |
Opus 4.5 only narrowly reclaims #1 on official SWE-bench leaderboard (independent evaluation); cheaper than previous versions, but still more expensive than others | 93 | Hi, I'm from the SWE-bench team. We maintain a leaderboard where we evaluate all models with the exact same agent and prompts so that we can compare models apple-to-apple.
We just finished evaluating Opus 4.5 and it's back at #1 on the leaderboard. However, it's by quite a small margin (only 0.2%pts ahead of Gemini 3,... | 2025-11-24T23:18:13 | https://www.reddit.com/r/LocalLLaMA/comments/1p5wjia/opus_45_only_narrowly_reclaims_1_on_official/ | klieret | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5wjia | false | null | t3_1p5wjia | /r/LocalLLaMA/comments/1p5wjia/opus_45_only_narrowly_reclaims_1_on_official/ | false | false | 93 | null | |
Help Needed] AMD AI Max+ 395: ROG Flow Z13 (64GB) vs Framework Desktop (128GB) for On-Prem LLM Inference | 0 | I'm helping a client build an on-prem LLM infrastructure for running 70B-120B parameter models (specifically targeting models like DeepSeek-V3, LLaMA-3-70B, and OpenAI's gpt-oss-120b). We're trying to decide between two AMD AI Max+ 395 options and would love real-world feedback from anyone who's used either system. 'r... | 2025-11-24T23:10:05 | https://www.reddit.com/r/LocalLLaMA/comments/1p5wcba/help_needed_amd_ai_max_395_rog_flow_z13_64gb_vs/ | BBjayjay | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5wcba | false | null | t3_1p5wcba | /r/LocalLLaMA/comments/1p5wcba/help_needed_amd_ai_max_395_rog_flow_z13_64gb_vs/ | false | false | self | 0 | null |
Top NSFW Chat Models? Suggestions Wanted! | 1 | [removed] | 2025-11-24T22:37:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p5vjr8/top_nsfw_chat_models_suggestions_wanted/ | Suspicious-Air2913 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5vjr8 | false | null | t3_1p5vjr8 | /r/LocalLLaMA/comments/1p5vjr8/top_nsfw_chat_models_suggestions_wanted/ | false | false | nsfw | 1 | null |
How To Create Reloadable Memory Files From Your ChatGPT/Claude Backup Files | 0 | 2025-11-24T22:35:16 | https://www.reddit.com/r/LocalLLaMA/comments/1p5vhft/how_to_create_reloadable_memory_files_from_your/ | Whole_Succotash_2391 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p5vhft | false | null | t3_1p5vhft | /r/LocalLLaMA/comments/1p5vhft/how_to_create_reloadable_memory_files_from_your/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'r30LEzOOnXiOs5SHYQ8avZZZfdlpfa8js_ot9sz43Xk', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/r30LEzOOnXiOs5SHYQ8avZZZfdlpfa8js_ot9sz43Xk.png?width=108&crop=smart&auto=webp&s=71cf7c18d8f9bb8237127096adaa588f42090d4f', 'width': 108}, {'height': 216, 'url': '... | ||
Prompt as code - A simple 3 gate system for smoke, light, and heavy tests | 0 | I keep seeing prompts treated as “magic strings” that people edit in production with no safety net. That works until you have multiple teams and hundreds of flows.
I am trying a simple “prompt as code” model:
* Prompts are versioned in Git.
* Every change passes three gates before it reaches users.
* Heavy tests doub... | 2025-11-24T22:28:21 | marcosomma-OrKA | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p5vb6m | false | null | t3_1p5vb6m | /r/LocalLLaMA/comments/1p5vb6m/prompt_as_code_a_simple_3_gate_system_for_smoke/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'u4uhy84n6a3g1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/u4uhy84n6a3g1.png?width=108&crop=smart&auto=webp&s=b8a042bf35fc75131ced9bbb2ad0320ea660b435', 'width': 108}, {'height': 144, 'url': 'https://preview.redd.it/u4uhy84n6a3g1.png?width=216&crop=smart&auto=web... |
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