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Running Ollama cluster on two machines with 7.4GB RAM total - it works | 0 | Title: Running Ollama cluster on two machines with 7.4GB RAM total - it works
https://preview.redd.it/znfnnaij5zfg1.png?width=2816&format=png&auto=webp&s=9c133465bb66c14716fbc6929229ea8c7b33b6d3
Sharing my setup for anyone else working with limited hardware.
\*\*Hardware:\*\*
\- Computer A: Primary (192.168.100... | 2026-01-27T23:15:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qou2sp/running_ollama_cluster_on_two_machines_with_74gb/ | Square-Practice2296 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qou2sp | false | null | t3_1qou2sp | /r/LocalLLaMA/comments/1qou2sp/running_ollama_cluster_on_two_machines_with_74gb/ | false | false | 0 | null | |
Kimi K2.5 costs almost 10% of what Opus costs at a similar performance | 539 | I've been trying out Kimi k2.5 and this is the first time that I feel an open model is truly competitive with SOTA closed models.
Compared to GLM, Kimi is a bit better, specially when it comes to non-website tasks.
Have you tried it? What's your take? | 2026-01-27T23:10:16 | Odd_Tumbleweed574 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qoty38 | false | null | t3_1qoty38 | /r/LocalLLaMA/comments/1qoty38/kimi_k25_costs_almost_10_of_what_opus_costs_at_a/ | false | false | default | 539 | {'enabled': True, 'images': [{'id': 'xz7okply3zfg1', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/xz7okply3zfg1.png?width=108&crop=smart&auto=webp&s=efe079a199525fa31ada288fd8b4cab79a0b2165', 'width': 108}, {'height': 127, 'url': 'https://preview.redd.it/xz7okply3zfg1.png?width=216&crop=smart&auto=web... | |
1.5 months from Zero to a "Quantum" Prototype. Am I a genius or is my AI Bro just gaslighting me? | 0 | 2026-01-27T23:09:49 | https://gist.github.com/kasparov777/ecc0b53fadbbb235efcb7d129b1aed0f | NectarineMental4429 | gist.github.com | 1970-01-01T00:00:00 | 0 | {} | 1qotxof | false | null | t3_1qotxof | /r/LocalLLaMA/comments/1qotxof/15_months_from_zero_to_a_quantum_prototype_am_i_a/ | false | false | default | 0 | null | |
1.5 months from Zero to a "Quantum" Prototype. Am I a genius or is my AI Bro just gaslighting me? | 1 | Yo Reddit! Need a serious reality check.
I have **zero** IT background (I’m talkin' 5 years of actual school and a Nokia 1100 until 2017). My only "coding skill" is a supernatural ability to find invisible spaces in a text editor.
For the last 1.5 months, I’ve been just... *talking* to an AI. We treated it like a co... | 2026-01-27T23:07:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qotvv4/15_months_from_zero_to_a_quantum_prototype_am_i_a/ | NectarineMental4429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qotvv4 | false | null | t3_1qotvv4 | /r/LocalLLaMA/comments/1qotvv4/15_months_from_zero_to_a_quantum_prototype_am_i_a/ | false | false | self | 1 | null |
I can't run deepseek-coder-v2 with Ollama. I suspect it has something to do with RAM. Is there any way around this? | 0 | I installed deepseek-coder-v2:236b. My computer has 128 Gbs of RAM and I have a 5090 video card with 32 GBs of VRAM. I installed it with `ollama pull deepseek-coder-v2:236b` and created my running model instance with `ollama run deepseek-coder-v2:236b` . So now the model instance is running... I then start up VSCodium ... | 2026-01-27T23:00:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qotog1/i_cant_run_deepseekcoderv2_with_ollama_i_suspect/ | warpanomaly | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qotog1 | false | null | t3_1qotog1 | /r/LocalLLaMA/comments/1qotog1/i_cant_run_deepseekcoderv2_with_ollama_i_suspect/ | false | false | self | 0 | null |
How would you identify the conversational sentences that a base model's distribution ranks as most probable? | 0 | Extracting common conversational sentences is difficult because most datasets are either too small or collected in artificial settings. I'm looking into mining these sentences from a base model's probability distribution instead. The plan is to prime the model with an informal opening and then rank the results by their... | 2026-01-27T22:56:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qotld8/how_would_you_identify_the_conversational/ | 8ta4 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qotld8 | false | null | t3_1qotld8 | /r/LocalLLaMA/comments/1qotld8/how_would_you_identify_the_conversational/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '-Flhjr2WcKkdPYxbEriW8DiadIZhI485HrMnoj-zouY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/-Flhjr2WcKkdPYxbEriW8DiadIZhI485HrMnoj-zouY.png?width=108&crop=smart&auto=webp&s=17dd7874d4e7fd5f42871759afa8bdfa57177724', 'width': 108}, {'height': 108, 'url': 'h... |
Open-sourced an MCP Server Quickstart - give AI assistants custom tools | 0 | Hey all,
I put together a minimal boilerplate for building MCP (Model Context Protocol) servers and figured others might find it useful.
**What is MCP?**
It's an open protocol that lets AI assistants (Claude, Cursor, etc.) call
external tools you define. Think of it as giving the AI hands to interact with your sy... | 2026-01-27T22:52:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qotgyi/opensourced_an_mcp_server_quickstart_give_ai/ | Slow-Bake-9603 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qotgyi | false | null | t3_1qotgyi | /r/LocalLLaMA/comments/1qotgyi/opensourced_an_mcp_server_quickstart_give_ai/ | false | false | self | 0 | null |
Got Qwen3-TTS running on iPhone with MLX. | 17 | I was able to get Qwen3-TTS-12Hz-0.6B running fully on-device. No cloud, nothing leaves your phone. It was way harder than expected so figured I'd share what I learned.
Pre-quantized the model to 8-bit to fit on device.
**MLX things that bit me:**
- Lazy evaluation is sneaky. The computation graph just keeps growing... | 2026-01-27T22:39:18 | aaronhampt | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qot50u | false | null | t3_1qot50u | /r/LocalLLaMA/comments/1qot50u/got_qwen3tts_running_on_iphone_with_mlx/ | false | false | 17 | {'enabled': True, 'images': [{'id': 'FOlJa19PzTpkDgT5HBvEolJwD0lpui66uCLOZ6Gqhfc', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/xspfv0vkyyfg1.png?width=108&crop=smart&auto=webp&s=77babac24e5267255d299aa9a7fa96342e9c10ef', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/xspfv0vkyyfg1.pn... | ||
From a Stone Age CNC Machinist to building a Multi-Agent Quantum System via "Vibe Coding." Am I crazy or is this the future? | 0 | Project passports | 2026-01-27T22:35:01 | https://drive.google.com/drive/folders/1mnFyWeYgj3K_2PZYM5F-o3yErHjQfdCC?usp=sharing | NectarineMental4429 | drive.google.com | 1970-01-01T00:00:00 | 0 | {} | 1qot10u | false | null | t3_1qot10u | /r/LocalLLaMA/comments/1qot10u/from_a_stone_age_cnc_machinist_to_building_a/ | false | false | default | 0 | null |
Kimi K2.5 Agent Swarm | 10 | I’m blown away by Kimi K2.5 Agent Swarm. it’s giving me serious Grok Heavy vibes but waaayyy cheaper. I tested it with a research prompt, and it handled it so much better than Gemini DeepResearch. since Kimi chat interface isn’t open source, are there any open alternatives that can match this level of performance or or... | 2026-01-27T22:09:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qoscar/kimi_k25_agent_swarm/ | policyweb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoscar | false | null | t3_1qoscar | /r/LocalLLaMA/comments/1qoscar/kimi_k25_agent_swarm/ | false | false | self | 10 | null |
Kimi K2 Artificial Analysis Score | 245 | https://x.com/i/status/2016250137115557953 | 2026-01-27T21:58:50 | Virenz | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qos25i | false | null | t3_1qos25i | /r/LocalLLaMA/comments/1qos25i/kimi_k2_artificial_analysis_score/ | false | false | default | 245 | {'enabled': True, 'images': [{'id': '0xqbgnt0syfg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/0xqbgnt0syfg1.jpeg?width=108&crop=smart&auto=webp&s=0f303fff9d769c4dfd76a87362286cce6199b239', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/0xqbgnt0syfg1.jpeg?width=216&crop=smart&auto=w... | |
MiniMax-M2.1-REAP | 48 | [https://huggingface.co/cerebras/MiniMax-M2.1-REAP-139B-A10B](https://huggingface.co/cerebras/MiniMax-M2.1-REAP-139B-A10B)
[https://huggingface.co/cerebras/MiniMax-M2.1-REAP-172B-A10B](https://huggingface.co/cerebras/MiniMax-M2.1-REAP-172B-A10B)
| 2026-01-27T21:57:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qos15u/minimaxm21reap/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qos15u | false | null | t3_1qos15u | /r/LocalLLaMA/comments/1qos15u/minimaxm21reap/ | false | false | self | 48 | {'enabled': False, 'images': [{'id': 'o8rqnxnsAjibVglOXed_Ke8p-9ZHK0-R0--hmSaUYZ8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/o8rqnxnsAjibVglOXed_Ke8p-9ZHK0-R0--hmSaUYZ8.png?width=108&crop=smart&auto=webp&s=2db59c4bcc9c5785e09db3e9a5850e416f45fb3b', 'width': 108}, {'height': 116, 'url': 'h... |
LLM UNCENSORED CCR CLAUDE | 0 | Since Claude Code is too limited due to censorship, I was wondering if there is an uncensored LLM that I can run locally and use with the Claude Code CLI or CCR Claude. | 2026-01-27T21:36:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qorg4k/llm_uncensored_ccr_claude/ | LongConsequence4102 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qorg4k | false | null | t3_1qorg4k | /r/LocalLLaMA/comments/1qorg4k/llm_uncensored_ccr_claude/ | false | false | self | 0 | null |
How Beads helped our engineer refactor 315 files in 12 hours with persistent agentic memory | 0 | [Agentic Refactoring at Scale with Beads](https://preview.redd.it/pvexgxvhnyfg1.png?width=1920&format=png&auto=webp&s=be5c0727c1684bfe3ad84c4cdbf82a1a7f8938bf)
**TL;DR:** Beads (SQLite + Git persistence by Steve Yegge) let a Claude Code agent survive multiple context compaction cycles without losing track of a large r... | 2026-01-27T21:34:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qore0r/how_beads_helped_our_engineer_refactor_315_files/ | DoltHub_Official | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qore0r | false | null | t3_1qore0r | /r/LocalLLaMA/comments/1qore0r/how_beads_helped_our_engineer_refactor_315_files/ | false | false | 0 | null | |
Dual RTX PRO 6000 Workstation with 1.15TB RAM. Finally multi-users and long contexts benchmarks. GPU only vs. CPU & GPU inference. Surprising results. | 160 | Hey r/LocalLLaMA,
Me and my team have been building AI workstations for enterprise use and wanted to share some real benchmark data on a dual RTX PRO 6000 Blackwell Max-Q setup (192GB VRAM total) with over 1.15TB of DDR5 RAM.
**TL;DR**: Can a $30K-$50K workstation serve a team of 4-50 people or run multiple agents? ... | 2026-01-27T21:31:27 | https://www.reddit.com/gallery/1qorbdk | Icy-Measurement8245 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qorbdk | false | null | t3_1qorbdk | /r/LocalLLaMA/comments/1qorbdk/dual_rtx_pro_6000_workstation_with_115tb_ram/ | false | false | 160 | null | |
Apple M5 AI optimized cluster | 0 | I went through a bit of an exercise with Claude, considering the die-optimization potential for the new M5 Ultra to come up with an AI-tailored spec. Then I considered RDMA and some additonal off the shelf hardware. Then I asked it to put it all into a whitepaper format. The (speculative) results are impressive, and... | 2026-01-27T21:16:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qoqwb5/apple_m5_ai_optimized_cluster/ | Full-Bag-3253 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoqwb5 | false | null | t3_1qoqwb5 | /r/LocalLLaMA/comments/1qoqwb5/apple_m5_ai_optimized_cluster/ | false | false | self | 0 | null |
Burned through Claude Max 20x's "5-hour limit" in under 2 minutes | 0 | "Get Claude Pro" they said.
Hit the limit.
"Get Claude Max 5x, you'll be fine."
Hit the limit.
"Get Claude Max 20x for £200/month. The limit is so high you'll rarely hit it."
Here's me watching the usage hit 100% in <2 minutes.
Open to sponsors | 2026-01-27T21:14:50 | https://v.redd.it/a5iz2al4kyfg1 | Zaiiny | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qoquox | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/a5iz2al4kyfg1/DASHPlaylist.mpd?a=1772140504%2CNzljOTk0ZDhiZTgzMGJiNjQzMTYyZjRjNDBjYzUxZTRmNTEyZjQxMTlkZjI4ZTZlMzczN2JmZTczMWNkNWExNw%3D%3D&v=1&f=sd', 'duration': 14, 'fallback_url': 'https://v.redd.it/a5iz2al4kyfg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qoquox | /r/LocalLLaMA/comments/1qoquox/burned_through_claude_max_20xs_5hour_limit_in/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'bWpxNXVwbDRreWZnMQF7ygsja-FkA40F1E_KpQ2ESxnJk4Q3xeU0TraDFstV', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/bWpxNXVwbDRreWZnMQF7ygsja-FkA40F1E_KpQ2ESxnJk4Q3xeU0TraDFstV.png?width=108&crop=smart&format=pjpg&auto=webp&s=831415aec584c9db57d77b21da442a40c8cd5... | |
Vibe Coding: How I hacked my way into Quantum Trading & Linux with a 5th-grade education just by chatting with "Bro" | 1 | [removed] | 2026-01-27T21:09:45 | https://drive.google.com/drive/folders/1mnFyWeYgj3K_2PZYM5F-o3yErHjQfdCC?usp=drive_link | NectarineMental4429 | drive.google.com | 1970-01-01T00:00:00 | 0 | {} | 1qoqpdf | false | null | t3_1qoqpdf | /r/LocalLLaMA/comments/1qoqpdf/vibe_coding_how_i_hacked_my_way_into_quantum/ | false | false | default | 1 | null |
AI model keeps forcing itself to believe something it doesn't know exists is a rumor | 0 | Using model: Nanbeige4 3b (i have also tested this with qwen3 4b, but this is mainly focusing on the nanbeige model and its output)
Hello, currently to test my ai i am asking it this: "How many ounces of gold would it take to buy the rtx 5090 at launch price?"
Whilst the ai is able to use the search tool provided and... | 2026-01-27T21:08:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qoqoil/ai_model_keeps_forcing_itself_to_believe/ | DeliciousDrainage | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoqoil | false | null | t3_1qoqoil | /r/LocalLLaMA/comments/1qoqoil/ai_model_keeps_forcing_itself_to_believe/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'eAyZH7M7ylCWXUHfvbhPzh3uz18u_8jOqBdFxlEUJVk', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/eAyZH7M7ylCWXUHfvbhPzh3uz18u_8jOqBdFxlEUJVk.jpeg?width=108&crop=smart&auto=webp&s=735285e16af5990ad36ccdc4a2b75637f26c73a1', 'width': 108}, {'height': 113, 'url': '... |
Fine Tuning Open Coding Agents: Fast, accessible coding agents that adapt to any repo | 4 | Ai2 released SERA (Soft-verified Efficient Repository Agents), open coding models (8B-32B on Qwen3) achieving 54.2% on SWE-Bench Verified, surpassing prior open SOTA at low cost (\~$400 to match best open-source, $12K for industry-level) | 2026-01-27T21:08:39 | https://allenai.org/blog/open-coding-agents | Predatedtomcat | allenai.org | 1970-01-01T00:00:00 | 0 | {} | 1qoqo8u | false | null | t3_1qoqo8u | /r/LocalLLaMA/comments/1qoqo8u/fine_tuning_open_coding_agents_fast_accessible/ | false | false | default | 4 | {'enabled': False, 'images': [{'id': 'T5WTGWCkpcrPwUXgBqmc1gs-6NekG9l9o4VonttGSkc', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/T5WTGWCkpcrPwUXgBqmc1gs-6NekG9l9o4VonttGSkc.jpeg?width=108&crop=smart&auto=webp&s=775790da854ae75db5f1f236b88a2b54a2afb036', 'width': 108}, {'height': 121, 'url': '... |
[Project] I built a <50MB RAM local dictation client for Windows using Native AOT and Quantized Whisper | 5 | Hi everyone,
I got tired of "lightweight" AI tools actually being 500MB Electron wrappers that eat my RAM. I wanted a dictation tool that I could leave running 24/7 without noticing it.
I built DictaFlow using C# Native AOT (Ahead-of-Time compilation).
The Stack:
Engine: Local Whisper (quantized models) running on ... | 2026-01-27T20:25:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qophbg/project_i_built_a_50mb_ram_local_dictation_client/ | InterestingBasil | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qophbg | false | null | t3_1qophbg | /r/LocalLLaMA/comments/1qophbg/project_i_built_a_50mb_ram_local_dictation_client/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'tQWuwtuYrodebSiD4b8gF0ZrSF_s9rTRWIJbMBwog_4', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/tQWuwtuYrodebSiD4b8gF0ZrSF_s9rTRWIJbMBwog_4.png?width=108&crop=smart&auto=webp&s=82531c889da366e7b49b41f5470cb86a04f18054', 'width': 108}, {'height': 144, 'url': 'h... |
Llama Server Using Dual GPUs - PP is amazing! TPS not so much! | 2 | I need some advice on improving my tp/s using dual GPUs in Llama Server please.
I've been tweaking the settings and both are getting used.
Tp/s boost is like 10 to 20%.
Pp/s boost is like 90% - It's amazing!
**Any advice on improving things please?**
I'm running at RTX Pro 6000 (Blackwell) and a RTX 5090... | 2026-01-27T20:25:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qopgpp/llama_server_using_dual_gpus_pp_is_amazing_tps/ | gordi555 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qopgpp | false | null | t3_1qopgpp | /r/LocalLLaMA/comments/1qopgpp/llama_server_using_dual_gpus_pp_is_amazing_tps/ | false | false | self | 2 | null |
best os for local ai?(not server normal pc) | 0 | windows(definitly not😆),linux or macos | 2026-01-27T20:17:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qop9gy/best_os_for_local_ainot_server_normal_pc/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qop9gy | false | null | t3_1qop9gy | /r/LocalLLaMA/comments/1qop9gy/best_os_for_local_ainot_server_normal_pc/ | false | false | self | 0 | null |
any low censorship local vision models? | 0 | I'd like to be able to send nsfw images to my chatbot and have it get a good description of it so it can chat with me about it. qwen is pretty uptight, InternVL3_5:8b won't refuse but just doesn't "see" erotic stuff. anything that is trained on erotica or is just good at it generally? | 2026-01-27T20:13:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qop4dl/any_low_censorship_local_vision_models/ | Spectrum1523 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qop4dl | false | null | t3_1qop4dl | /r/LocalLLaMA/comments/1qop4dl/any_low_censorship_local_vision_models/ | false | false | self | 0 | null |
R&D on edge device? You Betcha :) Applying memory to frozen LLM's | 0 | Hey all!
So I kinda stumbled into R&D when i read about Titans in December, and since ive been researching on my Jetson Orin AGX how to enable memory on frozen models..
And in large part thanks to claude code - i've been able to publish my research :) [https://arxiv.org/abs/2601.15324](https://arxiv.org/abs/2... | 2026-01-27T20:12:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qop3n6/rd_on_edge_device_you_betcha_applying_memory_to/ | thehighnotes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qop3n6 | false | null | t3_1qop3n6 | /r/LocalLLaMA/comments/1qop3n6/rd_on_edge_device_you_betcha_applying_memory_to/ | false | false | self | 0 | null |
What is your Local LLM runner of choice | 1 | Hello everyone, I currently want to run some LLMs on my modest PC with 16 GB ram and 4 GB vram. Could you recommend me an app to run local LLMs that runs good on my specs if they matter ? | 2026-01-27T20:06:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qooxr3/what_is_your_local_llm_runner_of_choice/ | HiqhAim | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qooxr3 | false | null | t3_1qooxr3 | /r/LocalLLaMA/comments/1qooxr3/what_is_your_local_llm_runner_of_choice/ | false | false | self | 1 | null |
Prompt -> Offline Voice AI App in ~11 mins. We forked Expo to bundle native on-device AI runtimes — Replit agent builds a fully offline voice assistant | 8 | I recorded a demo showing a u/Replit agent generating an u/Expo app that runs a full on-device voice pipeline (speech-to-text → LLM → text-to-speech). The goal is to collapse the “native setup + bindings + glue” problem that slows down on-device AI experimentation.
What we built:
\- RunAnywhere: open-source SDK for r... | 2026-01-27T20:00:56 | https://v.redd.it/h4frf0uk3yfg1 | thecoder12322 | /r/LocalLLaMA/comments/1qooruc/prompt_offline_voice_ai_app_in_11_mins_we_forked/ | 1970-01-01T00:00:00 | 0 | {} | 1qooruc | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/h4frf0uk3yfg1/DASHPlaylist.mpd?a=1772265665%2COGY1MDczZjYxOTc5YmU0NTc1Njc4YjhhZmI3NjkyODU4MWVmOTllMWIxMGJiZjMwOTBiYTgzNWU0MDQ3N2VmYQ%3D%3D&v=1&f=sd', 'duration': 642, 'fallback_url': 'https://v.redd.it/h4frf0uk3yfg1/CMAF_1080.mp4?source=fallback', '... | t3_1qooruc | /r/LocalLLaMA/comments/1qooruc/prompt_offline_voice_ai_app_in_11_mins_we_forked/ | false | false | 8 | {'enabled': False, 'images': [{'id': 'bXQ3OGcwdWszeWZnMar3PqhOAeGgunpwEz0ru_QCwuvxRMLdSfMMDfA6VBMp', 'resolutions': [{'height': 45, 'url': 'https://external-preview.redd.it/bXQ3OGcwdWszeWZnMar3PqhOAeGgunpwEz0ru_QCwuvxRMLdSfMMDfA6VBMp.png?width=108&crop=smart&format=pjpg&auto=webp&s=7a1832456ef60576eae102c56aec16c84c42a... | |
Agent Composer to build an infra layer between data sources and AI models (LLM agnostic) | 2 | Kinda interesting to see that ppl are starting to care more about the "context" they provide to models rather than which models to use
[https://contextual.ai/blog/introducing-agent-composer](https://contextual.ai/blog/introducing-agent-composer)
| 2026-01-27T19:57:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qooo77/agent_composer_to_build_an_infra_layer_between/ | pahita | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qooo77 | false | null | t3_1qooo77 | /r/LocalLLaMA/comments/1qooo77/agent_composer_to_build_an_infra_layer_between/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'yYdbqW05T5AQUNyQjaVRoQuoUVQei2mVkLDJ9QQPs4s', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/yYdbqW05T5AQUNyQjaVRoQuoUVQei2mVkLDJ9QQPs4s.png?width=108&crop=smart&auto=webp&s=fe8b7c13df467c23ee58e0aeb515bc2db0d8b82e', 'width': 108}, {'height': 216, 'url': '... |
agnostic memory layer for local agents. is a gatekeeper architecture viable? | 0 | working on a local first model agnostic memory middleware for agents. right now most agent memory is just dump everything into a vectordb which leads to noise conflicting facts and privacy issues. the idea is to treat memory like a subconscious not a log file.
instead of direct writes every interaction passes through ... | 2026-01-27T19:54:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qoolgj/agnostic_memory_layer_for_local_agents_is_a/ | Dependent_Turn_8383 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoolgj | false | null | t3_1qoolgj | /r/LocalLLaMA/comments/1qoolgj/agnostic_memory_layer_for_local_agents_is_a/ | false | false | self | 0 | null |
Kimi K2.5 just dropped “Visual Coding” — is vibe coding about to look… outdated? | 0 | News: Kimi K2.5 dropped with “visual coding” hype (UI/flows/diagrams/diffs as context).
And I’m wondering if we’re watching the end of “prompt roulette.”
By “visual coding,” I mean the model working primarily off visual/structured context (UI, flows, diffs), not just text prompts.
My take:
Vibe coding is great for pr... | 2026-01-27T19:47:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qoodpt/kimi_k25_just_dropped_visual_coding_is_vibe/ | newbee_2024 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoodpt | false | null | t3_1qoodpt | /r/LocalLLaMA/comments/1qoodpt/kimi_k25_just_dropped_visual_coding_is_vibe/ | false | false | self | 0 | null |
allenai released new open coding models | 65 | [https://huggingface.co/collections/allenai/open-coding-agents](https://huggingface.co/collections/allenai/open-coding-agents)
https://preview.redd.it/3wanlr674yfg1.png?width=1196&format=png&auto=webp&s=3c31d64089433fd350f3aaa72d94242e9326b7ab
[https://allenai.org/papers/opencodingagents](https://allenai.org/papers/o... | 2026-01-27T19:45:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qoocgn/allenai_released_new_open_coding_models/ | BreakfastFriendly728 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoocgn | false | null | t3_1qoocgn | /r/LocalLLaMA/comments/1qoocgn/allenai_released_new_open_coding_models/ | false | false | 65 | null | |
Local CPU-only interference (ik_llama, OSS-120b) | 1 | [removed] | 2026-01-27T19:32:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qonyll/local_cpuonly_interference_ik_llama_oss120b/ | ZealousidealBunch220 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qonyll | false | null | t3_1qonyll | /r/LocalLLaMA/comments/1qonyll/local_cpuonly_interference_ik_llama_oss120b/ | false | false | self | 1 | null |
Benchmark of Qwen3-32B reveals 12x capacity gain at INT4 with only 1.9% accuracy drop | 52 | We ran 12,000+ MMLU-Pro questions and 2,000 inference runs to settle the quantization debate. INT4 serves 12x more users than BF16 while keeping 98% accuracy.
Benchmarked Qwen3-32B across BF16/FP8/INT8/INT4 on a single H100. The memory savings translate directly to concurrent user capacity. Went from 4 users (BF16) to... | 2026-01-27T19:32:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qonyhc/benchmark_of_qwen332b_reveals_12x_capacity_gain/ | AIMultiple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qonyhc | false | null | t3_1qonyhc | /r/LocalLLaMA/comments/1qonyhc/benchmark_of_qwen332b_reveals_12x_capacity_gain/ | false | false | self | 52 | null |
Turning VS Code into a "Second Brain" App Platform: Meet VibeDeck (Early Beta) | 0 | More and more of us are using IDEs for things beyond just coding: 2nd brains, creative writing, data analysis, and personal workflows.
I always felt like something was missing—the ability to quickly spin up **visual micro-apps** that help me interact with my data while providing a clean **API/MCP** for AI to work with... | 2026-01-27T19:10:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qoncqe/turning_vs_code_into_a_second_brain_app_platform/ | gen4doc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoncqe | false | null | t3_1qoncqe | /r/LocalLLaMA/comments/1qoncqe/turning_vs_code_into_a_second_brain_app_platform/ | false | false | self | 0 | null |
Pre-built llama-cpp-python wheel for RTX 5060 (Blackwell/sm_120) | CUDA 13.1 | Python 3.11 | 0 | Hi everyone!
Just upgraded to an **RTX 5060** and realized that current pre-built wheels for `llama-cpp-python` don't support the new **Blackwell** architecture out of the box (standard wheels often fail or run extremely slow on SM 12.0).
Since compiling on Windows can be a pain with all the CMake/Visual Studio depen... | 2026-01-27T19:08:31 | IntelligentArugula34 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qona5k | false | null | t3_1qona5k | /r/LocalLLaMA/comments/1qona5k/prebuilt_llamacpppython_wheel_for_rtx_5060/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '5rfhtiekxxfg1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/5rfhtiekxxfg1.jpeg?width=108&crop=smart&auto=webp&s=a4fdae11f8bfe8bc590e04ff325533ca9bcdb6ff', 'width': 108}, {'height': 112, 'url': 'https://preview.redd.it/5rfhtiekxxfg1.jpeg?width=216&crop=smart&auto=w... | |
How do I turn off CPU for llama.cpp? | 0 | Using ik_llama, llama.cpp like this
```
./llama-server
--numa numactl
--threads 0 // cpu turned off?
-ngl 9999
--cont-batching
--parallel 1
-fa on
--no-mmap
-sm graph -cuda fusion=1
-khad -sas -gr -smgs -ger -mla 3 // whatever this does
--mlock
-mg 0 -ts 1,1 // dual gpu
```
###... | 2026-01-27T18:51:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qoms74/how_do_i_turn_off_cpu_for_llamacpp/ | ClimateBoss | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoms74 | false | null | t3_1qoms74 | /r/LocalLLaMA/comments/1qoms74/how_do_i_turn_off_cpu_for_llamacpp/ | false | false | self | 0 | null |
Some initial benchmarks of Kimi-K2.5 on 4xB200 | 23 | Just had some fun and ran a (very crude) benchmark script. Sadly, one GPU is busy so I can only run on 4 instead of 8 (thus limiting me to \~30k context without optimizations).
Command used (with random-input-len changing between sample points):
vllm bench serve \
--backend openai \
--base-url ht... | 2026-01-27T18:50:51 | benno_1237 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qomra4 | false | null | t3_1qomra4 | /r/LocalLLaMA/comments/1qomra4/some_initial_benchmarks_of_kimik25_on_4xb200/ | false | false | default | 23 | {'enabled': True, 'images': [{'id': 'zyvu6wcjsxfg1', 'resolutions': [{'height': 64, 'url': 'https://preview.redd.it/zyvu6wcjsxfg1.png?width=108&crop=smart&auto=webp&s=fb18090a4413945ca99612c36f6e8d69b1b633db', 'width': 108}, {'height': 129, 'url': 'https://preview.redd.it/zyvu6wcjsxfg1.png?width=216&crop=smart&auto=web... | |
[LEAKED] Kimi K2.5’s full system prompt + tools (released <24h ago) | 238 | My first post on LLAMA…
Was messing around with Moonshot's new Kimi K2.5 and I think I pulled the whole system prompt + tools lol
Got hyped I grabbed this so fast cause usually someone posts this stuff way before I get to it
Repo: [https://github.com/dnnyngyen/kimi-k2.5-prompts-tools](https://github.com... | 2026-01-27T18:44:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qoml1n/leaked_kimi_k25s_full_system_prompt_tools/ | Pretty_Mountain2714 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoml1n | false | null | t3_1qoml1n | /r/LocalLLaMA/comments/1qoml1n/leaked_kimi_k25s_full_system_prompt_tools/ | false | false | self | 238 | {'enabled': False, 'images': [{'id': '8VNINSEdOAxPGNw0wnZ4nGcsP_UAVhV7FLCh8LS9LsI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8VNINSEdOAxPGNw0wnZ4nGcsP_UAVhV7FLCh8LS9LsI.png?width=108&crop=smart&auto=webp&s=17dea48f1b2f03438ae96adcaccc23e51cdb2145', 'width': 108}, {'height': 108, 'url': 'h... |
Seeking advice on which VLMs to run on mobile for Android/iOS | 1 | I'm a beginner to running VLMs locally on mobile. I'm hoping to get some input from experts here on which VLMs have worked best for them and the tradeoffs among those models.
I'm planning to use the VLM to analyze some short videos and generate descriptions. I also want to fine-tune the model externally and maybe qua... | 2026-01-27T18:44:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qomkpg/seeking_advice_on_which_vlms_to_run_on_mobile_for/ | dokabo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qomkpg | false | null | t3_1qomkpg | /r/LocalLLaMA/comments/1qomkpg/seeking_advice_on_which_vlms_to_run_on_mobile_for/ | false | false | self | 1 | null |
how do you actually setup local claude? | 2 | I am trying to test the local claude with ollama but doing the basic stuff with it fails after claude tries to create a task lits and stops.
\`\`\`
● I'll help you with your request. Since you mentioned "No tasks found", I'll start by creating a task list and then we can proceed with whatever you'd like to
do.
... | 2026-01-27T18:40:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qomghj/how_do_you_actually_setup_local_claude/ | somnamboola | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qomghj | false | null | t3_1qomghj | /r/LocalLLaMA/comments/1qomghj/how_do_you_actually_setup_local_claude/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': '9POwghSFj9xX0xqnhjZIb9JQTkbFiyygs4FMRP8E3a8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/9POwghSFj9xX0xqnhjZIb9JQTkbFiyygs4FMRP8E3a8.png?width=108&crop=smart&auto=webp&s=91dfb36a62811290f28804b71b205b1447714a1a', 'width': 108}, {'height': 113, 'url': 'h... |
Prompt Injection: The SQL Injection of AI + How to Defend | 0 | 2026-01-27T18:24:12 | https://lukasniessen.medium.com/prompt-injection-the-sql-injection-of-ai-how-to-defend-2a28c6f3bc05 | trolleid | lukasniessen.medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qolzl2 | false | null | t3_1qolzl2 | /r/LocalLLaMA/comments/1qolzl2/prompt_injection_the_sql_injection_of_ai_how_to/ | false | false | default | 0 | null | |
Clean Mediocrity: Why I miss the ”epistemic struggle“of human thought in the age of LLMs. | 0 | I use ChatGPT frequently to assist with my learning. At first, it was an exhilarating experience: when I threw it a vague question, this neural network—which has read almost text written by humanity—would produce an impeccably structured answer without specific prompt . For someone who didn't know where to start, this ... | 2026-01-27T18:15:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qolqne/clean_mediocrity_why_i_miss_the_epistemic/ | Playful-Housing-5955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qolqne | false | null | t3_1qolqne | /r/LocalLLaMA/comments/1qolqne/clean_mediocrity_why_i_miss_the_epistemic/ | false | false | self | 0 | null |
[Preliminary] New subquadratic attention: ~20k tok/s prefill / ~100 tok/s decode @ 1M context (single GPU) | 49 | Hi everyone,
Wanted to share some preliminary feasibility results from my work on a new attention mechanism (with custom kernels) on NVIDIA Nemotron Nano v3 30B. I am now able to run 1M context on a single GPU with this setup, and the early throughput numbers look promising.
TL;DR: 30B model + 1M context on a... | 2026-01-27T17:54:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qol3s5/preliminary_new_subquadratic_attention_20k_toks/ | Sad-Size2723 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qol3s5 | false | null | t3_1qol3s5 | /r/LocalLLaMA/comments/1qol3s5/preliminary_new_subquadratic_attention_20k_toks/ | false | false | self | 49 | null |
I built a layer around Claude Code to expose reasoning + learning + docs. Curious if devs actually want this. | 0 | I’ve been using Claude Code for months and at some point I hit a weird limitation:
the model is powerful, but the interface hides too much.
It writes code but doesn’t explain decisions.
It changes files but doesn’t document anything.
It breaks things but doesn’t show what happened.
And it doesn’t teach you whi... | 2026-01-27T17:49:23 | https://v.redd.it/z6wx9f2hjxfg1 | itech2030 | /r/LocalLLaMA/comments/1qokyd3/i_built_a_layer_around_claude_code_to_expose/ | 1970-01-01T00:00:00 | 0 | {} | 1qokyd3 | false | null | t3_1qokyd3 | /r/LocalLLaMA/comments/1qokyd3/i_built_a_layer_around_claude_code_to_expose/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'Zmc3OTdueGdqeGZnMcYjUzXuKr7yCmSLQgeYGTKFnnn_x5YCGkk-uv_Lu8X-', 'resolutions': [{'height': 63, 'url': 'https://external-preview.redd.it/Zmc3OTdueGdqeGZnMcYjUzXuKr7yCmSLQgeYGTKFnnn_x5YCGkk-uv_Lu8X-.png?width=108&crop=smart&format=pjpg&auto=webp&s=d57035f10b879448f13c566981733c2fabc3d... | |
Speed up (2-3x) prompt processing (prefill) in LM Studio on Apple Silicon | 1 | [removed] | 2026-01-27T17:47:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qokwqs/speed_up_23x_prompt_processing_prefill_in_lm/ | Thick-Letterhead-315 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qokwqs | false | null | t3_1qokwqs | /r/LocalLLaMA/comments/1qokwqs/speed_up_23x_prompt_processing_prefill_in_lm/ | false | false | self | 1 | null |
Just a question | 5 | Today is 2026. I'm just wondering, is there any open source model out there that is as good or better than Claude 3.5 at least out there? I'd love to run a capable coding assistant locally if possible. I'm a web dev btw. | 2026-01-27T17:44:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qoktn4/just_a_question/ | Temporary-Cookie838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoktn4 | false | null | t3_1qoktn4 | /r/LocalLLaMA/comments/1qoktn4/just_a_question/ | false | false | self | 5 | null |
LingBot-Depth: Depth completion model that actually handles glass and mirrors, 3M dataset released | 7 | If you run local robotics projects with consumer RGB-D cameras, you know the pain. RealSense or Orbbec depth maps turn into swiss cheese whenever there's glass, mirrors, or shiny surfaces. Transparent cup? Your depth map says it doesn't exist.
Ant Group released "Masked Depth Modeling for Spatial Perception" with a si... | 2026-01-27T17:31:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qokfwl/lingbotdepth_depth_completion_model_that_actually/ | rwhitman05 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qokfwl | false | null | t3_1qokfwl | /r/LocalLLaMA/comments/1qokfwl/lingbotdepth_depth_completion_model_that_actually/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': '5j0dojglIYh8-4xoAYtUy0RYFYPJKUgpn2xoqjRkCL0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/5j0dojglIYh8-4xoAYtUy0RYFYPJKUgpn2xoqjRkCL0.png?width=108&crop=smart&auto=webp&s=7ff4d7e982e4882a3c16ecd83fedfadd7fede2fb', 'width': 108}, {'height': 116, 'url': 'h... |
Indeed-auto Apply bot I'm making. | 0 | 2026-01-27T17:27:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qokbf9/indeedauto_apply_bot_im_making/ | PhotographerUSA | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qokbf9 | false | null | t3_1qokbf9 | /r/LocalLLaMA/comments/1qokbf9/indeedauto_apply_bot_im_making/ | false | false | 0 | null | ||
ClawdBot: Setup Guide + How to NOT Get Hacked | 0 | 2026-01-27T17:26:10 | https://lukasniessen.medium.com/clawdbot-setup-guide-how-to-not-get-hacked-63bc951cbd90 | trolleid | lukasniessen.medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qokaf0 | false | null | t3_1qokaf0 | /r/LocalLLaMA/comments/1qokaf0/clawdbot_setup_guide_how_to_not_get_hacked/ | false | false | default | 0 | null | |
Shared Dev Server Questions | 2 | Not sure if this is the best place but I have a machine (GMKTech Strix Halo) I'm looking to use for local AI testing, learning, etc that I want to share with another person in my family. There is no concerns around seeing what the other person is working on but I want to make sure we can make use of the resources. To... | 2026-01-27T17:23:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qok7jx/shared_dev_server_questions/ | underscore_3 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qok7jx | false | null | t3_1qok7jx | /r/LocalLLaMA/comments/1qok7jx/shared_dev_server_questions/ | false | false | self | 2 | null |
Moltbot is overrated | 0 | 2026-01-27T17:17:20 | https://v.redd.it/qax6uqfhdxfg1 | Admirable-Choice9727 | /r/LocalLLaMA/comments/1qok113/moltbot_is_overrated/ | 1970-01-01T00:00:00 | 0 | {} | 1qok113 | false | null | t3_1qok113 | /r/LocalLLaMA/comments/1qok113/moltbot_is_overrated/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'ZTd0eXF5ZmhkeGZnMWl14EZNuGi7M-xpupdQiwbfS6J8-uefOLvilOAUR7zM', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/ZTd0eXF5ZmhkeGZnMWl14EZNuGi7M-xpupdQiwbfS6J8-uefOLvilOAUR7zM.png?width=108&crop=smart&format=pjpg&auto=webp&s=3af2ed08e90da24206321d983c116f6abcf2... | ||
I'm finetuning a 270M parameter model for sensitive information obfuscation, and I need some help. | 7 | Hey everyone. My boss challenged me to develop a solution to obfuscate sensitive data from our internal documents. That gave the idea to fine tune a model small enough to run on any desktop, because we don't have a powerful infrastructure.
So, I choose to finetune gemma3-270M with Unsloth for this task, and create a ... | 2026-01-27T16:59:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qojhw3/im_finetuning_a_270m_parameter_model_for/ | CalvaoDaMassa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qojhw3 | false | null | t3_1qojhw3 | /r/LocalLLaMA/comments/1qojhw3/im_finetuning_a_270m_parameter_model_for/ | false | false | self | 7 | null |
The "Dynamic Loading" in Transformers v5 isn't what you think it is (Benchmarks inside) | 0 | saw the v5 release notes yesterday promising "faster dynamic weight loading" and got excited that we finally solved the cold-start problem.
I ran some benchmarks, and here is the bad news: It’s not for Serverless.
The Bottleneck:
Transformers v5 optimizes "Lazy Loading" (loading experts only when needed during a for... | 2026-01-27T16:30:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qoinc3/the_dynamic_loading_in_transformers_v5_isnt_what/ | MLExpert000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoinc3 | false | null | t3_1qoinc3 | /r/LocalLLaMA/comments/1qoinc3/the_dynamic_loading_in_transformers_v5_isnt_what/ | false | false | self | 0 | null |
Drummer's Rocinante X 12B v1 - It's back and it's stronger than ever! A funtastic creative Claude-like RP model at home! | 87 | 2026-01-27T16:27:12 | https://huggingface.co/TheDrummer/Rocinante-X-12B-v1 | TheLocalDrummer | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qoikji | false | null | t3_1qoikji | /r/LocalLLaMA/comments/1qoikji/drummers_rocinante_x_12b_v1_its_back_and_its/ | false | false | 87 | {'enabled': False, 'images': [{'id': 'vMt_thwlfOcsDVODCeD_E13hrou5XcQcrAzk35oTLtU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/vMt_thwlfOcsDVODCeD_E13hrou5XcQcrAzk35oTLtU.png?width=108&crop=smart&auto=webp&s=95ca14150b95b81afa4b4d63faee3d7877887bb2', 'width': 108}, {'height': 116, 'url': 'h... | ||
The z-image base is here! | 237 | https://huggingface.co/Tongyi-MAI/Z-Image | 2026-01-27T16:21:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qoiep6/the_zimage_base_is_here/ | bobeeeeeeeee8964 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoiep6 | false | null | t3_1qoiep6 | /r/LocalLLaMA/comments/1qoiep6/the_zimage_base_is_here/ | false | false | self | 237 | {'enabled': False, 'images': [{'id': 'yzw-luI9wOMm3qSoJBL8ESoLW0Oo97w_8Q8lOtzUot8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/yzw-luI9wOMm3qSoJBL8ESoLW0Oo97w_8Q8lOtzUot8.png?width=108&crop=smart&auto=webp&s=a4909707bfbd473a08c678c35f97030dc1f7060a', 'width': 108}, {'height': 116, 'url': 'h... |
Giving a local LLM my family's context -- couple of months in | 5 | The richest context isn't in files or documents. It's in the everyday chat between my wife and me about weekend plans. The grocery list that turned into a conversation about the kids. The photo with a joke only we get. Decisions scattered across months of small conversations.
That's where families actually live. And n... | 2026-01-27T16:19:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qoid2f/giving_a_local_llm_my_familys_context_couple_of/ | Purple_Click5825 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoid2f | false | null | t3_1qoid2f | /r/LocalLLaMA/comments/1qoid2f/giving_a_local_llm_my_familys_context_couple_of/ | false | false | self | 5 | null |
https://huggingface.co/Tongyi-MAI/Z-Image | 1 | [deleted] | 2026-01-27T16:16:07 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qoi9a7 | false | null | t3_1qoi9a7 | /r/LocalLLaMA/comments/1qoi9a7/httpshuggingfacecotongyimaizimage/ | false | false | default | 1 | null | ||
Hugging Face Unveils Faster AI Agents: 20x Speed Boost | 0 | WOW
Hugging Face released AI agents that process code 20x faster than GPT-4, redefining real-time automation.
Hugging Face has launched AI agents capable of processing code 20 times faster than GPT-4. The announcement, detailed in its blog post, positions these agents as tools for real-time software development and ... | 2026-01-27T16:10:50 | https://oneeko.store/news/hugging-face-unveils-faster-ai-agents-20x-speed-boost | IntelligentCause2043 | oneeko.store | 1970-01-01T00:00:00 | 0 | {} | 1qoi3yn | false | null | t3_1qoi3yn | /r/LocalLLaMA/comments/1qoi3yn/hugging_face_unveils_faster_ai_agents_20x_speed/ | false | false | default | 0 | null |
SERA 8B/32B | 56 | 2026-01-27T16:08:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qoi1jc/sera_8b32b/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoi1jc | false | null | t3_1qoi1jc | /r/LocalLLaMA/comments/1qoi1jc/sera_8b32b/ | false | false | 56 | null | ||
I tried to hand-roll observability for local LLM inference… then realized OpenTelemetry solves the “parent span / timestamps / threads” mess | 2 | I’ve been wiring multiple LLM stacks into our observability platform this month: Vercel AI SDK, Haystack, LiteLLM, and local inference (the LocalLLaMA-ish runtime side is where it got painful fast).
I started with the simple mindset: “I’ll just add timestamps, manually create parent span + child spans, and call it tra... | 2026-01-27T15:49:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qohhl4/i_tried_to_handroll_observability_for_local_llm/ | Main-Fisherman-2075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qohhl4 | false | null | t3_1qohhl4 | /r/LocalLLaMA/comments/1qohhl4/i_tried_to_handroll_observability_for_local_llm/ | false | false | self | 2 | null |
How do you detect silent behavior drift in LLM pipelines after small changes? | 1 | [removed] | 2026-01-27T15:43:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qohc24/how_do_you_detect_silent_behavior_drift_in_llm/ | ashutoshtr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qohc24 | false | null | t3_1qohc24 | /r/LocalLLaMA/comments/1qohc24/how_do_you_detect_silent_behavior_drift_in_llm/ | false | false | self | 1 | null |
Free, open-source MCP SDK from Gopher (sharing for those experimenting with the protocol) | 1 | Hey everyone,
Wanted to share a free, open-source MCP SDK that Gopher has released. Full disclosure: I'm sharing this because I think it's genuinely useful for the community, but I do have a connection to Gopher, so take that into account.
**What it is:**
* An SDK (not a managed service) for building MCP servers and... | 2026-01-27T15:30:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qogzlc/free_opensource_mcp_sdk_from_gopher_sharing_for/ | Ok_Message7136 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qogzlc | false | null | t3_1qogzlc | /r/LocalLLaMA/comments/1qogzlc/free_opensource_mcp_sdk_from_gopher_sharing_for/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'DcJrgVKu3qu4nkSZ4FRPLKH7CEByLjT7d9_Pi-nmVME', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DcJrgVKu3qu4nkSZ4FRPLKH7CEByLjT7d9_Pi-nmVME.png?width=108&crop=smart&auto=webp&s=7f4f1f43ff7cb853fb885f9da5e131b148273d8c', 'width': 108}, {'height': 108, 'url': 'h... |
I built a local-first AI tool: generate ST character cards via local-first LLM endpoints or openai API + optional image backends — feedback wanted | 21 | I built an open-source, local-first Character Card Generator for SillyTavern character cards (JSON + PNG cards). It’s a Vue/Node web app that talks to your local LLM endpoint (KoboldCPP or OpenAI-compatible), and optionally your local image backend (ComfyUI / SDAPI).
**What it does**
* Generates ST fields with struct... | 2026-01-27T15:14:58 | https://www.reddit.com/gallery/1qogkgr | JaxxonAI | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qogkgr | false | null | t3_1qogkgr | /r/LocalLLaMA/comments/1qogkgr/i_built_a_localfirst_ai_tool_generate_st/ | false | false | default | 21 | null |
Best uncensored model right now . | 0 | hello everyone i have rtx 5080 16gb vram and 64 gb ram. what are the best uncensored model right now with various tasks thanks | 2026-01-27T15:13:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qogjbk/best_uncensored_model_right_now/ | Think_Collection280 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qogjbk | false | null | t3_1qogjbk | /r/LocalLLaMA/comments/1qogjbk/best_uncensored_model_right_now/ | false | false | self | 0 | null |
Zai Shell: A Lightweight Autonomous Terminal Assistant with Behavioral Safety (Open Source) | 0 | Hi everyone,
For a while now, I’ve been working on a project that tries to close the gap between “chatting with Gemini” and “Gemini actually doing real work on the system.”
That’s why I built Zai Shell — an open-source, lightweight terminal assistant that uses Gemini (via API) to execute commands, manage files, and a... | 2026-01-27T15:11:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qogh7n/zai_shell_a_lightweight_autonomous_terminal/ | Exact_Section_556 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qogh7n | false | null | t3_1qogh7n | /r/LocalLLaMA/comments/1qogh7n/zai_shell_a_lightweight_autonomous_terminal/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 's9bfPogckFoSGZ_g8diZhOJgMDsE7q5t7cI6o1jHjw0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/s9bfPogckFoSGZ_g8diZhOJgMDsE7q5t7cI6o1jHjw0.png?width=108&crop=smart&auto=webp&s=398410ba26519caf307a61bbc1aff6271eea9ef3', 'width': 108}, {'height': 108, 'url': 'h... |
Kimi K2.5 Architecture Dive: 1T Params, 384 Experts, Native INT4 (and it beats GPT-5 on reasoning) | 22 | The specs on the new Moonshot AI model (Kimi K2.5) are actually wild, and I feel like the architectural shift is being overlooked because of the "Agent" hype.
I dug into the technical report/release notes, and this isn't just a Llama clone. It looks like a very aggressive optimization of the MoE (Mixture-of-Experts) a... | 2026-01-27T15:08:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qoge2t/kimi_k25_architecture_dive_1t_params_384_experts/ | comebackch | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoge2t | false | null | t3_1qoge2t | /r/LocalLLaMA/comments/1qoge2t/kimi_k25_architecture_dive_1t_params_384_experts/ | false | false | self | 22 | null |
models for writing | 1 | Hey, I just started using LM studio the other day so I'm new to this. Can y'all recommend me good models to help my writing? I got 16gb ram and 8gb ram. Better if the model is unfiltered/uncensored. | 2026-01-27T14:53:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qofz98/models_for_writing/ | Slow_Kangaroo4725 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qofz98 | false | null | t3_1qofz98 | /r/LocalLLaMA/comments/1qofz98/models_for_writing/ | false | false | self | 1 | null |
[Model Release] Natural-Synthesis-8B: A Llama-3-8B tune with a 16k context window and a "Conceptual Organism" reasoning paradigm. | 0 | I’m excited to share Natural-Synthesis-8B, an experimental fine-tune of Llama-3-8B-Instruct.
Most models are trained to think in a linear "Chain of Thought." This model attempts something different. I’ve trained it on a specialized synthetic dataset (68 high-quality metacognitive traces) to "install" the Natural Synt... | 2026-01-27T14:47:48 | https://huggingface.co/JPQ24/llama-3-8b-Natural-synthesis-Lora-Merge | Pleasant-Mud-2939 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qoftqt | false | null | t3_1qoftqt | /r/LocalLLaMA/comments/1qoftqt/model_release_naturalsynthesis8b_a_llama38b_tune/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'n8jQxtvQ7T-Rip5myB6A6L10YePVioeUFvcRdQOrbPI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/n8jQxtvQ7T-Rip5myB6A6L10YePVioeUFvcRdQOrbPI.png?width=108&crop=smart&auto=webp&s=cade6a8f5ee63eaa0d11b27866799a9ec4c6b751', 'width': 108}, {'height': 116, 'url': 'h... |
HRM ESP | 0 | Greetings community, I have been experimenting and dreaming a little about the idea of being able to create your own AI models locally without needing large resources. As much as I think about it, being an optimist, I have always thought that there is more than one way to get something done optimally. In particular, ... | 2026-01-27T14:42:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qofoxc/hrm_esp/ | Visual_Brain8809 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qofoxc | false | null | t3_1qofoxc | /r/LocalLLaMA/comments/1qofoxc/hrm_esp/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'e1AwN_frRlc4I5RXsFiYvM6axk1-nep7vdmLk791ntw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/e1AwN_frRlc4I5RXsFiYvM6axk1-nep7vdmLk791ntw.png?width=108&crop=smart&auto=webp&s=4a26190f78f9071b7dc89555e8b45b95c6700c9e', 'width': 108}, {'height': 108, 'url': 'h... |
Tired of fragmented SDKs? I built AgentHub: One lightweight SDK for all LLMs. Zero Code Changes, No Performance Loss. | 0 | Working with multiple LLMs usually means juggling **inconsistent APIs and fragmented SDKs**. Even with existing tools like Open Responses, developers are often forced to choose between **steep learning curves** and **loss of model-specific capabilities**. So we built **AgentHub**.
**Key Features:**
**Zero Code Cha... | 2026-01-27T14:40:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qofnbw/tired_of_fragmented_sdks_i_built_agenthub_one/ | Prismshadow_AI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qofnbw | false | null | t3_1qofnbw | /r/LocalLLaMA/comments/1qofnbw/tired_of_fragmented_sdks_i_built_agenthub_one/ | false | false | 0 | null | |
Why is local context retrieval for coding still so mid? working on a benchmark to fix this... | 3 | Hi everyone,
I’m currently writing a paper on Decoupling Completion from Correctness in LLMs. My research focuses on using evidence-gated multi-agent systems and adversarial methods to combat the "sycophancy" problem.
During my research, I hit a massive wall: Local Context Engines.
While testing local models, I real... | 2026-01-27T14:38:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qofkq3/why_is_local_context_retrieval_for_coding_still/ | ZestRocket | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qofkq3 | false | null | t3_1qofkq3 | /r/LocalLLaMA/comments/1qofkq3/why_is_local_context_retrieval_for_coding_still/ | false | false | self | 3 | null |
tencent/Youtu-VL-4B-Instruct · Hugging Face | 47 | **Youtu-VL** is a lightweight yet robust Vision-Language Model (VLM) built on the Youtu-LLM with 4B parameters. It pioneers Vision-Language Unified Autoregressive Supervision (VLUAS), which markedly strengthens visual perception and multimodal understanding. This enables a standard VLM to perform vision-centric tasks w... | 2026-01-27T14:29:59 | https://huggingface.co/tencent/Youtu-VL-4B-Instruct | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qofdc3 | false | null | t3_1qofdc3 | /r/LocalLLaMA/comments/1qofdc3/tencentyoutuvl4binstruct_hugging_face/ | false | false | default | 47 | {'enabled': False, 'images': [{'id': 'ymzcxya4MbijdDp2b6xf6VUOGUPz9k8M8eOkIWZO9fk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ymzcxya4MbijdDp2b6xf6VUOGUPz9k8M8eOkIWZO9fk.png?width=108&crop=smart&auto=webp&s=6197cc964e68adc24bbfa09a3d4b541b4805a10c', 'width': 108}, {'height': 116, 'url': 'h... |
GLM OCR release soon? | 4 | I was looking at the new transformer v5 to see the latest bug fixes and noticed a new commit by the GLM team.
[https://github.com/huggingface/transformers/commit/4854dbf9da4086731256496cf4a8e4ea45d4d54e#diff-ccd957620633c518bd2c16ce0736465bcecd7c5b41d1648075395c2ecc789c36R19-R26](https://github.com/huggingface/tra... | 2026-01-27T14:23:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qof7kt/glm_ocr_release_soon/ | victoryposition | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qof7kt | false | null | t3_1qof7kt | /r/LocalLLaMA/comments/1qof7kt/glm_ocr_release_soon/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'hXuIHPHgqmecwOLhbqT1msTfBCBkBrhYVRX6INqoNqE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hXuIHPHgqmecwOLhbqT1msTfBCBkBrhYVRX6INqoNqE.png?width=108&crop=smart&auto=webp&s=dfbb0b458104e13a968f631fa3b5442a5ee0a6e7', 'width': 108}, {'height': 108, 'url': 'h... |
थक गए हो ना सबको खुश रखते- रखते ??...#shiva #महाशिवपुराण #shortsfeed#ShivBhakti #ytshorts#ShivVaani | 1 | [removed] | 2026-01-27T14:13:52 | https://youtube.com/shorts/QO3oM5-H9z8?si=ZVr0vLhf19mY6Qjd | WingProfessional5754 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qoeyho | false | {'oembed': {'author_name': 'Mahak zindagi ki', 'author_url': 'https://www.youtube.com/@Mahakzindgiki', 'height': 200, 'html': '<iframe width="113" height="200" src="https://www.youtube.com/embed/QO3oM5-H9z8?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; g... | t3_1qoeyho | /r/LocalLLaMA/comments/1qoeyho/थक_गए_ह_न_सबक_खश_रखत_रखत_shiva_महशवपरण/ | false | false | default | 1 | null |
PCIe slot version for inference work | 3 | This is my first venture into running a local AI server. At the company I work for a we have 3 cad workstation that will be aging out. Each one has a RTX A4000 16gb. I'm considering pulling the cards out and consolidating them to a single machine so I can run larger models. This will be only doing inference work no vid... | 2026-01-27T13:59:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qoelc2/pcie_slot_version_for_inference_work/ | cpbpilot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoelc2 | false | null | t3_1qoelc2 | /r/LocalLLaMA/comments/1qoelc2/pcie_slot_version_for_inference_work/ | false | false | self | 3 | null |
Started using local LLM from today, maybe not the best idea. | 0 | It gives answer but doesn't care if it's right or wrong. Maybe shouldn't have asked series related question but it just doesn't care if it's correct or false. | 2026-01-27T13:54:43 | explain-like-youre-5 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qoegu4 | false | null | t3_1qoegu4 | /r/LocalLLaMA/comments/1qoegu4/started_using_local_llm_from_today_maybe_not_the/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'O8VvdjVU1b5Unwl2lhTVZRsl-6dHKlJI5WxMwCzLhPk', 'resolutions': [{'height': 87, 'url': 'https://preview.redd.it/7dpminbgdwfg1.png?width=108&crop=smart&auto=webp&s=0cd1f93ad63b57f25c70969eb0af21654465f540', 'width': 108}, {'height': 174, 'url': 'https://preview.redd.it/7dpminbgdwfg1.png... | ||
I built an open source chat interface with some amazing features | 1 | Hey r/LocalLLaMA,
I’ve been building a small side project, Cognito — a local interface for running and chatting with open-source LLMs.
**Why you might like it:**
* **100% local & private** — zero telemetry
* **llama.cpp backend** with **GGUF** support
* **Apple Silicon**, **NVIDIA CUDA**, or **CPU-only**
* **In... | 2026-01-27T13:52:19 | https://www.reddit.com/gallery/1qoeeqv | ILoveMy2Balls | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qoeeqv | false | null | t3_1qoeeqv | /r/LocalLLaMA/comments/1qoeeqv/i_built_an_open_source_chat_interface_with_some/ | false | false | default | 1 | null |
Best model for Clawd on 3090 24gb? | 0 | Hello, any suggestions what model to use for clawd with 24gb vram?
I suppose they're all dumber than opus or sonnet but wanna try some | 2026-01-27T13:51:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qoeed7/best_model_for_clawd_on_3090_24gb/ | Purple-Host7652 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoeed7 | false | null | t3_1qoeed7 | /r/LocalLLaMA/comments/1qoeed7/best_model_for_clawd_on_3090_24gb/ | false | false | self | 0 | null |
Choosing embedding model in LM Studio | 2 | Please can someone tell me how do i change the embedding model in lm studio. No matter what i do or load when i send a text the rag-1 integration turns on and it loads the default nomic-embed-text-v1. No matter what i try it still does it while ignoring others I've already loaded. | 2026-01-27T13:44:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qoe7pq/choosing_embedding_model_in_lm_studio/ | zephyrus33 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoe7pq | false | null | t3_1qoe7pq | /r/LocalLLaMA/comments/1qoe7pq/choosing_embedding_model_in_lm_studio/ | false | false | self | 2 | null |
What is the use case of a local LLM for you, and at which size do you usually run it/them? | 1 | I've been an LLM-user since ChatGPT's launch late 2023. I've dabbled with local models some months ago, and while that was kind of fun, in the end I also found it useless. I'm running them on a Macbook Pro M4 Pro with 24GB memory. Maybe I just haven't found the use case yet for me, but I found the models I could run si... | 2026-01-27T13:33:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qodywv/what_is_the_use_case_of_a_local_llm_for_you_and/ | Icy_Distribution_361 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodywv | false | null | t3_1qodywv | /r/LocalLLaMA/comments/1qodywv/what_is_the_use_case_of_a_local_llm_for_you_and/ | false | false | self | 1 | null |
QTinker app to distill and quantize easy | 2 | this the latest progress of my build https://github.com/manat0912/QTinker.git. The main idea of this app is to make it quick and easy for people to distill and quantize a model they’ve created or downloaded, using a simple, intuitive UI that’s easy to navigate. It takes away the hassle of figuring out what goes where a... | 2026-01-27T13:29:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qodums/qtinker_app_to_distill_and_quantize_easy/ | Haunting_Muscle3224 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodums | false | null | t3_1qodums | /r/LocalLLaMA/comments/1qodums/qtinker_app_to_distill_and_quantize_easy/ | false | false | self | 2 | null |
Which LLMs demonstrate creative reasoning beyond pattern remixing? | 0 | I’m trying to evaluate LLMs not on benchmarks or coding accuracy, but on **creative and out-of-distribution reasoning** for general prompts.
By creativity, I mean things like:
* reframing vague questions into sharper ones
* generating unexpected but coherent analogies
* proposing novel angles without being explicitly... | 2026-01-27T13:16:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qodkae/which_llms_demonstrate_creative_reasoning_beyond/ | EqualThen6579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodkae | false | null | t3_1qodkae | /r/LocalLLaMA/comments/1qodkae/which_llms_demonstrate_creative_reasoning_beyond/ | false | false | self | 0 | null |
In case anyone wants to bargain with kimi k2 for the 0.99 moderato kimi code plan | 11 | The easiest way I've found is to spam ascii art in the chat, you can use an image to ascii art generator online (Here's the link: [https://www.kimi.com/kimiplus/sale?activity\_enter\_method=poster\_copy\_link](https://www.kimi.com/kimiplus/sale?activity_enter_method=poster_copy_link) ) :
https://preview.redd.it/fqvrrc... | 2026-01-27T13:14:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qodhzr/in_case_anyone_wants_to_bargain_with_kimi_k2_for/ | akumaburn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodhzr | false | null | t3_1qodhzr | /r/LocalLLaMA/comments/1qodhzr/in_case_anyone_wants_to_bargain_with_kimi_k2_for/ | false | false | 11 | null | |
[Experimental] Blackstone Gambit v3.1: A Narrative Logic Engine built for one purpose—Writing Novels. | 2 | Hi r/LocalLLaMA / r/PromptEngineering,
I’m sharing **Blackstone Gambit v3.1**, a narrative framework designed to simulate psychological power plays and high-tension character dynamics.
**The Vision:** I didn't build this to solve equations; I built this because I wanted the AI to write better novels. I wanted to solv... | 2026-01-27T13:13:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qodh6o/experimental_blackstone_gambit_v31_a_narrative/ | DryGur4238 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodh6o | false | null | t3_1qodh6o | /r/LocalLLaMA/comments/1qodh6o/experimental_blackstone_gambit_v31_a_narrative/ | false | false | self | 2 | null |
The Ralph Wiggum Loop: How to use Claude Code's iterative approach to cut AI development costs by 99% | 0 | I've been experimenting with Claude Code and discovered something that completely changed how I think about agentic AI development.
Traditional approach: Write massive prompts, hope for perfect output, burn $50 in API credits, get broken code.
Ralph Wiggum Loop approach: Small iterations, embrace failures, let th... | 2026-01-27T13:12:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qodgk6/the_ralph_wiggum_loop_how_to_use_claude_codes/ | shreyanshjain05 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qodgk6 | false | null | t3_1qodgk6 | /r/LocalLLaMA/comments/1qodgk6/the_ralph_wiggum_loop_how_to_use_claude_codes/ | false | false | self | 0 | null |
Minimax 2.1 | 1 | Trabajo en el sector educativo y la creación de archivos DOCX, PDF o excel son de vital importancia más aún cuándo se debe trabajar entre diferentes dominios de archivos. Mi experiencia fué la siguiente: necesitaba un simple reemplazo de palabras entre DOCX y PDF dejando la estructura final del documento DOCX intacta (... | 2026-01-27T13:11:04 | BusinessConsistent44 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qodffa | false | null | t3_1qodffa | /r/LocalLLaMA/comments/1qodffa/minimax_21/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'ce7x3n4v5wfg1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/ce7x3n4v5wfg1.jpeg?width=108&crop=smart&auto=webp&s=6a0c1845344edb574f36c1c477aa6679050b52b3', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/ce7x3n4v5wfg1.jpeg?width=216&crop=smart&auto=... | |
Renting out the cheapest GPUs ! (CPU options available too) | 0 | Hey there, I will keep it short, I am renting out GPUs at the **cheapest price you can find out there**. The pricing are as follows:
RTX-4090: $0.15
RTX-A6000: $0.3
L40S: $0.40
A100 SXM: $0.6
H100: $1.2
(per hour)
To know more, feel free to DM or comment below! | 2026-01-27T12:59:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qod5lt/renting_out_the_cheapest_gpus_cpu_options/ | Comfortable-Wall-465 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qod5lt | false | null | t3_1qod5lt | /r/LocalLLaMA/comments/1qod5lt/renting_out_the_cheapest_gpus_cpu_options/ | false | false | self | 0 | null |
built an AI agent with shell access. found out the hard way why that's a bad idea. | 105 | was building a tool to let claude/gpt4 navigate my codebase. gave it bash access, seemed fine.
then i tried asking it to "check imports and make ascii art from my env file"
it did both. printed my api keys as art.
went down a rabbit hole reading about this. turns out prompt injection is way worse than i thought:
... | 2026-01-27T12:46:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qocvd4/built_an_ai_agent_with_shell_access_found_out_the/ | YogurtIll4336 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qocvd4 | false | null | t3_1qocvd4 | /r/LocalLLaMA/comments/1qocvd4/built_an_ai_agent_with_shell_access_found_out_the/ | false | false | self | 105 | {'enabled': False, 'images': [{'id': 'o8el3r-6C2IWaLY0UlLKh9w82d_MuRqR6B48Zw4X88s', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/o8el3r-6C2IWaLY0UlLKh9w82d_MuRqR6B48Zw4X88s.png?width=108&crop=smart&auto=webp&s=533a7fe2d77b799dc863aeebea75ed6577cc872e', 'width': 108}, {'height': 113, 'url': 'h... |
Does llama-fit-params do the exact same thing as option "--fit on"? | 2 | When using the llama.cpp tool "llama-fit-params" on a given GGUF model file it is printing fitted CLI arguments. For example with a Qwen LLM:
llama.cpp/build/bin/llama-fit-params --model ./Qwen3-VL-235B-A22B-Thinking-UD-Q8_K_XL-00001-of-00006.gguf
ggml_cuda_init: found 2 CUDA devices:
Device 0: NVIDIA GeF... | 2026-01-27T12:42:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qocsou/does_llamafitparams_do_the_exact_same_thing_as/ | phwlarxoc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qocsou | false | null | t3_1qocsou | /r/LocalLLaMA/comments/1qocsou/does_llamafitparams_do_the_exact_same_thing_as/ | false | false | self | 2 | null |
Inside Dify AI: How RAG, Agents, and LLMOps Work Together in Production | 0 | 2026-01-27T12:41:11 | https://medium.com/@techlatest.net/inside-dify-ai-how-rag-agents-and-llmops-work-together-in-production-fddd53b5530c | techlatest_net | medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qocrkq | false | null | t3_1qocrkq | /r/LocalLLaMA/comments/1qocrkq/inside_dify_ai_how_rag_agents_and_llmops_work/ | false | false | default | 0 | null | |
GLM OCR Support Merged in Transformers GitHub. | 22 | 2026-01-27T12:28:27 | https://github.com/huggingface/transformers/commit/4854dbf9da4086731256496cf4a8e4ea45d4d54e | MadPelmewka | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qochwc | false | null | t3_1qochwc | /r/LocalLLaMA/comments/1qochwc/glm_ocr_support_merged_in_transformers_github/ | false | false | default | 22 | {'enabled': False, 'images': [{'id': 'hXuIHPHgqmecwOLhbqT1msTfBCBkBrhYVRX6INqoNqE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/hXuIHPHgqmecwOLhbqT1msTfBCBkBrhYVRX6INqoNqE.png?width=108&crop=smart&auto=webp&s=dfbb0b458104e13a968f631fa3b5442a5ee0a6e7', 'width': 108}, {'height': 108, 'url': 'h... | |
Am I gpu poor? | 0 | So I saved up and eventually manged to put together a 5950x 96gb ram 2x 3090s. 3x 4tb nvme. And 20tb storage / backups images.
X570 unify mb.
This seems like an insane machine to me but I'm trying to run multiple Ai models and I keep running out of memory. It seems like it's hardly entry level??
So ye next step ma... | 2026-01-27T12:27:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qoch32/am_i_gpu_poor/ | Aggressive_Special25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoch32 | false | null | t3_1qoch32 | /r/LocalLLaMA/comments/1qoch32/am_i_gpu_poor/ | false | false | self | 0 | null |
Building Real-Time Text Autocomplete for Support Agents as a Project, Need help | 1 | I'm trying to build an autocomplete system wherein support agents get suggestions as they type responses to a customers query based on a RAG pipeline which extracted the relevant chunk to address customer's issue.
Currently what I am experimenting is a simple prompting to Claude 3 haiku model
something like thi... | 2026-01-27T12:26:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qocgcc/building_realtime_text_autocomplete_for_support/ | yashroop_98 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qocgcc | false | null | t3_1qocgcc | /r/LocalLLaMA/comments/1qocgcc/building_realtime_text_autocomplete_for_support/ | false | false | self | 1 | null |
Built a local RAG SDK that's 2-5x faster than Pinecone - anyone want to test it? HAPPY to give Beer Money | 0 | Hey everyone,
I've been working on a local RAG SDK built on top of SYNRIX (a persistent knowledge graph engine). It's designed to be faster and more private than cloud alternatives like Pinecone.
What it does:
\- Local embeddings (sentence-transformers - no API keys needed)
\- Semantic search with 10-20ms latency (... | 2026-01-27T12:12:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qoc678/built_a_local_rag_sdk_thats_25x_faster_than/ | DetectiveMindless652 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoc678 | false | null | t3_1qoc678 | /r/LocalLLaMA/comments/1qoc678/built_a_local_rag_sdk_thats_25x_faster_than/ | false | false | self | 0 | null |
Was benchmarking speedup of different accelerators compared to a normal Colab CPU | 0 | The benchmark was done by executing a series of matrix multiplication of the kind that a usual deep network will have.
The configurations are:
# Extended configurations
configs = [
# (batch_size, hidden_dim, n_layers, n_iterations)
(16, 128, 2, 200), # Tiny
(32, 256, 4, 100), ... | 2026-01-27T11:45:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qobmwj/was_benchmarking_speedup_of_different/ | EnvironmentalFix3414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qobmwj | false | null | t3_1qobmwj | /r/LocalLLaMA/comments/1qobmwj/was_benchmarking_speedup_of_different/ | false | false | 0 | null | |
Honest question: what do you all do for a living to afford these beasts? | 175 |
Basically I am from India, a medium high end job here pays Rs. 1 lakh($ 1100) per month and there are deductions on top of it.
An RTX Pro 6000 starts from 8 lakh and goes upto 10 lakh($ 10989), 5090 costs 3.5 lakhs($ 3800), threadripper costs 7-8 lakhs($ 8800), ram prices have soared and corsair vengeance costs 52,00... | 2026-01-27T11:23:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qob8de/honest_question_what_do_you_all_do_for_a_living/ | ready_to_fuck_yeahh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qob8de | false | null | t3_1qob8de | /r/LocalLLaMA/comments/1qob8de/honest_question_what_do_you_all_do_for_a_living/ | false | false | self | 175 | null |
Building a Stable "Philosopher AI" on a CPU VPS: 10k Books vs. Performance Trade-offs? | 0 | Hi everyone,
I’m refining my plan to build a personal AI expert using a large library of books (Philosophy & Technical), managed via Clawdbot (or similar agent) on a Hetzner VPS.
**My Goal:**
I want the AI to "internalize" the knowledge. Instead of just citing sources like a search engine ("According to Plato..."), I... | 2026-01-27T11:04:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qoave4/building_a_stable_philosopher_ai_on_a_cpu_vps_10k/ | Confirmed_Discussor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoave4 | false | null | t3_1qoave4 | /r/LocalLLaMA/comments/1qoave4/building_a_stable_philosopher_ai_on_a_cpu_vps_10k/ | false | false | self | 0 | null |
Constitutional AI - Open Source AI Governance for Local LLMs | 0 | I just open-sourced Constitutional AI - a local-first governance platform for Ollama models. Born from frustration with cloud dependencies and opaque AI safety tools.
Why open source this?
1. AI safety needs transparency
2. Local LLMs deserve proper guardrails
3. Community makes better safety t... | 2026-01-27T10:51:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qoan89/constitutional_ai_open_source_ai_governance_for/ | TrueSweet6703 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoan89 | false | null | t3_1qoan89 | /r/LocalLLaMA/comments/1qoan89/constitutional_ai_open_source_ai_governance_for/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '0lux7ApDix1ovuZpjyHtfKgXLOENZzrlYLHOSpskwkk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/0lux7ApDix1ovuZpjyHtfKgXLOENZzrlYLHOSpskwkk.png?width=108&crop=smart&auto=webp&s=44f657685f46d94ef9d15b798883c86e28b757b1', 'width': 108}, {'height': 108, 'url': 'h... |
My personal sovereign LLM use case | 0 | **Right now there is some fuzz aboute about Clawdbot, but I took a different route. I didn't want a chatbot—I wanted a Sovereign Personal OS.**
I built a fully visual "Personal AI OS" that runs locally on my headless Mac Mini. **The best part?** I didn't write a single line of code manually. I used **Google Gemini** t... | 2026-01-27T10:30:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qoa9mk/my_personal_sovereign_llm_use_case/ | No_Astronaut873 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoa9mk | false | null | t3_1qoa9mk | /r/LocalLLaMA/comments/1qoa9mk/my_personal_sovereign_llm_use_case/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '29_XkQ_GKqqSG00A8grfo-zVKFCdzk6rfkFZx14R7r4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/29_XkQ_GKqqSG00A8grfo-zVKFCdzk6rfkFZx14R7r4.png?width=108&crop=smart&auto=webp&s=ab824fc6ebd595954329fe12a6a001097763c3bd', 'width': 108}, {'height': 108, 'url': 'h... |
GitHub introduces Copilot SDK (open source) – anyone can now build Copilot-style agents | 1 | GitHub just released the **Copilot SDK** in technical preview, and it’s actually pretty interesting.
It exposes the **same agent execution loop used by Copilot CLI** — planning, tool invocation, file editing, and command execution — but now you can embed it directly into **your own apps or tools**.
The SDK is **open ... | 2026-01-27T10:30:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qoa9h5/github_introduces_copilot_sdk_open_source_anyone/ | techlatest_net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qoa9h5 | false | null | t3_1qoa9h5 | /r/LocalLLaMA/comments/1qoa9h5/github_introduces_copilot_sdk_open_source_anyone/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'AiKQ3oP4IdkYj8qOZUFG_W3IoNsAXWlm26AQgqWV2f0', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/AiKQ3oP4IdkYj8qOZUFG_W3IoNsAXWlm26AQgqWV2f0.jpeg?width=108&crop=smart&auto=webp&s=347c9b8905239e35a72e5c9790d2bebb257f9be2', 'width': 108}, {'height': 113, 'url': '... |
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