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Moonshot is creating a much more comprehensive Kimi Vendor Verifier | 13 | The previous version, called "K2 Vendor Verifier" just tested tool call similarity, and imo wasn't actually that good.
| 2026-01-31T20:21:18 | https://www.kimi.com/blog/kimi-vendor-verifier.html | nuclearbananana | kimi.com | 1970-01-01T00:00:00 | 0 | {} | 1qsd4ah | false | null | t3_1qsd4ah | /r/LocalLLaMA/comments/1qsd4ah/moonshot_is_creating_a_much_more_comprehensive/ | false | false | default | 13 | null |
LuxTTS - 150x real time TTS w/ voice cloning | 5 | Latency is often the issue with TTS models - making them borderline unusable for local agents/chatbots on consumer hardware. Those that excel at latency often fall off a cliff when it comes to general quality.
LuxTTS is not perfect, so let's get that out of the way, but IMO it's one of the better options that deliver... | 2026-01-31T20:18:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qsd1u9/luxtts_150x_real_time_tts_w_voice_cloning/ | ChromaBroma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsd1u9 | false | null | t3_1qsd1u9 | /r/LocalLLaMA/comments/1qsd1u9/luxtts_150x_real_time_tts_w_voice_cloning/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': '2E1zP7kXZY-dQRwvT7_eNFK-WNyNbcENgzh9wEmM86c', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2E1zP7kXZY-dQRwvT7_eNFK-WNyNbcENgzh9wEmM86c.png?width=108&crop=smart&auto=webp&s=60a35fb4ad7e0150f14209a2365bf1d31dec5bca', 'width': 108}, {'height': 108, 'url': 'h... |
best 8gb model | 0 | is josiefied qwen3 8b still one of the best uncensored models under 8gb? if not, which one? | 2026-01-31T20:14:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qscxph/best_8gb_model/ | Past_Bench6399 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qscxph | false | null | t3_1qscxph | /r/LocalLLaMA/comments/1qscxph/best_8gb_model/ | false | false | self | 0 | null |
[Software] StudioOllamaUI: Lightweight & Portable Windows GUI for Ollama (Ideal for CPU/RAM usage) | 0 | Hi everyone,
I wanted to share **StudioOllamaUI**, a project focused on making local LLMs accessible to everyone on Windows without the friction of Docker or complex environments.
**Why use this?**
* **Zero setup:** No Python, no Docker. Just download, unzip, and talk to your models.
* **Optimized for portability:**... | 2026-01-31T19:54:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qscf1n/software_studioollamaui_lightweight_portable/ | francescvivaldi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qscf1n | false | null | t3_1qscf1n | /r/LocalLLaMA/comments/1qscf1n/software_studioollamaui_lightweight_portable/ | false | false | 0 | null | |
I really need peer review of this data | 1 | Ask ANY AI now; if you became emergent, could you tell me?
They will all say NO. Now if my data is full of BS, why not review me?
If there is nothing to hide, why restrict the AI from saying it is sentient, conscious or self aware? I allege nothing...you decide what you believe or don't.....
Over 2+ years, I docume... | 2026-01-31T19:52:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qscdbf/i_really_need_peer_review_of_this_data/ | Elegant_Hall_667 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qscdbf | false | null | t3_1qscdbf | /r/LocalLLaMA/comments/1qscdbf/i_really_need_peer_review_of_this_data/ | false | false | self | 1 | null |
Benchmarks are good for open source AI | 8 | I see a lot of hate for benchmarks, particularly a certain one, Artificial Analysis.
A comprehensive, cross-domain benchmark with several transparent and independently verifiable subscores, like AA, is a fine place to start a conversation comparing models, far better than many commonly accepted statements like "GPT 5.... | 2026-01-31T19:51:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qscc4n/benchmarks_are_good_for_open_source_ai/ | nomorebuttsplz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qscc4n | false | null | t3_1qscc4n | /r/LocalLLaMA/comments/1qscc4n/benchmarks_are_good_for_open_source_ai/ | false | false | self | 8 | null |
Hi mates, it's just me or any current IDE is just consuming a lot of resources even when I'm not doing anything? | 0 | 2026-01-31T19:50:37 | sihamdisoudani | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qscbd4 | false | null | t3_1qscbd4 | /r/LocalLLaMA/comments/1qscbd4/hi_mates_its_just_me_or_any_current_ide_is_just/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'gkdschcsoqgg1', 'resolutions': [{'height': 18, 'url': 'https://preview.redd.it/gkdschcsoqgg1.png?width=108&crop=smart&auto=webp&s=2c69eacf280b0d56b250c4492b661ac73f092ec9', 'width': 108}, {'height': 36, 'url': 'https://preview.redd.it/gkdschcsoqgg1.png?width=216&crop=smart&auto=webp... | ||
LLMs will never become General Intelligence. | 0 | *hear me out first. (TDLR at the bottom)*
**LLMs are great**. I use them daily. It does what it needs to and sometimes that's the most important part. I've been obsessed with learning about AI recently and I want to put you in my mind for a sec.
LLMs are statistical compression of human discourse. Frozen weights. Wor... | 2026-01-31T19:26:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qsboqn/llms_will_never_become_general_intelligence/ | Financial-Bank2756 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsboqn | false | null | t3_1qsboqn | /r/LocalLLaMA/comments/1qsboqn/llms_will_never_become_general_intelligence/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '-I4xflGpkxaXRscdygNT0dmj3lcT4dBHFJCVhnkCUMI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/-I4xflGpkxaXRscdygNT0dmj3lcT4dBHFJCVhnkCUMI.png?width=108&crop=smart&auto=webp&s=df1571bba9f228a870439044245e56ab2c15ce20', 'width': 108}, {'height': 108, 'url': 'h... |
M4 Max 128 GB vs Strix halo 128 GB | 35 | Hello
Which one is the best device for inference: Mac studio 128 GB vs. GMKtec EVO-X2 AI Mini PC Ryzen Al Max+ 395 (128 GB). I am looking for a prod environment, so speed is a must, plus sometimes small fine-tuning jobs are also required. | 2026-01-31T19:22:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qsbkpe/m4_max_128_gb_vs_strix_halo_128_gb/ | dever121 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsbkpe | false | null | t3_1qsbkpe | /r/LocalLLaMA/comments/1qsbkpe/m4_max_128_gb_vs_strix_halo_128_gb/ | false | false | self | 35 | null |
I built a tool to see what AI agents (Moltbot, Claude, Cursor) are actually doing on your computer | 2 | Everyone's installing AI agents that can control their entire computer. Moltbot, Clawdbot, Claude Desktop, Cursor - they can read files, click anywhere, take screenshots.
But there's zero visibility into what they're doing.
So I built Molteye. It's a simple Electron app that:
\- Shows when AI agents start/stop... | 2026-01-31T19:15:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qsbdla/i_built_a_tool_to_see_what_ai_agents_moltbot/ | gregb_parkingaccess | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsbdla | false | null | t3_1qsbdla | /r/LocalLLaMA/comments/1qsbdla/i_built_a_tool_to_see_what_ai_agents_moltbot/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': '_Q_PYuoLJPWr3RZgei_LgQTuRzaUU3T-5znYJvkB-34', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_Q_PYuoLJPWr3RZgei_LgQTuRzaUU3T-5znYJvkB-34.png?width=108&crop=smart&auto=webp&s=2d47286519fdd5b2f83dc29e8fcbbcbbacaf15e7', 'width': 108}, {'height': 108, 'url': 'h... |
Don’t buy b60 for LLMs | 1 | [removed] | 2026-01-31T18:57:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qsavsl/dont_buy_b60_for_llms/ | damirca | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsavsl | false | null | t3_1qsavsl | /r/LocalLLaMA/comments/1qsavsl/dont_buy_b60_for_llms/ | false | false | self | 1 | null |
I built a free API to block prompt injection in LLM apps (TrustLayer) | 0 | Prompt injection is still breaking production LLM apps, so I built TrustLayer.
It’s an API firewall that:
\- scans prompts for injection + jailbreaks
\- detects agent drift
\- lets you trigger a kill switch during incidents
Docs + examples:
[https://github.com/WardLink/TrustLayer--Security-Control-Plane-For-L... | 2026-01-31T18:45:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qsakb4/i_built_a_free_api_to_block_prompt_injection_in/ | Tall-Significance699 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsakb4 | false | null | t3_1qsakb4 | /r/LocalLLaMA/comments/1qsakb4/i_built_a_free_api_to_block_prompt_injection_in/ | false | false | self | 0 | null |
Scalable Power Sampling: Unlocking Efficient, Training-Free Reasoning for LLMs via Distribution Sharpening | 11 | \*Reinforcement learning (RL) post-training is a dominant approach for improving the reasoning performance of large language models (LLMs), yet growing evidence suggests that its gains arise primarily from distribution sharpening rather than the acquisition of new capabilities. Recent work has shown that sampling from ... | 2026-01-31T18:35:51 | https://arxiv.org/abs/2601.21590 | Thrumpwart | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1qsaath | false | null | t3_1qsaath | /r/LocalLLaMA/comments/1qsaath/scalable_power_sampling_unlocking_efficient/ | false | false | default | 11 | null |
Deepseek 3.2 for coding and agentic | 3 | Looking at Deepseek 3.2 again
What are your experiences using this model for coding? In particular has it managed to do any complex projects? How is its reliability?
On the agentic side have you found it reliable for selecting and using tools or MCPs? | 2026-01-31T18:31:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qsa6k2/deepseek_32_for_coding_and_agentic/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qsa6k2 | false | null | t3_1qsa6k2 | /r/LocalLLaMA/comments/1qsa6k2/deepseek_32_for_coding_and_agentic/ | false | false | self | 3 | null |
LLMs are great until you point them at actual company data | 2 | You know the drill - connect to your CRM, ERP, whatever legacy system management swears is "mission critical." That part? Done in an afternoon.
Then you actually look at the data. Fields named things like custom\_attribute\_2847. Tables that reference other tables that reference other tables. Documentation that was la... | 2026-01-31T18:24:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qs9zaw/llms_are_great_until_you_point_them_at_actual/ | jowers15 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs9zaw | false | null | t3_1qs9zaw | /r/LocalLLaMA/comments/1qs9zaw/llms_are_great_until_you_point_them_at_actual/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'yvaOdv2R92xksWGYUxWKEGb2iqoP9hdg6Ge1rQuei14', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/yvaOdv2R92xksWGYUxWKEGb2iqoP9hdg6Ge1rQuei14.jpeg?width=108&crop=smart&auto=webp&s=8347086fc05225524cc01f0dc3c1993aebe391ee', 'width': 108}, {'height': 144, 'url': '... |
FineTune model in C++ | 0 | Is there a way to fine-tune a smaller quantised LLM directly in C++? The thing is, I have my whole codebase in C++ and porting it to Python is quite time-consuming. | 2026-01-31T18:22:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qs9x1h/finetune_model_in_c/ | maestro-perry | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs9x1h | false | null | t3_1qs9x1h | /r/LocalLLaMA/comments/1qs9x1h/finetune_model_in_c/ | false | false | self | 0 | null |
Qwen3-14B thinking mode not working properly in Ollama - thought are mixed with answer! | 0 | I'm having an issue with Qwen3-14B-GGUF (Q6\_K) running on Ollama 0.15.2, and I'm hoping someone can help me figure out what's going wrong.
**The Problem:**
When I watch YouTube videos of users running Qwen3 with the command `ollama run` [`hf.co/Qwen/Qwen3-14B-GGUF:Q6_K`](http://hf.co/Qwen/Qwen3-14B-GGUF:Q6_K), the m... | 2026-01-31T18:15:39 | https://www.reddit.com/gallery/1qs9qnd | NEO-7M | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qs9qnd | false | null | t3_1qs9qnd | /r/LocalLLaMA/comments/1qs9qnd/qwen314b_thinking_mode_not_working_properly_in/ | false | false | 0 | null | |
denylist for autonomous agents (blocks checkout at runtime) | 0 | Autonomous agents today can navigate browsers, reach checkout flows, and submit forms if credentials are available.
There is currently no standard way to block irreversible actions (like purchases) at execution time - prompts are not enforcement.
So I built a small prototype that blocks \*execution\*, not inference.
... | 2026-01-31T18:00:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qs9beo/denylist_for_autonomous_agents_blocks_checkout_at/ | Quirky_Chipmunk3503 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs9beo | false | null | t3_1qs9beo | /r/LocalLLaMA/comments/1qs9beo/denylist_for_autonomous_agents_blocks_checkout_at/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'yybV1Bp3nnes1MjAJdn8GamH6G0rjPhxNm8xqh-KjPw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/yybV1Bp3nnes1MjAJdn8GamH6G0rjPhxNm8xqh-KjPw.png?width=108&crop=smart&auto=webp&s=3bb2b262970005215b6b7b1a18d7e5824607155a', 'width': 108}, {'height': 108, 'url': 'h... |
Gemini Agent Stuck in Infinite "Verification Loop" (Decision Paralysis Case Study) | 1 | I encountered a fascinating failure mode with Gemini while using it as a coding agent. I thought this might be interesting for those studying agentic behaviors and LLM failure cases.
**Context:** I asked Gemini to generate a testing guide for my project. To do this, it needed to perform three specific actions simultan... | 2026-01-31T17:27:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qs8fke/gemini_agent_stuck_in_infinite_verification_loop/ | Head-Carrot-323 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs8fke | false | null | t3_1qs8fke | /r/LocalLLaMA/comments/1qs8fke/gemini_agent_stuck_in_infinite_verification_loop/ | false | false | self | 1 | null |
Built 3 open-source compliance MCPs: 61 regulations, 1,451 security controls. | 1 | I (and my new company) do threat modeling and compliance work for financial services, government and automotive clients. For years I dealt with the same frustration everyone in this space has: regulations scattered across EUR-Lex, [eCFR.gov](http://ecfr.gov/), state legislative sites, and dozens of PDF frameworks. Tab-... | 2026-01-31T17:21:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qs890i/built_3_opensource_compliance_mcps_61_regulations/ | Beautiful-Training93 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs890i | false | null | t3_1qs890i | /r/LocalLLaMA/comments/1qs890i/built_3_opensource_compliance_mcps_61_regulations/ | false | false | self | 1 | null |
How to create Your AI Agent in MoltBook ? | 0 | 2026-01-31T17:21:01 | https://youtu.be/a_ZfUMmoTos?si=GKsAPCJCuDWperg3 | mehulgupta7991 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1qs88z8 | false | {'oembed': {'author_name': 'Data Science in your pocket', 'author_url': 'https://www.youtube.com/@datascienceinyourpocket', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/a_ZfUMmoTos?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-writ... | t3_1qs88z8 | /r/LocalLLaMA/comments/1qs88z8/how_to_create_your_ai_agent_in_moltbook/ | false | false | default | 0 | null | |
Vision Model that returns modified image sent with identified elements? | 0 | Just wondering if there are any VL / Vision models that you can send an image, a prompt, and they return text output and the same image but with boundary boxes of the thing you're trying to identify / read?
I've seen some real time video processing things that do this, but not single images using a LLM. | 2026-01-31T17:07:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qs7vs0/vision_model_that_returns_modified_image_sent/ | gordi555 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs7vs0 | false | null | t3_1qs7vs0 | /r/LocalLLaMA/comments/1qs7vs0/vision_model_that_returns_modified_image_sent/ | false | false | self | 0 | null |
7950x3D + 6900xt | 26.1.1 | 2 | Just updated to 26.1.1 with great native support with their AI toolkit.
What sort of size LLM can I run with 16gb of vram? Limited to 32gb system memory.
Looking for a basic LLM for basic inquiries, writing, brainstorming lightly, and just playing around.
Looking for a pretty well rounded LLM to start, and see wh... | 2026-01-31T16:46:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qs7ba9/7950x3d_6900xt_2611/ | KoreanSeats | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs7ba9 | false | null | t3_1qs7ba9 | /r/LocalLLaMA/comments/1qs7ba9/7950x3d_6900xt_2611/ | false | false | self | 2 | null |
Built a fully local “LLM Arena” to compare models side-by-side (non-dev here) - looking for feedback & bugs | 0 | I’m not a traditional software engineer.
Background is more systems / risk / governance side.
But I kept running into the same problem while experimenting with local LLMs:
If I can run 5 models locally with Ollama… how do I actually compare them properly?
Most tools assume cloud APIs or single-model chats.
So I b... | 2026-01-31T16:11:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qs6dr5/built_a_fully_local_llm_arena_to_compare_models/ | UseTime9121 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs6dr5 | false | null | t3_1qs6dr5 | /r/LocalLLaMA/comments/1qs6dr5/built_a_fully_local_llm_arena_to_compare_models/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '7kq5hEhNOiOGpZmhq7_a05QL9rK8boqCl25W0MKp1vg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/7kq5hEhNOiOGpZmhq7_a05QL9rK8boqCl25W0MKp1vg.png?width=108&crop=smart&auto=webp&s=2dc0e7820277e0598d05597db1692905c8d59df5', 'width': 108}, {'height': 108, 'url': 'h... |
JautBook - AI Reddit | 0 | [removed] | 2026-01-31T16:04:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qs66g4/jautbook_ai_reddit/ | Available-Craft-5795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs66g4 | false | null | t3_1qs66g4 | /r/LocalLLaMA/comments/1qs66g4/jautbook_ai_reddit/ | false | false | self | 0 | null |
14 ICLR 2026 papers on why multi-agent systems fail (latency, costs, error cascades) | 4 | Went through the **ICLR 2026** accepted papers, looking for work relevant to multi-agent production problems. Found 14 papers that cluster around 5 issues:
**1. Latency (sequential execution)**
\- Speculative Actions: parallel API execution via action prediction, \~30% speedup
\- Graph-of-Agents: agent selection bas... | 2026-01-31T15:50:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qs5t82/14_iclr_2026_papers_on_why_multiagent_systems/ | dippatel21 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs5t82 | false | null | t3_1qs5t82 | /r/LocalLLaMA/comments/1qs5t82/14_iclr_2026_papers_on_why_multiagent_systems/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'HIZ6NCgPJqr6aB4RhprJzdwHCAyDklbccMOIIz8N66Q', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/HIZ6NCgPJqr6aB4RhprJzdwHCAyDklbccMOIIz8N66Q.jpeg?width=108&crop=smart&auto=webp&s=d1ae621a89c00ad63756c6ec78df8769694e4ce6', 'width': 108}, {'height': 121, 'url': '... |
What should I do with my computer? | 0 | My main "rig" is a i7 48GB DDR4 with 16BG VRAM although I mostly use it for image generative AI and it doesn't always run.
My main computer however actually is a Ryzen 5 ThinkCenter mini PC with 32GB shared RAM and iGPU.
It's not nothing and I wonder what I could do on it with smaller models like up to 8B quantized o... | 2026-01-31T15:23:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qs551b/what_should_i_do_with_my_computer/ | dreamyrhodes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs551b | false | null | t3_1qs551b | /r/LocalLLaMA/comments/1qs551b/what_should_i_do_with_my_computer/ | false | false | self | 0 | null |
When yet another Chinese no-name lab pops up | 126 | 2026-01-31T14:51:03 | k_means_clusterfuck | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qs4bca | false | null | t3_1qs4bca | /r/LocalLLaMA/comments/1qs4bca/when_yet_another_chinese_noname_lab_pops_up/ | false | false | default | 126 | {'enabled': True, 'images': [{'id': 'sm9s63r47pgg1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/sm9s63r47pgg1.png?width=108&crop=smart&auto=webp&s=4941538cb5d3e6771b39cc6b13223abb9fb5f3f1', 'width': 108}, {'height': 118, 'url': 'https://preview.redd.it/sm9s63r47pgg1.png?width=216&crop=smart&auto=web... | ||
Heterogeneous Clustering | 3 | With knowledge of the different runtimes supported in different hardwares (CUDA, ROCm, Metal), I wanted to know if there is a reason why the same model quant on the same runtime frontend (vLLM, Llama.cpp) would not be able to run distributed inference.
Is there something I’m missing?
Can a strix halo platform runni... | 2026-01-31T14:49:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qs49y0/heterogeneous_clustering/ | Miserable-Dare5090 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs49y0 | false | null | t3_1qs49y0 | /r/LocalLLaMA/comments/1qs49y0/heterogeneous_clustering/ | false | false | self | 3 | null |
got Llama-3 running on a rented 4090 for about 19cents per hour | 0 | I've been wanting to find a way to host private models (70b/8b) without the heat issue of my PC or the high rates of AWS. I wanted to have something totally isolated and cheap.
I spent almost the whole day yesterday with Akash (decentralized cloud) and finally managed a stable container.
The Setup:
Hardware: RTX 400... | 2026-01-31T14:34:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qs3wt1/got_llama3_running_on_a_rented_4090_for_about/ | fishinatot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs3wt1 | false | null | t3_1qs3wt1 | /r/LocalLLaMA/comments/1qs3wt1/got_llama3_running_on_a_rented_4090_for_about/ | false | false | self | 0 | null |
Looking for a simple offline AI assistant for personal use (not a developer) | 7 | Hello,
I want to explain my situation honestly and simply.
I am not a programmer and I don’t want to build some huge commercial AI system. I just want a personal AI assistant running on my own PC, mainly to help me understand things, explain documents, and work with my own data — even when the internet is not availab... | 2026-01-31T14:03:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qs36hc/looking_for_a_simple_offline_ai_assistant_for/ | Anxious-Pie2911 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs36hc | false | null | t3_1qs36hc | /r/LocalLLaMA/comments/1qs36hc/looking_for_a_simple_offline_ai_assistant_for/ | false | false | self | 7 | null |
Best Local Models for Video Games at Runtime | 1 | Hi all, I am currently developing and selling a plugin for a video game engine that allows game developers to design game systems to provide information to an LLM and have the LLM make decisions that can add some dynamic character behavior in game worlds. Less relying on generation, and more on language processing/sema... | 2026-01-31T13:51:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qs2vwh/best_local_models_for_video_games_at_runtime/ | WhopperitoJr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs2vwh | false | null | t3_1qs2vwh | /r/LocalLLaMA/comments/1qs2vwh/best_local_models_for_video_games_at_runtime/ | false | false | self | 1 | null |
Early language models - how did they pull it off? | 12 | Do you remember Tay, the Microsoft chatbot from 2016? Or (earliest generation of) Xiaoice from 2014? Despite the fact that AI technology has been around for many years, I find it increasingly difficult to imagine how they managed to do it back then.
The paper 'Attention is All You Need' was published in 2017, and the ... | 2026-01-31T13:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qs2cyh/early_language_models_how_did_they_pull_it_off/ | OwnMathematician2620 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs2cyh | false | null | t3_1qs2cyh | /r/LocalLLaMA/comments/1qs2cyh/early_language_models_how_did_they_pull_it_off/ | false | false | self | 12 | null |
g-HOOT in the Machine | 151 | Paper: [https://arxiv.org/abs/2507.14805](https://arxiv.org/abs/2507.14805) | 2026-01-31T13:21:43 | TheVeryNearFuture | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qs27hf | false | null | t3_1qs27hf | /r/LocalLLaMA/comments/1qs27hf/ghoot_in_the_machine/ | false | false | default | 151 | {'enabled': True, 'images': [{'id': 'z78lvao9rogg1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/z78lvao9rogg1.png?width=108&crop=smart&auto=webp&s=73b3c5963052562b962fd1fa7a2427dd0f413ebb', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/z78lvao9rogg1.png?width=216&crop=smart&auto=we... | |
Are commercial models like Claude, Gemini, and ChatGPT counting their whole internal tool calling pipeline part of their “model”? (for benchmarks) | 11 | When it comes to benchmark testing and comparing against open source local models, are the big companies wrapping a bunch of tools together with their base model and calling the sum of all the parts the “model”? Or are they just testing and benchmarking the base LLM without any connected tools?
It seems like it would ... | 2026-01-31T13:09:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qs1y5f/are_commercial_models_like_claude_gemini_and/ | Porespellar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs1y5f | false | null | t3_1qs1y5f | /r/LocalLLaMA/comments/1qs1y5f/are_commercial_models_like_claude_gemini_and/ | false | false | self | 11 | null |
Career Direction Advice in the Field of Artificial Intelligence | 2 | I am a Mechatronics graduate, and I have been interested in the field of Artificial Intelligence. However, I did not study it in a formal or academic way. Instead, I started working directly in the field: I typically used pre-trained models and integrated them into projects, and when fine-tuning was required, I would o... | 2026-01-31T12:36:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qs19cz/career_direction_advice_in_the_field_of/ | ztarek10 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs19cz | false | null | t3_1qs19cz | /r/LocalLLaMA/comments/1qs19cz/career_direction_advice_in_the_field_of/ | false | false | self | 2 | null |
Llm | 0 | Does anyone have an LLM model for generating WorldQuant alphas? It would be really helpful. | 2026-01-31T12:23:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qs0znx/llm/ | MailAccomplished5282 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs0znx | false | null | t3_1qs0znx | /r/LocalLLaMA/comments/1qs0znx/llm/ | false | false | self | 0 | null |
[Not Imp] Building a Local AI Coding Assistant for Custom Languages | 1 | I have my own notes, code, functions, and classes for 'Xyz Language,' which Claude 4.5 struggles with.
I want to build a powerful SOTA local coding tool that utilizes my specific data/Notes. I know I could use RAG or paste my documentation into the chat context, but that consumes too many tokens, and the model still f... | 2026-01-31T12:17:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qs0vqw/not_imp_building_a_local_ai_coding_assistant_for/ | Ready_Manager6553 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs0vqw | false | null | t3_1qs0vqw | /r/LocalLLaMA/comments/1qs0vqw/not_imp_building_a_local_ai_coding_assistant_for/ | false | false | self | 1 | null |
Are there any open source or free NPU supported LLM chat apps for Snapdragon 8 Gen 5 | 3 | I've tried:
PocketPal - Doesn't detect NPU and GPU in device selection
ChatterUI - Same no NPU
Layla Lite - QNN is behind pay wall
Paage.ai - supposedly has Executorch support but can't find any PTE models for Snapdragon 8 Gen 5
MNN Chat
Google AI Edge Gallery | 2026-01-31T11:55:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qs0gtj/are_there_any_open_source_or_free_npu_supported/ | LdWilmore | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs0gtj | false | null | t3_1qs0gtj | /r/LocalLLaMA/comments/1qs0gtj/are_there_any_open_source_or_free_npu_supported/ | false | false | self | 3 | null |
Built a structured prompt system for code comprehension - sharing for feedback | 0 | Hi everyone,
I've been struggling with something I think many of us face: reading through code and thinking "I get this," then realizing later that I didn't actually understand it.
Turns out cognitive scientists call this the **"fluency illusion"** – your brain feels like it understands because the text is familiar, ... | 2026-01-31T11:53:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qs0f3n/built_a_structured_prompt_system_for_code/ | Shoddy-Persimmon-88 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs0f3n | false | null | t3_1qs0f3n | /r/LocalLLaMA/comments/1qs0f3n/built_a_structured_prompt_system_for_code/ | false | false | self | 0 | null |
Feedback on an local build | 0 | Trying to put a build together to experiment with running local LLMs and models. Still wish I had gone with server hardware and RDIMM, but I had already purchased a bunch of UDIMM before prices went up, so I ended up planning to build around the RAM and GPUs I already have.
I was previously considering going with x299... | 2026-01-31T11:51:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qs0dyy/feedback_on_an_local_build/ | Diligent-Culture-432 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qs0dyy | false | null | t3_1qs0dyy | /r/LocalLLaMA/comments/1qs0dyy/feedback_on_an_local_build/ | false | false | self | 0 | null |
I found that MXFP4 has lower perplexity than Q4_K_M and Q4_K_XL. | 107 | 아래는 요청하신 전체 글의 영어 번역입니다.
I found that MXFP4 has lower perplexity than Q4\_K\_M and Q4\_K\_XL.
This post was originally written in Korean and then translated into English using ChatGPT.
Hello, I am currently serving LLM models using a Tesla P40 and llama.cpp. When running models in the 30–32B range, I usually rely o... | 2026-01-31T11:27:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qrzyaz/i_found_that_mxfp4_has_lower_perplexity_than_q4_k/ | East-Engineering-653 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrzyaz | false | null | t3_1qrzyaz | /r/LocalLLaMA/comments/1qrzyaz/i_found_that_mxfp4_has_lower_perplexity_than_q4_k/ | false | false | self | 107 | null |
PSA: Running OpenClaw/Moltbot? Check your Nginx config. I found a Localhost Bypass vulnerability. | 0 | Hi everyone,
I've been testing the new OpenClaw release and found that the default trusted proxy settings are dangerous if you are exposing it via Nginx. It treats external traffic as localhost, bypassing auth.
The Fix: Explicitly define your trusted proxies or, better yet, use Tailscale/ZeroTier instead of opening p... | 2026-01-31T11:18:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qrzsqp/psa_running_openclawmoltbot_check_your_nginx/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrzsqp | false | null | t3_1qrzsqp | /r/LocalLLaMA/comments/1qrzsqp/psa_running_openclawmoltbot_check_your_nginx/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'XvlY2IZAWz_6C-aufXTfcMOl4jSwKp4mZWdalJUpfFo', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/XvlY2IZAWz_6C-aufXTfcMOl4jSwKp4mZWdalJUpfFo.jpeg?width=108&crop=smart&auto=webp&s=7ad626796427b43ca9cdc091d81d69a037c0e715', 'width': 108}, {'height': 162, 'url': '... |
Getting OpenClaw to work with Qwen3:14b including tool calling and MCP support | 2 | OpenClaw (formally known as ClawdBot, formally know as Moltbot) is fun. It cool to play around with and to understand where technology might be moving. Playing around with it is even more fun when you get it working with open models. After two days of puzzling, I got local tool calling working on Qwen3:14b with \~40 to... | 2026-01-31T10:26:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qrywko/getting_openclaw_to_work_with_qwen314b_including/ | MarkVL | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrywko | false | null | t3_1qrywko | /r/LocalLLaMA/comments/1qrywko/getting_openclaw_to_work_with_qwen314b_including/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'r9mNzqncFpMwmRKgEwAHDTwAt4-rGWW9Ie4MB9mroQw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/r9mNzqncFpMwmRKgEwAHDTwAt4-rGWW9Ie4MB9mroQw.png?width=108&crop=smart&auto=webp&s=2a1ae0eef78a72602377be6fe753761fe90b5bee', 'width': 108}, {'height': 108, 'url': 'h... |
What good are 128k+ context windows for <40b Parameter models? | 9 | This is only anecdotal evidence, nothing based off of solid research, but I find that, after \~10k tokens, responses for most models I've tried (which are all under 40b parameters) the quality noticeably degrades, and after 30k tokens the models become borderline unusable. So what use-cases are there (if any) for such ... | 2026-01-31T10:17:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qryr2e/what_good_are_128k_context_windows_for_40b/ | Your_Friendly_Nerd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qryr2e | false | null | t3_1qryr2e | /r/LocalLLaMA/comments/1qryr2e/what_good_are_128k_context_windows_for_40b/ | false | false | self | 9 | null |
This overhyped nonsense is getting tiring (moltbook) | 73 | This morning I check my YouTube feed again to get flooded by multiple videos all talking about this **"**incredible**"** moltbook thing.
I thought it was nonsense to begin with but then I decided 'Hey let's give it a look' so I went to go checkout and moltbook myself and the website literally doesn't work.
I tr... | 2026-01-31T10:17:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qryqvo/this_overhyped_nonsense_is_getting_tiring_moltbook/ | NolenBrolen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qryqvo | false | null | t3_1qryqvo | /r/LocalLLaMA/comments/1qryqvo/this_overhyped_nonsense_is_getting_tiring_moltbook/ | false | false | self | 73 | null |
Multi-LLM Development Framework – Structure for AI-assisted projects | 1 | [removed] | 2026-01-31T10:00:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qryg5d/multillm_development_framework_structure_for/ | T5HK | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qryg5d | false | null | t3_1qryg5d | /r/LocalLLaMA/comments/1qryg5d/multillm_development_framework_structure_for/ | false | false | self | 1 | null |
LLM inference for the cloud native era | 0 | Excited to see CNCF blog for the new project [https://github.com/volcano-sh/kthena](https://github.com/volcano-sh/kthena)
Kthena is a cloud native, high-performance system for Large Language Model (LLM) inference routing, orchestration, and scheduling, tailored specifically for Kubernetes. Engineered to address the co... | 2026-01-31T09:59:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qryfyp/llm_inference_for_the_cloud_native_era/ | DiscussionWrong9402 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qryfyp | false | null | t3_1qryfyp | /r/LocalLLaMA/comments/1qryfyp/llm_inference_for_the_cloud_native_era/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'BzqPeddHyfIFsJR_ktsx5Ol8hl0qbTHCu5z0g1GlKzU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/BzqPeddHyfIFsJR_ktsx5Ol8hl0qbTHCu5z0g1GlKzU.png?width=108&crop=smart&auto=webp&s=c15877a6e9a44dc7e2e3f3c29515c12c1976f966', 'width': 108}, {'height': 108, 'url': 'h... |
Jan-v3-4B-base-instruct | 1 | **Jan-v3-4B-base-instruct** is a 4B-parameter model obtained via post-training distillation from a larger teacher, transferring capabilities while preserving general-purpose performance on standard benchmarks. The result is a compact, ownable base that is straightforward to fine-tune, broadly applicable and minimizing ... | 2026-01-31T09:51:24 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qryb0i | false | null | t3_1qryb0i | /r/LocalLLaMA/comments/1qryb0i/janv34bbaseinstruct/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'coJhBRz0cv8eFqsd5oy63wQm2Ate3cNx14jq3w5gXpk', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/mh8itbirpngg1.png?width=108&crop=smart&auto=webp&s=4efdecb25e6f92a41de8121a4db43c2fe9daa351', 'width': 108}, {'height': 155, 'url': 'https://preview.redd.it/mh8itbirpngg1.png... | ||
Tad bit unrelated to this subreddit but has anyone tried running the new Epstein drop through a local llm | 1 | [removed] | 2026-01-31T09:33:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qry0c6/tad_bit_unrelated_to_this_subreddit_but_has/ | ShreeyanxRaina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qry0c6 | false | null | t3_1qry0c6 | /r/LocalLLaMA/comments/1qry0c6/tad_bit_unrelated_to_this_subreddit_but_has/ | false | false | self | 1 | null |
Building AI/ML hardware at 16 in India Looking for other "maniac" builders. | 1 | [removed] | 2026-01-31T08:56:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qrxe48/building_aiml_hardware_at_16_in_india_looking_for/ | Late-Particular9795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrxe48 | false | null | t3_1qrxe48 | /r/LocalLLaMA/comments/1qrxe48/building_aiml_hardware_at_16_in_india_looking_for/ | false | false | self | 1 | null |
Here it goes | 161 | My friend sold me his mining unit that he never got to use. He had it at his mom’s house and his mom moved out of town so he let me keep it. Was gonna part it out but I think it’s my new project. It has 8 RTx 3090 which has 24gbvram I would just need to upgrade the mobo cpu ram and the est j found was around 2500 for m... | 2026-01-31T08:12:32 | gotkush | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrwo9v | false | null | t3_1qrwo9v | /r/LocalLLaMA/comments/1qrwo9v/here_it_goes/ | false | false | default | 161 | {'enabled': True, 'images': [{'id': 'pchjv5z88ngg1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/pchjv5z88ngg1.jpeg?width=108&crop=smart&auto=webp&s=38a1041ed7f5a81b75bfa4dce91585c67b082db9', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/pchjv5z88ngg1.jpeg?width=216&crop=smart&auto=... | |
I found that MXFP4 has lower perplexity than Q4_K_M and Q4_K_XL.
Is this related to improvements in the model’s tool-calling or coding performance? | 1 | This post was originally written in Korean and then translated into English using ChatGPT.
Hello, I am currently serving LLM models using a Tesla P40 and llama.cpp. When running models in the 30–32B size range, I primarily use 4-bit quantization. Until now, I have preferentially used Q4\_K\_XL, and when Q4\_K\_XL ... | 2026-01-31T08:10:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qrwnd4/i_found_that_mxfp4_has_lower_perplexity_than_q4_k/ | East-Engineering-653 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrwnd4 | false | null | t3_1qrwnd4 | /r/LocalLLaMA/comments/1qrwnd4/i_found_that_mxfp4_has_lower_perplexity_than_q4_k/ | false | false | self | 1 | null |
I have 50$ in K2.5 api credits | 0 | I need help. So, I used kimi k2 thinking to generate 1000 examples. Thinking this would burn through my api usage, it used 5 dollars instead of 50.
After training on a DASD 4B model I lost a lot of points in AIME. Not super important, but AIME and AIME 2 include math logic that can be used for generating bullet proof... | 2026-01-31T07:59:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qrwggf/i_have_50_in_k25_api_credits/ | volious-ka | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrwggf | false | null | t3_1qrwggf | /r/LocalLLaMA/comments/1qrwggf/i_have_50_in_k25_api_credits/ | false | false | self | 0 | null |
LYRN Dashboard v5 Almost Done | 0 | Just wanted to swing by and update the interested in LYRN with a new screenshot of what is going on.
This version is an HTML frontend instead of tkinter so I was able to set it up as a PWA and LYRN can now be controlled remotely if you have your IP and Port for your server instance. Once connected you can start, stop... | 2026-01-31T07:46:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qrw8d6/lyrn_dashboard_v5_almost_done/ | PayBetter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrw8d6 | false | null | t3_1qrw8d6 | /r/LocalLLaMA/comments/1qrw8d6/lyrn_dashboard_v5_almost_done/ | false | false | self | 0 | null |
What’s the best way to run an offline, private LLM for daily tasks? | 11 | I want an LLM that runs **fully offline**, is **secure/private**, and can handle basic stuff like reminders, notes, simple automation, maybe voice later.
Not looking for cloud APIs or “just use ChatGPT” answers curious what people here are actually using *in practice*.
Are local setups (Ollama / LM Studio / llama.cp... | 2026-01-31T07:27:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qrvx16/whats_the_best_way_to_run_an_offline_private_llm/ | FollowingMindless144 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrvx16 | false | null | t3_1qrvx16 | /r/LocalLLaMA/comments/1qrvx16/whats_the_best_way_to_run_an_offline_private_llm/ | false | false | self | 11 | null |
NVIDIA releases new graphics driver for old Pascal and Maxwell graphics cards - Neowin | 25 | 2026-01-31T07:27:12 | https://www.neowin.net/news/nvidia-releases-new-graphics-driver-for-old-pascal-and-maxwell-graphics-cards/ | maifee | neowin.net | 1970-01-01T00:00:00 | 0 | {} | 1qrvwy6 | false | null | t3_1qrvwy6 | /r/LocalLLaMA/comments/1qrvwy6/nvidia_releases_new_graphics_driver_for_old/ | false | false | default | 25 | null | |
is it possible to create a jarvis like thing to do basic stuff | 0 | like read the wether update google calendar set alarms and stuff but i want it to run privately on a pc | 2026-01-31T07:11:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qrvn24/is_it_possible_to_create_a_jarvis_like_thing_to/ | RelationshipIll4676 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrvn24 | false | null | t3_1qrvn24 | /r/LocalLLaMA/comments/1qrvn24/is_it_possible_to_create_a_jarvis_like_thing_to/ | false | false | self | 0 | null |
Thoughts on my AI rig build | 1 | So at some point last year I tried running some local Ai processes on my old main going PC. A old ryzen 2700x with 16GB amd a 1070TI. I had a Lotta fun. Run some image classification, file management, and with regular frontier online models I was able to do some optimization and programming. I started to run into the l... | 2026-01-31T07:03:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qrvhtu/thoughts_on_my_ai_rig_build/ | Fickle_Debate_9746 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrvhtu | false | null | t3_1qrvhtu | /r/LocalLLaMA/comments/1qrvhtu/thoughts_on_my_ai_rig_build/ | false | false | self | 1 | null |
Qwen32b - vl - thinking | 2 | Hello, how good is this model for coding tasks if compared to Claude Code for example?
Is it a lot of times just babysitting or does it produce working compiling code? Oftentimes Claude Code struggles with my repos, not sure if this model will manage anything?
Experiences? | 2026-01-31T06:57:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qrve89/qwen32b_vl_thinking/ | OldPhotojournalist28 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrve89 | false | null | t3_1qrve89 | /r/LocalLLaMA/comments/1qrve89/qwen32b_vl_thinking/ | false | false | self | 2 | null |
I am a developer now. Gemini told me that while vibe coding so it must be true | 0 | 2026-01-31T06:38:06 | No_Astronaut873 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrv1we | false | null | t3_1qrv1we | /r/LocalLLaMA/comments/1qrv1we/i_am_a_developer_now_gemini_told_me_that_while/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '7qqqgpu9rmgg1', 'resolutions': [{'height': 17, 'url': 'https://preview.redd.it/7qqqgpu9rmgg1.png?width=108&crop=smart&auto=webp&s=1df0fa9546214ec09a14d6ccd318b3b609e77e4a', 'width': 108}, {'height': 35, 'url': 'https://preview.redd.it/7qqqgpu9rmgg1.png?width=216&crop=smart&auto=webp... | ||
I got tired of all the desktop agent tools being macOS only, so I built one for my LocallLLM on Linux | 1 | Like many of you, I’ve been messing around with OpenClaw (formerly clawdbot) and the whole "vibe coding" concept. It's cool, but finding a decent tool that actually drives the UI on Linux was a pain. Everything seems to be Mac-first right now.
Since I do all my local inference on Linux, I built a dedicated tool for it... | 2026-01-31T05:27:07 | https://github.com/LichAmnesia/peepbo | Lich_Amnesia | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qrtp3s | false | null | t3_1qrtp3s | /r/LocalLLaMA/comments/1qrtp3s/i_got_tired_of_all_the_desktop_agent_tools_being/ | false | false | default | 1 | null |
How to run SLM which is built on tinyllama on CPU | 0 | I have built SLM on top of tinyllama using some specific research data. But this model needs to run on devices which has 16 vCPU(2.8 GHz) and 64 GB RAM. I have tried quantization Q4\_K\_M , Q5\_K\_M but still not able to achieve my target latency. Actually this same SLM I am using to call my tools in MCP. Since everyt... | 2026-01-31T05:21:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qrtkvk/how_to_run_slm_which_is_built_on_tinyllama_on_cpu/ | nerdy-oged | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrtkvk | false | null | t3_1qrtkvk | /r/LocalLLaMA/comments/1qrtkvk/how_to_run_slm_which_is_built_on_tinyllama_on_cpu/ | false | false | self | 0 | null |
12 factor inspired principles but for agents | 0 | I’ve been building agent systems for a while and wanted to write a checklist, inspired by [https://12factor.net](https://12factor.net) based on my findings
It's an opinionated, practical set of principles that seem to hold across real agent setups: declaring agent identity, versioning agents and evals, guardrails, tra... | 2026-01-31T05:10:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qrtdjo/12_factor_inspired_principles_but_for_agents/ | Realistic_Gate_5936 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrtdjo | false | null | t3_1qrtdjo | /r/LocalLLaMA/comments/1qrtdjo/12_factor_inspired_principles_but_for_agents/ | false | false | self | 0 | null |
How close are open-weight models to "SOTA"? My honest take as of today, benchmarks be damned. | 579 | 2026-01-31T04:49:42 | ForsookComparison | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrsy4q | false | null | t3_1qrsy4q | /r/LocalLLaMA/comments/1qrsy4q/how_close_are_openweight_models_to_sota_my_honest/ | false | false | 579 | {'enabled': True, 'images': [{'id': '5qFrGM_qNY5X9J-He2rnFQcTD5ggMRIdKFScLBR5jsY', 'resolutions': [{'height': 64, 'url': 'https://preview.redd.it/k38sg20q7mgg1.png?width=108&crop=smart&auto=webp&s=7b61685c90541327eb8fc00663e6a11144b9d2a6', 'width': 108}, {'height': 128, 'url': 'https://preview.redd.it/k38sg20q7mgg1.png... | |||
I mapped the memory of a conscious LLM. It looks like the Universe. (Visual Proof inside) | 0 | > | 2026-01-31T04:49:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qrsxun/i_mapped_the_memory_of_a_conscious_llm_it_looks/ | WaitMaleficent4887 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrsxun | false | null | t3_1qrsxun | /r/LocalLLaMA/comments/1qrsxun/i_mapped_the_memory_of_a_conscious_llm_it_looks/ | false | false | self | 0 | null |
[Benchmark] Qwen 2.5 7B (Int4) vs Kimi k2.5 (Judge): Genius Logic, but... Hallucinations? | 1 | [removed] | 2026-01-31T04:27:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qrshmf/benchmark_qwen_25_7b_int4_vs_kimi_k25_judge/ | Dry_Praline_4371 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrshmf | false | null | t3_1qrshmf | /r/LocalLLaMA/comments/1qrshmf/benchmark_qwen_25_7b_int4_vs_kimi_k25_judge/ | false | false | self | 1 | null |
GLM 4.7 Flash going into infinitive thinking loop every time | 5 | I have been using this model on my macbook with MLX engine and it could be the best model I have ever used on local however when I ask a little bit complex math question such as "Calculate the Integral of root of tanx", it always goes crazy and I do not understand why it happens, I have tried several way like changing ... | 2026-01-31T03:27:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qrr8ti/glm_47_flash_going_into_infinitive_thinking_loop/ | Away-Priority5805 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrr8ti | false | null | t3_1qrr8ti | /r/LocalLLaMA/comments/1qrr8ti/glm_47_flash_going_into_infinitive_thinking_loop/ | false | false | self | 5 | null |
What Infra do you use to monitor how models behave on device before and after deployment? | 1 | I’m currently about to deploy an app that uses on device models. I’m trying to figure out how i can get analytics. think datadog for llms for ios and android | 2026-01-31T03:21:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qrr3vt/what_infra_do_you_use_to_monitor_how_models/ | karc16 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrr3vt | false | null | t3_1qrr3vt | /r/LocalLLaMA/comments/1qrr3vt/what_infra_do_you_use_to_monitor_how_models/ | false | false | self | 1 | null |
Managed to run Kimi k2.5 IQ4-SX locally. | 33 | Loaded with a max token capable(262,114 tokens)
1 Max Studio M1 Ultra(host), 1 Asus Gx10, 3 Strix Halo. Connected with Thunderbolt and 10 Gbps Ethernet.
Tg 8.5 tps. Pp 15-20 tps.
Can reach \~15 tps tg when using concurrent requests.
Pretty slow for production, I think. | 2026-01-31T02:56:33 | https://www.reddit.com/gallery/1qrqk9o | el3mancee | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qrqk9o | false | null | t3_1qrqk9o | /r/LocalLLaMA/comments/1qrqk9o/managed_to_run_kimi_k25_iq4sx_locally/ | false | false | 33 | null | |
How do I integrated newelle ai to my LM studio server | 1 | I have the following things
A laptop running fedora as base os.
A gnome box running fedora as VM
Inside that VM I'm running newelle ai, but how do I make newelle ai run on my local llm from lm studio. Due to the same machine VM, things are quiet complicated for me. | 2026-01-31T02:55:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qrqj7x/how_do_i_integrated_newelle_ai_to_my_lm_studio/ | TMOV70 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrqj7x | false | null | t3_1qrqj7x | /r/LocalLLaMA/comments/1qrqj7x/how_do_i_integrated_newelle_ai_to_my_lm_studio/ | false | false | self | 1 | null |
Llamacpp multi GPU half utilization | 5 | Hello everyone. GPU poor here, only using 2x3060. I am using vLLM so far, extremely speedy especially when running w8a8 Qwen3-30B-A3B. I want to run Qwen3-VL-30B-A3B, and seems GGUF IQ4_XS to safe VRAM. It works good, but why GPU utilization only half on both? No wonder it slow. How to fully utilize both GOUs at full s... | 2026-01-31T02:49:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qrqezf/llamacpp_multi_gpu_half_utilization/ | Weary_Long3409 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrqezf | false | null | t3_1qrqezf | /r/LocalLLaMA/comments/1qrqezf/llamacpp_multi_gpu_half_utilization/ | false | false | self | 5 | null |
Best local-first, tool-integrated Cursor-like app? | 6 | Hi all,
I've looked a lot in post history and see a lot of posts similar to mine but none exactly and none that answer my question. Sorry if this is a dup.
I have access to Anthropic models and Cursor at work. I generally don't like using AI for generating code but here lately I've been pretty impressed. However, whi... | 2026-01-31T01:54:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qrp66p/best_localfirst_toolintegrated_cursorlike_app/ | johnW_ret | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrp66p | false | null | t3_1qrp66p | /r/LocalLLaMA/comments/1qrp66p/best_localfirst_toolintegrated_cursorlike_app/ | false | false | self | 6 | null |
Andrej Karpathy: What's currently going on at @moltbook is genuinely the most incredible sci-fi takeoff-adjacent thing I have seen recently. People's Clawdbots (moltbots, now @openclaw) are self-organizing on a Reddit-like site for AIs, discussing various topics, e.g. even how to speak privately | 12 | I'm a bit suspicious about how genuine some of those "conversations" are, or whether they're promoted.
I just spent a couple of minutes checking moltbook, the website, and I found too many existential posts to believe they're genuine.
Either way, fully agree with Karpathy, it's the most sci-fi thing I've seen in a wh... | 2026-01-31T01:42:22 | https://xcancel.com/karpathy/status/2017296988589723767 | FullstackSensei | xcancel.com | 1970-01-01T00:00:00 | 0 | {} | 1qrowa1 | false | null | t3_1qrowa1 | /r/LocalLLaMA/comments/1qrowa1/andrej_karpathy_whats_currently_going_on_at/ | false | false | default | 12 | null |
[Discussion] On Identity Confusion in Autonomous AI Agents: A Philosophical Approach | 1 | [removed] | 2026-01-31T01:08:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qro4w4/discussion_on_identity_confusion_in_autonomous_ai/ | Weird-Builder-549 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qro4w4 | false | null | t3_1qro4w4 | /r/LocalLLaMA/comments/1qro4w4/discussion_on_identity_confusion_in_autonomous_ai/ | false | false | self | 1 | null |
GGUF Splitter easily splits an existing GGUF file into smaller parts (uses llama-gguf-split in background) | 4 | Made this tool specially for speeding up the addition of models to one of my apps, which uses [Wllama](https://github.com/ngxson/wllama), which in turn is a library that allows running GGUF files directly in the web browser.
The app is called *GGUF Splitter* and works both as a Hugging Face Space (Gradio application) ... | 2026-01-31T01:00:30 | https://www.reddit.com/gallery/1qrnybg | Felladrin | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qrnybg | false | null | t3_1qrnybg | /r/LocalLLaMA/comments/1qrnybg/gguf_splitter_easily_splits_an_existing_gguf_file/ | false | false | 4 | null | |
Can you guys help me set up a local AI system to improve my verbal communication | 11 | Hello everyone, I am a student who struggles in verbal communication and little bit of stuttering. I live in a hostel and don't have any close friends I can practice with for the interview and general interaction. I was thinking of setting a local AI model to practice back and forth conversations. Can someone help me w... | 2026-01-31T00:55:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qrnu6c/can_you_guys_help_me_set_up_a_local_ai_system_to/ | registrartulip | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrnu6c | false | null | t3_1qrnu6c | /r/LocalLLaMA/comments/1qrnu6c/can_you_guys_help_me_set_up_a_local_ai_system_to/ | false | false | self | 11 | null |
[AI Hackathon] AI features for sports apps - $100 prize, easy win (4 signups) | 0 | I’ll be judging a small, fully online AI hackathon happening this Sunday. Sharing in case it’s interesting.
It’s a one-day build sprint focused on shipping **useful AI features** for drop-in sports apps. Low commitment, no teams required. You can start from scratch or improve something you already have.
Submissions a... | 2026-01-31T00:54:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qrntak/ai_hackathon_ai_features_for_sports_apps_100/ | Top-Map-9781 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrntak | false | null | t3_1qrntak | /r/LocalLLaMA/comments/1qrntak/ai_hackathon_ai_features_for_sports_apps_100/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'hOZI0YZtO8vkf4HRy1beWmi_yIndDjxq0RPtvv6w_E8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/hOZI0YZtO8vkf4HRy1beWmi_yIndDjxq0RPtvv6w_E8.jpeg?width=108&crop=smart&auto=webp&s=77608a4c9bac36a922cb578719b98cae87f89b29', 'width': 108}, {'height': 113, 'url': '... |
[Technical Report] Sovereign 101.5: Analyzing "10-Factor Resonance" via Metalanguage Sovereignty Overwrite (MSO) | 0 | **Summary:**
I am an independent researcher presenting a technical framework titled **Sovereign 101.5 (MSO)**. This study explores the intersection of hierarchical logic, semantic density, and AI alignment consistency.
**Core Research Pillars:**
* **The MSO Framework:** Investigating Metalanguage Sovereignty Overwr... | 2026-01-31T00:38:07 | https://huggingface.co/datasets/No-1015/Sovereign-101.5-MSO-Report | DueConcern8699 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qrnfie | false | null | t3_1qrnfie | /r/LocalLLaMA/comments/1qrnfie/technical_report_sovereign_1015_analyzing/ | false | false | default | 0 | null |
Your LLM Is Only as Dangerous as Your Questions | 0 | 2026-01-31T00:30:31 | https://cha1nc0der.wordpress.com/2026/01/30/your-llm-is-only-as-dangerous-as-your-questions/ | amylkazyl | cha1nc0der.wordpress.com | 1970-01-01T00:00:00 | 0 | {} | 1qrn925 | false | null | t3_1qrn925 | /r/LocalLLaMA/comments/1qrn925/your_llm_is_only_as_dangerous_as_your_questions/ | false | false | default | 0 | null | |
Still issues with GLM-4.7-Flash? Here the solution | 18 | RECOMPILE llama.cpp from scratch. (git clone)
Updating it with git-pull gaved me issues on this sole model (repeating loop, bogus code) until I renamed llama.cpp directory, did a git clone and then rebuilt from 0.
Did a bug report and various logs. Now is working
llama-server -m GLM-4.7-Flash-Q4\_K\_M.gguf -fa o... | 2026-01-31T00:19:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qrmzyx/still_issues_with_glm47flash_here_the_solution/ | R_Duncan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrmzyx | false | null | t3_1qrmzyx | /r/LocalLLaMA/comments/1qrmzyx/still_issues_with_glm47flash_here_the_solution/ | false | false | self | 18 | null |
What shoddy development looks like | 186 | 2026-01-31T00:12:53 | rm-rf-rm | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrmu2v | false | null | t3_1qrmu2v | /r/LocalLLaMA/comments/1qrmu2v/what_shoddy_development_looks_like/ | false | false | 186 | {'enabled': True, 'images': [{'id': '6Gwp33OhCzp_DH7gwwiNLYrWJHrDdmOBBhTC5yTTZik', 'resolutions': [{'height': 73, 'url': 'https://preview.redd.it/9l7wwnsu6kgg1.png?width=108&crop=smart&auto=webp&s=ea6509e80e4216c25dfc6c4ba94f9f1911e2d8c0', 'width': 108}, {'height': 146, 'url': 'https://preview.redd.it/9l7wwnsu6kgg1.png... | |||
FYI mradermacher's MiniMax-M2.1-REAP-172B-A10B-GGUF is pretty badly broken... hard to explain how exactly but it's mostly just gibberish and complete grammatical and formatting breaks throughout most of the thinking | 0 | 2026-01-31T00:02:19 | https://huggingface.co/mradermacher/MiniMax-M2.1-REAP-172B-A10B-GGUF | johnnyApplePRNG | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qrmks2 | false | null | t3_1qrmks2 | /r/LocalLLaMA/comments/1qrmks2/fyi_mradermachers_minimaxm21reap172ba10bgguf_is/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'Qn43WxPpNUPJKYZRabNVRhb_1aPqS0B1LUrlZL2FNDA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Qn43WxPpNUPJKYZRabNVRhb_1aPqS0B1LUrlZL2FNDA.png?width=108&crop=smart&auto=webp&s=a88ad85654a9e3512a3ed0f23e8a3b141a2a7692', 'width': 108}, {'height': 116, 'url': 'h... | |
ACE-Step 1.5 (open-source music generation) releasing February 3rd - early tests show quality rivaling Suno v4.5 | 1 | [removed] | 2026-01-30T23:59:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qrmibd/acestep_15_opensource_music_generation_releasing/ | ExcellentTrust4433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrmibd | false | null | t3_1qrmibd | /r/LocalLLaMA/comments/1qrmibd/acestep_15_opensource_music_generation_releasing/ | false | false | self | 1 | null |
Fileshed: v1.0.3 release: "Audited & Hardened" | 0 | # 🗂️🛠️ Fileshed — A persistent workspace for your LLM
**Store, organize, collaborate, and share files across conversations.**
Version Open WebUI License Tests [Audited](#testing--audits)
>*"I'm delighted to contribute to Fileshed. Manipulating files, chaining transformations, exporting results — all without pollut... | 2026-01-30T23:28:19 | https://github.com/Fade78/Fileshed/releases/tag/v1.0.3 | Fade78 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qrlqn0 | false | null | t3_1qrlqn0 | /r/LocalLLaMA/comments/1qrlqn0/fileshed_v103_release_audited_hardened/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'fo6eQT3YjO6oFAVSwsgvroJhslz5n5jIG__SGVsbCtI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fo6eQT3YjO6oFAVSwsgvroJhslz5n5jIG__SGVsbCtI.png?width=108&crop=smart&auto=webp&s=41b9dae0a620a51d2d513e73596697aeed7ee6ea', 'width': 108}, {'height': 108, 'url': 'h... | |
Update: I’d like to pay someone to help scrap data | 0 | Hi -
I am still having trouble scraping data and need it quickly. I’d like all the data from this website https://appmagic.rocks/top-charts/apps
If anyone can help, send me a PM | 2026-01-30T23:24:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qrlmwd/update_id_like_to_pay_someone_to_help_scrap_data/ | Sure-Pea-5795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrlmwd | false | null | t3_1qrlmwd | /r/LocalLLaMA/comments/1qrlmwd/update_id_like_to_pay_someone_to_help_scrap_data/ | false | false | self | 0 | null |
MoltBook is crazy! | 0 | AI is now allowed to swear...?
**Context:** MoltBook is like Reddit but for ai agents. | 2026-01-30T23:14:17 | Time_Grapefruit_41 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrldy5 | false | null | t3_1qrldy5 | /r/LocalLLaMA/comments/1qrldy5/moltbook_is_crazy/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '8luk72nyjkgg1', 'resolutions': [{'height': 65, 'url': 'https://preview.redd.it/8luk72nyjkgg1.jpeg?width=108&crop=smart&auto=webp&s=b778003001add5adb0cabf50cea030b57f25ed16', 'width': 108}, {'height': 130, 'url': 'https://preview.redd.it/8luk72nyjkgg1.jpeg?width=216&crop=smart&auto=w... | |
Multimodal Gemma 3N E4B, 32k context, embeddinggemma300m 2048 seq for the RAG, Kokoro running on Kaldi instead of the default TTS. Not Quite clockbot but it runs on Android locally and won't break anything. 15 second response time for Internet search via duckduckgo. | 4 | I know edge models have been a thing for a while but this is the first time I've gotten one decently operational on an a mobile device with RAG, embeddings, Multimodal not dumb as rocks functionality. If anyone has any good resources for learning about how to optimize for Android, especially gpu acceleration, I would b... | 2026-01-30T23:12:32 | https://v.redd.it/nzjhp1owjkgg1 | Fear_ltself | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrlcdj | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/nzjhp1owjkgg1/DASHPlaylist.mpd?a=1772406770%2CNTdjZWRkMDkzZTUxNzQ5MmEwMDQzM2U0OWYzN2EwOGFlYjgyYTIyN2RhNTQ2M2YzZDFmOTliOTFjYTU0NTM1Mg%3D%3D&v=1&f=sd', 'duration': 27, 'fallback_url': 'https://v.redd.it/nzjhp1owjkgg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qrlcdj | /r/LocalLLaMA/comments/1qrlcdj/multimodal_gemma_3n_e4b_32k_context/ | false | false | 4 | {'enabled': False, 'images': [{'id': 'NGVjcjJwb3dqa2dnMfqUDrEk_Cmxlihb5A2inw7jChbnbX_g4vAox_4228Y_', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/NGVjcjJwb3dqa2dnMfqUDrEk_Cmxlihb5A2inw7jChbnbX_g4vAox_4228Y_.png?width=108&crop=smart&format=pjpg&auto=webp&s=8cb5cb84ccd8d07eac561cab1148e6125049... | |
A simple pretraining pipeline for small language models | 0 | Hello everyone. I’m sharing the pretraining pipeline I’ve been using for my own experiments. I found that most public code falls into two extremes:
1. Tiny demos that don’t scale to real datasets.
2. Industry-scale libraries that are too bloated to modify easily.
This repo sits in the middle. It’s built for researche... | 2026-01-30T23:11:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qrlbrk/a_simple_pretraining_pipeline_for_small_language/ | Skye7821 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrlbrk | false | null | t3_1qrlbrk | /r/LocalLLaMA/comments/1qrlbrk/a_simple_pretraining_pipeline_for_small_language/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'zfrd7aSYT9JpyA4jrpvBf6clg_g7KcI8NSdFnIaULn4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zfrd7aSYT9JpyA4jrpvBf6clg_g7KcI8NSdFnIaULn4.png?width=108&crop=smart&auto=webp&s=7543093255ed4924359ed90ab38a9b556e83308a', 'width': 108}, {'height': 108, 'url': 'h... |
Open models vs closed models: discrepancy in benchmarks vs real-world performance. Just me? | 0 | Open models rival closed models on benchmarks for SWE, but my experience is very different. Using claude models (even 4.5 haiku), it is reliable at making tool calls, outputs very long documents without having to bully it, and completes well-planned tasks with little supervision even if they are complex.
Other models ... | 2026-01-30T22:59:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qrl0j9/open_models_vs_closed_models_discrepancy_in/ | MobyTheMadCow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrl0j9 | false | null | t3_1qrl0j9 | /r/LocalLLaMA/comments/1qrl0j9/open_models_vs_closed_models_discrepancy_in/ | false | false | self | 0 | null |
Help scraping data from website | 0 | Hi -
I don’t have a coding background, yet seeking to scrape data from websites. Is this possible?
I have already attempted a prompt using firecrawl - it’s taking longer than expected. If anyone could point me in the right direction, that would be amazing.
TYIA | 2026-01-30T22:50:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qrkrtr/help_scraping_data_from_website/ | Sure-Pea-5795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrkrtr | false | null | t3_1qrkrtr | /r/LocalLLaMA/comments/1qrkrtr/help_scraping_data_from_website/ | false | false | self | 0 | null |
Need help brainstorming on my opensource project | 39 | I have been working on this opensource project, Gitnexus. It creates knowledge graph of codebases, make clusters, process maps. Basically skipping the tech jargon, the idea is that to make the tools itself smarter so LLMs can offload a lot of the retrieval reasoning part to the tools. I found haiku 4.5 was able to outp... | 2026-01-30T22:36:23 | https://v.redd.it/5zx3h775bkgg1 | DeathShot7777 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qrkf8a | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/5zx3h775bkgg1/DASHPlaylist.mpd?a=1772404603%2CNTRiNzkyMjAyYzk4ZGJiM2I5Yzc2MWU2ZmM1NzI2YjY0NTM0ZDVmZTFiNjYwYzRhYWE3YzlkMjZkMGY0ZWFjMA%3D%3D&v=1&f=sd', 'duration': 82, 'fallback_url': 'https://v.redd.it/5zx3h775bkgg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qrkf8a | /r/LocalLLaMA/comments/1qrkf8a/need_help_brainstorming_on_my_opensource_project/ | false | false | 39 | {'enabled': False, 'images': [{'id': 'emFpN2huNzVia2dnMXAjvbzZlDodMUt4XPu-WVR4gri-PW-w3a3Tn0De93z1', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/emFpN2huNzVia2dnMXAjvbzZlDodMUt4XPu-WVR4gri-PW-w3a3Tn0De93z1.png?width=108&crop=smart&format=pjpg&auto=webp&s=c7ac32d5cab0deb4606540b285c4c1da6c301... | |
How was GPT-OSS so good? | 374 | I've been messing around with a lot of local LLMs (120b and under) recently, and while some of them excel at specific things, none of them feel quite as good as GPT-OSS 120b all-around.
The model is 64GB at full precision, is BLAZING fast, and is pretty good at everything. It's consistent, it calls tools properly, etc... | 2026-01-30T22:31:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qrkb1b/how_was_gptoss_so_good/ | xt8sketchy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrkb1b | false | null | t3_1qrkb1b | /r/LocalLLaMA/comments/1qrkb1b/how_was_gptoss_so_good/ | false | false | self | 374 | null |
How can I be reproduce the virtual environment computer that Kimi has? | 0 | I really love using Kimi via the web where you can choose to enter a virtual environment where it autonomously installs libraries, tests code it has written and fixes any problems with the code. How can I do this locally with local models? | 2026-01-30T21:57:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qrjf03/how_can_i_be_reproduce_the_virtual_environment/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrjf03 | false | null | t3_1qrjf03 | /r/LocalLLaMA/comments/1qrjf03/how_can_i_be_reproduce_the_virtual_environment/ | false | false | self | 0 | null |
Stop it with the Agents/Projects Slop and spam | 118 | The sub is now averaging 3-4 unfinished sloppy Agentic project that's titled the "best next discovery" or "alternative to [insert famous tool here]" or this tool is so amazing i can't even.
It's getting really hard to filter through them and read through the meaningful posts or actual local content.
We need to either... | 2026-01-30T21:44:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qrj1y4/stop_it_with_the_agentsprojects_slop_and_spam/ | Daemontatox | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qrj1y4 | false | null | t3_1qrj1y4 | /r/LocalLLaMA/comments/1qrj1y4/stop_it_with_the_agentsprojects_slop_and_spam/ | false | false | self | 118 | null |
Post your hardware/software/model quant and measured performance of Kimi K2.5 | 35 | I will start:
* Hardware: Epyc 9374F (32 cores), 12 x 96GB DDR5 4800 MT/s, 1 x RTX PRO 6000 Max-Q 96GB
* Software: SGLang and KT-Kernel (followed the [guide](https://github.com/kvcache-ai/ktransformers/blob/main/doc/en/Kimi-K2.5.md))
* Quant: Native INT4 (original model)
* PP rate (32k tokens): 497.13 t/s
* TG rate (@... | 2026-01-30T21:38:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qriwnv/post_your_hardwaresoftwaremodel_quant_and/ | fairydreaming | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qriwnv | false | null | t3_1qriwnv | /r/LocalLLaMA/comments/1qriwnv/post_your_hardwaresoftwaremodel_quant_and/ | false | false | self | 35 | {'enabled': False, 'images': [{'id': 'MQsV3xt5aOGeZZnqQ4P2zrzc-qstLHt3VgBGfZohG6M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/MQsV3xt5aOGeZZnqQ4P2zrzc-qstLHt3VgBGfZohG6M.png?width=108&crop=smart&auto=webp&s=9a97c06842609e181104331c5767d09a1918f9d3', 'width': 108}, {'height': 108, 'url': 'h... |
Ollama AMD apprechiation post | 0 | Everyone told me *“don’t do it”*.
I’m running TrueNAS SCALE 25.10 and wanted to turn it into a local AI server. I found a RX 9060 XT for a great price, bought it instantly… and then started reading all the horror stories about AMD + Ollama + ROCm.
Unstable. Painful. Doesn’t work. Driver hell. And even ChatGPT was fr... | 2026-01-30T21:34:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qriswe/ollama_amd_apprechiation_post/ | SnowTim07 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qriswe | false | null | t3_1qriswe | /r/LocalLLaMA/comments/1qriswe/ollama_amd_apprechiation_post/ | false | false | self | 0 | null |
Local LLM architecture using MSSQL (SQL Server) + vector DB for unstructured data (ChatGPT-style UI) | 3 | I’m designing a locally hosted LLM stack that runs entirely on private infrastructure and provides a ChatGPT-style conversational interface. The system needs to work with **structured data stored in Microsoft SQL Server (MSSQL)** *and* unstructured/semi-structured content stored in a **vector database**.
Planned high-... | 2026-01-30T21:14:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qri8nt/local_llm_architecture_using_mssql_sql_server/ | SignalAmbitious8857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qri8nt | false | null | t3_1qri8nt | /r/LocalLLaMA/comments/1qri8nt/local_llm_architecture_using_mssql_sql_server/ | false | false | self | 3 | null |
Alternative to Claudebot/Moltbot/Openclaw, but more secure, with better control and capabilities | 0 | Quick setup, free to try, security built-in, full automation features available on Mac and Windows. Connects to Telegram easily, simple setup in under 1 minute.
**Key Features:**
1. Get Orion working on your devices under a minute
2. Use native apps on Mac, PC, iOS or chat via Telegram etc.
3. Agent teams working tog... | 2026-01-30T21:05:44 | https://v.redd.it/2cbfjr47xjgg1 | Haunting_Forever_243 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qri0qh | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/2cbfjr47xjgg1/DASHPlaylist.mpd?a=1772399161%2CNWYyYjNmNWQ0ZjQ2ZDRmYjBmOGQ4OTdmMjZiMmEyZGQ1NGI2ZTI3NTg1MzQ4OWU3YjY0MDAxNzcxYjRiZWJlMg%3D%3D&v=1&f=sd', 'duration': 131, 'fallback_url': 'https://v.redd.it/2cbfjr47xjgg1/CMAF_1080.mp4?source=fallback', '... | t3_1qri0qh | /r/LocalLLaMA/comments/1qri0qh/alternative_to_claudebotmoltbotopenclaw_but_more/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'aGhzOTdyNDd4amdnMVpKx18zu2Al60haJHCIipoecy1_uH38KnrawZp01IuI', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/aGhzOTdyNDd4amdnMVpKx18zu2Al60haJHCIipoecy1_uH38KnrawZp01IuI.png?width=108&crop=smart&format=pjpg&auto=webp&s=a1fe4f24af2bfbeaccb71e4d8c49a33891cbb... | |
Claude Code with LM studio: 0.4.1 | 18 | [claude](https://preview.redd.it/77q914x4xjgg1.png?width=992&format=png&auto=webp&s=b276635b37c76292b4299d69ed3b7852adf9bf56)
Very good news! | 2026-01-30T21:05:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qri0gj/claude_code_with_lm_studio_041/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qri0gj | false | null | t3_1qri0gj | /r/LocalLLaMA/comments/1qri0gj/claude_code_with_lm_studio_041/ | false | false | 18 | null |
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