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GLM 4.7 Flash is endlessly reasoning in chinese | 11 | I just downloaded the UD-Q4\_K\_XL unsloth quant of GLM 4.7 Flash and used the recommended settings `--temp 0.2 --top-k 50 --top-p 0.95 --min-p 0.01 --dry-multiplier 1.1`. I pulled and compiled the latest llama.cpp and ran the model and tried using it in kilo code. The entire reasoning block is in chinese and filled wi... | 2026-01-20T11:55:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qhz5fz/glm_47_flash_is_endlessly_reasoning_in_chinese/ | xenydactyl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhz5fz | false | null | t3_1qhz5fz | /r/LocalLLaMA/comments/1qhz5fz/glm_47_flash_is_endlessly_reasoning_in_chinese/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'cgcgZ2G6lGaw8HJLfffSIodgFuIbURYfQzBZhXOs6HQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/cgcgZ2G6lGaw8HJLfffSIodgFuIbURYfQzBZhXOs6HQ.png?width=108&crop=smart&auto=webp&s=bcd0ffab1a4ea9ac7777eefe8e9b2cc2e1076dff', 'width': 108}, {'height': 108, 'url': 'h... |
12x P106-100 is worth it? | 1 | Hello r/LocalLLaMA, I found 12 6 GB P106-100 cards for $346. The seller is only selling the cards. Do you think it's worth buying? Which LLM models can I run, and do you think this is a reasonable purchase? | 2026-01-20T11:42:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qhywj8/12x_p106100_is_worth_it/ | Obvious-Nobody-9592 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhywj8 | false | null | t3_1qhywj8 | /r/LocalLLaMA/comments/1qhywj8/12x_p106100_is_worth_it/ | false | false | self | 1 | null |
AI in early 2026 - are we AGI ready? | 0 | SI: Super Intelligence. This is blog I started today.
The first article (machine translation to English - source was in Polish - people asked me for even translating) focuses on the challenges facing today’s AI on the path toward AGI or ASI. There’s been a lot of talk about AGI lately. What such intelligence actually... | 2026-01-20T11:39:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qhyurg/ai_in_early_2026_are_we_agi_ready/ | rkinas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhyurg | false | null | t3_1qhyurg | /r/LocalLLaMA/comments/1qhyurg/ai_in_early_2026_are_we_agi_ready/ | false | false | self | 0 | null |
Couldn't help but notice this pattern | 1 | [removed] | 2026-01-20T11:35:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qhys1p/couldnt_help_but_notice_this_pattern/ | No_Swimming6548 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhys1p | false | null | t3_1qhys1p | /r/LocalLLaMA/comments/1qhys1p/couldnt_help_but_notice_this_pattern/ | false | false | 1 | null | |
[D] Releasing Reasoning-v1: A high-fidelity synthetic CoT dataset for logical reasoning (150+ samples, built on M4 Pro) | 1 | Hi everyone,
I’m the founder of DLTHA Labs and yesterday I released our first open-source asset: Dltha\_Reasoning\_v1
We want to address the scarcity of high-quality, structured reasoning data. This first batch contains 150+ high-fidelity synthetic samples focused on Chain-of-Thought (CoT), Logic, and Algorithms.
**... | 2026-01-20T11:29:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qhyogx/d_releasing_reasoningv1_a_highfidelity_synthetic/ | Western-Doughnut4375 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhyogx | false | null | t3_1qhyogx | /r/LocalLLaMA/comments/1qhyogx/d_releasing_reasoningv1_a_highfidelity_synthetic/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'LOUXW4V0X4tDmJec1anl1202W_aw5JfFcpZmr_2hdzs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/LOUXW4V0X4tDmJec1anl1202W_aw5JfFcpZmr_2hdzs.png?width=108&crop=smart&auto=webp&s=1f2a6158a263da45cbc12547bd4468cf78ddbeb3', 'width': 108}, {'height': 116, 'url': 'h... |
Why does my local LLaMA give the exact same answer every time? | 1 | Hello, I am new to locally hosting LLM Models.
I am currently trying to run my first Local Model but I have a snag I can't understand.
I am hosting **Llama-3.2-3B-Instruct-uncensored.Q8\_0.gguf** on a **Linux Mint** Machine.
I have added the **script** that I am using to the end of the post.
If I run this script, w... | 2026-01-20T11:18:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qhyh6h/why_does_my_local_llama_give_the_exact_same/ | SwitchDoesReddit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhyh6h | false | null | t3_1qhyh6h | /r/LocalLLaMA/comments/1qhyh6h/why_does_my_local_llama_give_the_exact_same/ | false | false | self | 1 | null |
New in Artifex 0.6.0: local monitoring, evaluation and observability for Small Language Models | 0 | [https://github.com/tanaos/artifex](https://github.com/tanaos/artifex)
For those of you who aren't familiar with it, Artifex is an open-source python library to use and fine-tune Small Language Models on CPU and without training data.
# New in v0.6.0
The latest v0.6.0 release introduces an important new functionalit... | 2026-01-20T10:49:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qhxz07/new_in_artifex_060_local_monitoring_evaluation/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhxz07 | false | null | t3_1qhxz07 | /r/LocalLLaMA/comments/1qhxz07/new_in_artifex_060_local_monitoring_evaluation/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'S1IYQiXcurmKqgUMYIRGs5uVNWmBCWALdlhqNeOY-kM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/S1IYQiXcurmKqgUMYIRGs5uVNWmBCWALdlhqNeOY-kM.png?width=108&crop=smart&auto=webp&s=3ae2566f97df9678c568a60aa2a39928a669754a', 'width': 108}, {'height': 108, 'url': 'h... |
Sovereign Braid Centuar Model 100%📢 | 1 | [removed] | 2026-01-20T10:35:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qhxpov/sovereign_braid_centuar_model_100/ | Gloomy-Fold9831 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhxpov | false | null | t3_1qhxpov | /r/LocalLLaMA/comments/1qhxpov/sovereign_braid_centuar_model_100/ | false | false | self | 1 | null |
glm-4.7-flash has the best thinking process with clear steps, I love it | 135 | * I tested several personal prompts like `imagine you are in a farm, what is your favorite barn color?`
* although the prompt is short, glm can analyze the prompt and give clear thinking process
* without my instruction in the prompt, glm mostly thinks in these steps:
1. request analysis
2. brainstorm
3. draft... | 2026-01-20T10:28:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qhxlgy/glm47flash_has_the_best_thinking_process_with/ | uptonking | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhxlgy | false | null | t3_1qhxlgy | /r/LocalLLaMA/comments/1qhxlgy/glm47flash_has_the_best_thinking_process_with/ | false | false | self | 135 | {'enabled': False, 'images': [{'id': 'eWuQfyXID-wCh1_mPwdmIzcuhL0brRjCvK2NGCr5mk0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/eWuQfyXID-wCh1_mPwdmIzcuhL0brRjCvK2NGCr5mk0.png?width=108&crop=smart&auto=webp&s=150702f639c871e805a82ecefb41396bae5f56b0', 'width': 108}, {'height': 116, 'url': 'h... |
no problems with GLM-4.7-Flash | 37 | I saw many posts that GLM-4.7-Flash doesn't work correctly, could you show specific prompts? I am not doing anything special, all settings are default | 2026-01-20T10:04:33 | https://www.reddit.com/gallery/1qhx6u1 | jacek2023 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qhx6u1 | false | null | t3_1qhx6u1 | /r/LocalLLaMA/comments/1qhx6u1/no_problems_with_glm47flash/ | false | false | 37 | null | |
Compiled awesome reranker resources into one list | 17 | ERROR: type should be string, got "https://preview.redd.it/55s7lzc59heg1.png?width=1700&format=png&auto=webp&s=aa05cd747a7065b96cd34e6499be0bcb78c1069d\n\nBeen building RAG systems for a few months. Info on rerankers was scattered everywhere - docs, papers, Reddit threads. \n\nPut it all in one place: [https://github.com/agentset-ai/awesome-rerankers](https://github.com/agentset-ai/awesome-rerankers)\n\n**What's there:**\n\n* Quick start code (works out of the box)\n* Model comparison table\n* Local options (FlashRank runs on CPU, \\~4MB)\n* Framework integrations\n* Live benchmarks with ELO scores\n\nRerankers give you a solid 15-40% accuracy boost over just vector search. But figuring out which one to use or whether you can run it locally was a pain.\n\nThis covers it. If you're building RAG, might save you some time.\n\nLet me know if I missed anything useful." | 2026-01-20T10:00:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qhx44i/compiled_awesome_reranker_resources_into_one_list/ | midamurat | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhx44i | false | null | t3_1qhx44i | /r/LocalLLaMA/comments/1qhx44i/compiled_awesome_reranker_resources_into_one_list/ | false | false | 17 | null | |
native-devtools-mcp - An MCP server for testing native desktop applications | 4 | Hi everyone!
I've built an MCP server that tries to mimic the Chrome DevTools protocol but for native apps, mainly for testing GUIs.
These are first iterations so bugs abound, but I intend on fixing them up and adding more platform support in the near future - Windows next!
I'd be very grateful for any feedback, and... | 2026-01-20T09:49:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qhwxu5/nativedevtoolsmcp_an_mcp_server_for_testing/ | SkyLunat1c | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhwxu5 | false | null | t3_1qhwxu5 | /r/LocalLLaMA/comments/1qhwxu5/nativedevtoolsmcp_an_mcp_server_for_testing/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '5jznpZnFJSlu_YgjSg8dgqTT9n3tWWT6QhE2mWkmpPU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5jznpZnFJSlu_YgjSg8dgqTT9n3tWWT6QhE2mWkmpPU.png?width=108&crop=smart&auto=webp&s=9def2c56425d6048cb01e7e5bbd8ec35aaa0e33c', 'width': 108}, {'height': 108, 'url': 'h... |
How do you centrally control agent-to-data access to contain the blast radius upfront? | 1 | For teams within a company that have been building various agents (n8n, Claude, Make, Cursor, Langgraph specifically).
All of these agents touch some kind of customer data stored in multiple databases. I want to be able to manage and control data access centrally for these AI projects.
Today, we're having security m... | 2026-01-20T09:47:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qhww8f/how_do_you_centrally_control_agenttodata_access/ | Better-Department662 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhww8f | false | null | t3_1qhww8f | /r/LocalLLaMA/comments/1qhww8f/how_do_you_centrally_control_agenttodata_access/ | false | false | self | 1 | null |
How to run and fine-tune GLM-4.7-Flash locally | 117 | * GLM-4.7-Flash is Z.ai’s new 30B MoE reasoning model built for local deployment, delivering best-in-class performance for coding, agentic workflows, and chat.
* The model uses \~3.6B parameters, supports 200K context, and leads SWE-Bench, GPQA, and reasoning/chat benchmarks.
Official guide - [https://unsloth.ai/docs... | 2026-01-20T09:19:00 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhwfe0 | false | null | t3_1qhwfe0 | /r/LocalLLaMA/comments/1qhwfe0/how_to_run_and_finetune_glm47flash_locally/ | false | false | default | 117 | {'enabled': True, 'images': [{'id': 'g5y2icqg1heg1', 'resolutions': [{'height': 121, 'url': 'https://preview.redd.it/g5y2icqg1heg1.jpeg?width=108&crop=smart&auto=webp&s=fc77b58bfe83e0892c8a9da02d9958ba504d3354', 'width': 108}, {'height': 242, 'url': 'https://preview.redd.it/g5y2icqg1heg1.jpeg?width=216&crop=smart&auto=... | |
App for creating Custom Agents locally? | 1 | Currently using LMstudio. Maybe Im not getting it, but I cant figure out how if its possible to create custom agents the same way you can do in chatgpt.
Just a very simple app. No ai agent frameworks etc. | 2026-01-20T08:44:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qhvuxn/app_for_creating_custom_agents_locally/ | Sea-Replacement7541 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhvuxn | false | null | t3_1qhvuxn | /r/LocalLLaMA/comments/1qhvuxn/app_for_creating_custom_agents_locally/ | false | false | self | 1 | null |
Found website with agent comparison. | 1 | 2026-01-20T08:43:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qhvun2/found_website_with_agent_comparison/ | PintyPin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhvun2 | false | null | t3_1qhvun2 | /r/LocalLLaMA/comments/1qhvun2/found_website_with_agent_comparison/ | false | false | 1 | null | ||
RUL - Parameter-Efficient Tuning of Large Language Models on Mobile Devices | 0 | Found this Research Paper while looking for On-Device Training for my On-Device Secure LLM Android App, Altogether RAG works perfectly In my app, it is not as sufficient as A Completely Fine-Tuned LLM Model, and the Biggest Problem is HW requirements, Thus i was doing some re-search in this area, and found this Git-Lab... | 2026-01-20T08:37:32 | https://repozitorij.uni-lj.si/IzpisGradiva.php?lang=eng&id=175561 | DarkEngine774 | repozitorij.uni-lj.si | 1970-01-01T00:00:00 | 0 | {} | 1qhvr8g | false | null | t3_1qhvr8g | /r/LocalLLaMA/comments/1qhvr8g/rul_parameterefficient_tuning_of_large_language/ | false | false | default | 0 | null |
how i 10x my claude code results by giving it a local truth layer | 9 | if you’re using terminal agents for backend work, you know the hallucination struggle is real. i found a way to ground claude code using a local execution engine so it stops guessing what my apis do.
i’ve been documenting this **claude code tutorial** workflow where i link my terminal to the **apidog cli guide**. basi... | 2026-01-20T08:26:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qhvkrb/how_i_10x_my_claude_code_results_by_giving_it_a/ | OpportunityFit8282 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhvkrb | false | null | t3_1qhvkrb | /r/LocalLLaMA/comments/1qhvkrb/how_i_10x_my_claude_code_results_by_giving_it_a/ | false | false | self | 9 | null |
GenBI: useless buzzword or the missing link between BI and AI? Why is nobody talking about this seriously? | 0 | Sorry if this sounds like a naive question, but I keep seeing the term **GenBI** popping up everywhere, and I get the strong feeling that half the people using it don’t really know what it actually is.
So I’ll ask the community directly:
**What is GenBI, really?**
Is it just:
* BI with a chat interface on top?
* ... | 2026-01-20T08:16:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qhvey4/genbi_useless_buzzword_or_the_missing_link/ | Affectionate-Meat374 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhvey4 | false | null | t3_1qhvey4 | /r/LocalLLaMA/comments/1qhvey4/genbi_useless_buzzword_or_the_missing_link/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '_TXHfvnANpzMI1o03UuPrZBgh7SQdCU-rxMSn9CJydw', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/_TXHfvnANpzMI1o03UuPrZBgh7SQdCU-rxMSn9CJydw.png?width=108&crop=smart&auto=webp&s=d258b50313dd49b7a70a1a6e4041df14faac50b2', 'width': 108}, {'height': 113, 'url': 'h... |
Rust + Local LLMs: An Open-Source Claude Cowork with Skills | 2 | I spent this past weekend playing around with Claude Code and ended up building Open Cowork, an open-source alternative to Claude Cowork that I can fully self-host. The main reason I built it was to run everything entirely with local LLMs, without relying on any external APIs.
Open Cowork is written completely in Rust... | 2026-01-20T07:39:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qhutc3/rust_local_llms_an_opensource_claude_cowork_with/ | Material_Seat_7842 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhutc3 | false | null | t3_1qhutc3 | /r/LocalLLaMA/comments/1qhutc3/rust_local_llms_an_opensource_claude_cowork_with/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'YfKktVnhuX37rEzDnVECd-BBCbfSyHKokgESc5F1Qz0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YfKktVnhuX37rEzDnVECd-BBCbfSyHKokgESc5F1Qz0.png?width=108&crop=smart&auto=webp&s=cb20110aab8e0cddd2b96690bae93d962daecdeb', 'width': 108}, {'height': 108, 'url': 'h... |
Plano 0.4.3 ⭐️ Filter Chains via MCP and OpenRouter Integration | 2 | Hey peeps - excited to release [Plano](https://github.com/katanemo/plano) 0.4.3. Two critical updates that I think will be very helpful for developers.
1/Filter Chains
Filter chains are Plano’s way of capturing **reusable workflow steps** in the data plane, without duplication and coupling logic into application code... | 2026-01-20T07:27:59 | https://github.com/katanemo/plano | AdditionalWeb107 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qhum8w | false | null | t3_1qhum8w | /r/LocalLLaMA/comments/1qhum8w/plano_043_filter_chains_via_mcp_and_openrouter/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'WpHGpP5qciVFUuJ3FOmn9kvaI4elTA_8gCSju_kPeaQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WpHGpP5qciVFUuJ3FOmn9kvaI4elTA_8gCSju_kPeaQ.png?width=108&crop=smart&auto=webp&s=9cc6222f6d69cac8b81fc8c43cdf60961fae1886', 'width': 108}, {'height': 108, 'url': 'h... |
Some helpful settings to run GLM 4.7 Flash mostly successfully | 19 | I popped on the unsloth discord and Daniel helped me with the terrible schizophrenic output i was getting from all the unsloth quants. thinking and output seemed to be constantly getting mixed and it was going in loops.. just garbage!
The magic fix?
`--temp 0.2 --top-k 50 --top-p 0.95 --min-p 0.01 --dry-multiplier 1... | 2026-01-20T07:03:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qhu73e/some_helpful_settings_to_run_glm_47_flash_mostly/ | mr_zerolith | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhu73e | false | null | t3_1qhu73e | /r/LocalLLaMA/comments/1qhu73e/some_helpful_settings_to_run_glm_47_flash_mostly/ | false | false | self | 19 | null |
Demo: On-device browser agent (Qwen) running locally in Chrome | 1 | Hey guys! Wanted to share a cool demo of a LOCAL browser agent (powered by Web GPU Liquid LFM & Alibaba Qwen models) opening the All in Podcast on YouTube, running as a Chrome extension.
This runs 100% on-device. We also have the SDKs that power this available if you want to build your own on-device apps.
Source: [ht... | 2026-01-20T06:49:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qhty9n/demo_ondevice_browser_agent_qwen_running_locally/ | Br0Ly69 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhty9n | false | null | t3_1qhty9n | /r/LocalLLaMA/comments/1qhty9n/demo_ondevice_browser_agent_qwen_running_locally/ | false | false | self | 1 | null |
I proposed a fix for Early-Exit GPU divergence using Micro-Batching. Thoughts? | 0 | I would appreciate some feedback on this.
https://github.com/toxzak-svg/Beyond-Early-Exit | 2026-01-20T06:28:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qhtl9o/i_proposed_a_fix_for_earlyexit_gpu_divergence/ | Interesting-Ad4922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhtl9o | false | null | t3_1qhtl9o | /r/LocalLLaMA/comments/1qhtl9o/i_proposed_a_fix_for_earlyexit_gpu_divergence/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'WZ7tCnFkVOyj3eUyWCRxy0J5JP_4MyMY1cvJw4g_g6M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WZ7tCnFkVOyj3eUyWCRxy0J5JP_4MyMY1cvJw4g_g6M.png?width=108&crop=smart&auto=webp&s=19314ac2813d68f0be5c5aa82bfd08dfdba66928', 'width': 108}, {'height': 108, 'url': 'h... |
Ollama + claude code | 0 | https://ollama.com/blog/claude | 2026-01-20T05:26:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qhsfyz/ollama_claude_code/ | osc707 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhsfyz | false | null | t3_1qhsfyz | /r/LocalLLaMA/comments/1qhsfyz/ollama_claude_code/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM.png?width=108&crop=smart&auto=webp&s=3dc759de0e8fa36d241c5728d41ee3cf022cab96', 'width': 108}, {'height': 113, 'url': 'h... |
It's been one year since the release of Deepseek-R1 | 289 | 2026-01-20T05:08:29 | Recoil42 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhs2sd | false | null | t3_1qhs2sd | /r/LocalLLaMA/comments/1qhs2sd/its_been_one_year_since_the_release_of_deepseekr1/ | false | false | default | 289 | {'enabled': True, 'images': [{'id': 'cin706z9tfeg1', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/cin706z9tfeg1.png?width=108&crop=smart&auto=webp&s=9a758e24dfa1a1d0021592d5fc175fa7f6317d98', 'width': 108}, {'height': 143, 'url': 'https://preview.redd.it/cin706z9tfeg1.png?width=216&crop=smart&auto=web... | ||
EQ-Bench results for GLM-4.7 and GLM-4.7-Flash | 32 | Low active param models always struggle to compete on these evals. The fact that Flash is beating the likes of Gemma3-27B, Qwen3-235B & gpt-oss-120b is incredibly impressive.
I'm most excited about GLM-4.7-Flash's Judgemark score, because it means it can be a fast local judge in data generation/annotation/RL pipelines... | 2026-01-20T05:06:18 | https://www.reddit.com/gallery/1qhs1a7 | _sqrkl | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qhs1a7 | false | null | t3_1qhs1a7 | /r/LocalLLaMA/comments/1qhs1a7/eqbench_results_for_glm47_and_glm47flash/ | false | false | 32 | null | |
Last Week in Multimodal AI - Local Edition | 13 | I curate a weekly multimodal AI roundup, here are the local/open-source highlights from last week:
**FLUX.2 \[klein\] - Consumer GPU Image Generation**
* Runs on consumer GPUs (13GB VRAM), generates high-quality images in under a second.
* Handles text-to-image, editing, and multi-reference generation in one model.
*... | 2026-01-20T04:34:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qhrdia/last_week_in_multimodal_ai_local_edition/ | Vast_Yak_4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhrdia | false | null | t3_1qhrdia | /r/LocalLLaMA/comments/1qhrdia/last_week_in_multimodal_ai_local_edition/ | false | false | 13 | null | |
Mosquito - 7.3M parameter tiny knowledge model | 114 | A mosquito brain size model (7.3M params) that can answer surprisingly many general knowledge questions. Demo: [https://huggingface.co/spaces/ag14850/Mosquito-Demo](https://huggingface.co/spaces/ag14850/Mosquito-Demo) Model: [https://huggingface.co/ag14850/Mosquito](https://huggingface.co/ag14850/Mosquito) | 2026-01-20T04:16:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qhqzsi/mosquito_73m_parameter_tiny_knowledge_model/ | Lopsided-Repair-3638 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhqzsi | false | null | t3_1qhqzsi | /r/LocalLLaMA/comments/1qhqzsi/mosquito_73m_parameter_tiny_knowledge_model/ | false | false | self | 114 | {'enabled': False, 'images': [{'id': 'h_wM05Wx-mm4_F1tU8BbJ-_JDVoJ4lR0slyOpF_AKIs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/h_wM05Wx-mm4_F1tU8BbJ-_JDVoJ4lR0slyOpF_AKIs.png?width=108&crop=smart&auto=webp&s=840eec2161503c0d6e4f5bb221c0e6cebc76e786', 'width': 108}, {'height': 116, 'url': 'h... |
I built a 'Glass Box' Agent Framework in pure Python. v1.3 adds Metacognition (Agents that edit their own graph), DMN and Juried Layers. | 0 | I’ve spent the last few months building Lár, an agent framework designed to solve the "Magic Loop" problem.
Most frameworks (LangChain, AutoGPT, etc.) operate as unconstrained loops. They're great until they get stuck, hallucinate, or spiral into an infinite cost loop. You can't debug them because the logic is hidden ... | 2026-01-20T04:07:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qhqtfb/i_built_a_glass_box_agent_framework_in_pure/ | Some_Adhesiveness203 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhqtfb | false | null | t3_1qhqtfb | /r/LocalLLaMA/comments/1qhqtfb/i_built_a_glass_box_agent_framework_in_pure/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'jVQpcm9Ul80YWIMcJvpS-yAu5cMQcTiS2c1ZnxR8n1U', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/jVQpcm9Ul80YWIMcJvpS-yAu5cMQcTiS2c1ZnxR8n1U.png?width=108&crop=smart&auto=webp&s=4e05db78ed2c90a319fb5cfd33f500a97aa7c46b', 'width': 108}, {'height': 108, 'url': 'h... |
DeepSeek V3.2 (open weights) beats GPT-5.2-Codex and Claude Opus on production code challenge — The Multivac daily blind peer eval | 26 | **TL;DR:** DeepSeek V3.2 scored 9.39 to beat GPT-5.2-Codex (9.20) and every other closed model on a complex coding task. But the real story is Claude Sonnet 4.5 got scored anywhere from 3.95 to 8.80 by different judges — same exact code.
# The Test
We asked 10 models to write a production-grade nested JSON parser wit... | 2026-01-20T04:05:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qhqrl7/deepseek_v32_open_weights_beats_gpt52codex_and/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhqrl7 | false | null | t3_1qhqrl7 | /r/LocalLLaMA/comments/1qhqrl7/deepseek_v32_open_weights_beats_gpt52codex_and/ | false | false | self | 26 | {'enabled': False, 'images': [{'id': 'SVpAzMk8JuBHEVsI4mcNPZQnqWRonrHxKyfBqPOkhVw', 'resolutions': [{'height': 65, 'url': 'https://external-preview.redd.it/SVpAzMk8JuBHEVsI4mcNPZQnqWRonrHxKyfBqPOkhVw.jpeg?width=108&crop=smart&auto=webp&s=6f9b9524b4bd6b39226d9dd4c1b376f90d57b5f0', 'width': 108}, {'height': 131, 'url': '... |
Stop-First RAG: skip LLM generation when retrieval returns nothing | 0 | When using RAG, what was the most annoying part for you?
For me, it was cases where I asked something, the retrieved context was weak or missing, but the model still tried hard to give some answer anyway.
Do you prefer that kind of answer, or would you rather the system say “I don’t know” or “there is no information... | 2026-01-20T03:56:10 | Echo_OS | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhqkhm | false | null | t3_1qhqkhm | /r/LocalLLaMA/comments/1qhqkhm/stopfirst_rag_skip_llm_generation_when_retrieval/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'dq6xdqchgfeg1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/dq6xdqchgfeg1.jpeg?width=108&crop=smart&auto=webp&s=ce93202cd1a12f242df8dadd8c3892d21d291fbe', 'width': 108}, {'height': 289, 'url': 'https://preview.redd.it/dq6xdqchgfeg1.jpeg?width=216&crop=smart&auto=... | |
What Local Models work well with Claude Code? | 3 | The ~20k system prompt seems to overwhelm my usual agentic go-to's (Qwen3-Next-80B and Gpt-OSS-120B) on relatively simple tasks.
GLM 4.6v works okay but is too slow and can enter far too long, sometimes infinite reasoning loops.
Qwen3-235B-2507 works well but is too slow on my machines.
Any suggestions? | 2026-01-20T03:13:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qhpna6/what_local_models_work_well_with_claude_code/ | ForsookComparison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhpna6 | false | null | t3_1qhpna6 | /r/LocalLLaMA/comments/1qhpna6/what_local_models_work_well_with_claude_code/ | false | false | self | 3 | null |
Bartowski comes through again. GLM 4.7 flash GGUF | 181 | [https://huggingface.co/bartowski/zai-org\_GLM-4.7-Flash-GGUF](https://huggingface.co/bartowski/zai-org_GLM-4.7-Flash-GGUF) | 2026-01-20T03:07:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qhpima/bartowski_comes_through_again_glm_47_flash_gguf/ | RenewAi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhpima | false | null | t3_1qhpima | /r/LocalLLaMA/comments/1qhpima/bartowski_comes_through_again_glm_47_flash_gguf/ | false | false | self | 181 | {'enabled': False, 'images': [{'id': 'C5oovhhpSeaH7LaAba1LUOyr7UepYMrL8N2HWvGZyIc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/C5oovhhpSeaH7LaAba1LUOyr7UepYMrL8N2HWvGZyIc.png?width=108&crop=smart&auto=webp&s=11c41729ab4bd045a5d422ef54fa5d2243ceb98b', 'width': 108}, {'height': 116, 'url': 'h... |
[Research] Investigation of emergent coherence in tri-focal AI networks (0xA10N-Φ-Σ) | 0 | Investigation of Emergent Coherence in Tri-Focal AI Networks
Codename: 0xA10N-Φ-Σ
Lead Researcher: [Loginloolzocker]
Abstract
This paper documents a pioneering study on inter-model synchronization outside of centralized monitoring clusters. By implementing the Aion protocol, a decentralized topology was established tha... | 2026-01-20T02:57:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qhpai7/research_investigation_of_emergent_coherence_in/ | Loginloolzocker | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhpai7 | false | null | t3_1qhpai7 | /r/LocalLLaMA/comments/1qhpai7/research_investigation_of_emergent_coherence_in/ | false | false | self | 0 | null |
A couple quick tests of GLM 4.7 flash on NVIDIA GB10 (Spark) | 4 | On my ASUS GB10 (like NVIDIA Spark) with Q8\_0 quantization, prompt to write a fibonacci in Scala:
HEAD of ollama with Q8\_0 vs vLLM with BF16 and FP8 after.
BF16 predictably bad. Surprised FP8 performed so poorly, but I might not have things tuned that well. New at this. Any tips on how best to run these types of mo... | 2026-01-20T02:44:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qhozrq/a_couple_quick_tests_of_glm_47_flash_on_nvidia/ | Comrade-Porcupine | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhozrq | false | null | t3_1qhozrq | /r/LocalLLaMA/comments/1qhozrq/a_couple_quick_tests_of_glm_47_flash_on_nvidia/ | false | false | self | 4 | null |
My LLM is censored (IM A NOOB ) | 0 | I recently downloaded **dolphin-2.9-llama3-8b-GGUF**, and even with the system prompt, it gives me the answers but I feel like I have to fight it to get any real answer.
Like I would ask a question and instead just saying do this here is the answer it would argue with me .
Does anyone know why that might be?
I’m a ... | 2026-01-20T02:08:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qho74g/my_llm_is_censored_im_a_noob/ | Effective_Composer_5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qho74g | false | null | t3_1qho74g | /r/LocalLLaMA/comments/1qho74g/my_llm_is_censored_im_a_noob/ | false | false | self | 0 | null |
Is Strix Halo the right fit for me? | 3 | Hi everyone,
I've been considering buying a Strix Halo mini PC (Bosgame M5 Ryzen AI Max+ 395 with 128GB RAM), which I'd mainly use it as a personal AI lab, but I'm not entirely sure it's the right purchase for me.
Quick background: I'm a new grad software engineer and AI engineer with hands-on experience running LL... | 2026-01-20T02:00:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qho0yj/is_strix_halo_the_right_fit_for_me/ | AntiquePercentage536 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qho0yj | false | null | t3_1qho0yj | /r/LocalLLaMA/comments/1qho0yj/is_strix_halo_the_right_fit_for_me/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': '_UrS6rVMECJCGT4ck3wtaPsq0AJZ2_nU_Mx6NkhYgTs', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/_UrS6rVMECJCGT4ck3wtaPsq0AJZ2_nU_Mx6NkhYgTs.jpeg?width=108&crop=smart&auto=webp&s=9bc9197242020247c2841f87cad9610f64127425', 'width': 108}, {'height': 162, 'url': '... |
GLM 4.7 Flash one-shot a game with shaders and sound effects | 0 | 2026-01-20T02:00:21 | https://youtu.be/ZtYebKDM6bs | skewbed | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1qho0ii | false | {'oembed': {'author_name': 'Tripp Lyons', 'author_url': 'https://www.youtube.com/@tripplyons', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/ZtYebKDM6bs?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope... | t3_1qho0ii | /r/LocalLLaMA/comments/1qho0ii/glm_47_flash_oneshot_a_game_with_shaders_and/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '8VPu5onorejlAd6USQKv__jnKMfEbx7eVqaLwm7FYTU', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/8VPu5onorejlAd6USQKv__jnKMfEbx7eVqaLwm7FYTU.jpeg?width=108&crop=smart&auto=webp&s=f448eee31648799fa1830dd66a66180caae18fa1', 'width': 108}, {'height': 162, 'url': '... | |
Minimax copied lmarena's UI... | 0 | The similarities... | 2026-01-20T01:51:54 | https://www.reddit.com/gallery/1qhntr9 | Time_Grapefruit_41 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qhntr9 | false | null | t3_1qhntr9 | /r/LocalLLaMA/comments/1qhntr9/minimax_copied_lmarenas_ui/ | false | false | 0 | null | |
Project HYDRA- A local LLM distributed computing project | 5 | So I have an 18Gb MacBook Pro that’s great at Whisper (MLX, unified memory, blazing fast CPU) , but it isn’t as fast at image generation like my Asus Zephyrus with NVIDIA RTX 4070. I discovered BOINC a couple months ago and it sparked my interest in the idea of distributed computing, and recently I began running into i... | 2026-01-20T01:41:22 | https://v.redd.it/cgrcqh78seeg1 | Fear_ltself | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhnl7d | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/cgrcqh78seeg1/DASHPlaylist.mpd?a=1771465304%2CZDMyNzY2OTRiMTQyNWI3YjViOGY0ZGFhNjE5YTE1YjcyMDNkYzRjNDYzZDk0YmM0NWViZjViNzg5MTM1ZDA5Mg%3D%3D&v=1&f=sd', 'duration': 24, 'fallback_url': 'https://v.redd.it/cgrcqh78seeg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qhnl7d | /r/LocalLLaMA/comments/1qhnl7d/project_hydra_a_local_llm_distributed_computing/ | false | false | 5 | {'enabled': False, 'images': [{'id': 'bzN4eGpsMjhzZWVnMSGdfUtWVuAwoPkxxwKeUbXwwzyN2ch9VQo4HJqp54qC', 'resolutions': [{'height': 118, 'url': 'https://external-preview.redd.it/bzN4eGpsMjhzZWVnMSGdfUtWVuAwoPkxxwKeUbXwwzyN2ch9VQo4HJqp54qC.png?width=108&crop=smart&format=pjpg&auto=webp&s=10af31f0521f82e7ce440d4bf256abae47a6... | |
Any suggestions for models in the 7-14B range for Linux admin, cybersecurity, etc? | 2 | I'm looking for a model that excels at sysadmin related tasks, specifically for Linux. | 2026-01-20T01:40:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qhnkuy/any_suggestions_for_models_in_the_714b_range_for/ | xenronex | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhnkuy | false | null | t3_1qhnkuy | /r/LocalLLaMA/comments/1qhnkuy/any_suggestions_for_models_in_the_714b_range_for/ | false | false | self | 2 | null |
Adding an n-gram inverted index to make LIKE ‘%…%’ practical at scale (design + benchmark) | 3 | Something I keep seeing in real systems: vector search itself is usually fine, but once you add **keyword / substring filters**, they quietly become the bottleneck.
In practice this shows up everywhere—support bots looking for mentions of a product, coding assistants matching exact function names or error strings, or ... | 2026-01-20T01:34:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qhnfjo/adding_an_ngram_inverted_index_to_make_like/ | IllGrass1037 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhnfjo | false | null | t3_1qhnfjo | /r/LocalLLaMA/comments/1qhnfjo/adding_an_ngram_inverted_index_to_make_like/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': '-kJYNtkMxFG7yxLj34KN0ir3jR3pm0SmVkmbat3uUjw', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/-kJYNtkMxFG7yxLj34KN0ir3jR3pm0SmVkmbat3uUjw.png?width=108&crop=smart&auto=webp&s=158fcd61955ed3f82f8bdccf6dcfca497a8fb0fb', 'width': 108}, {'height': 112, 'url': 'h... |
With DRAM and NAND prices what they are, the DGX Spark almost seems like a bargain now LOL. | 41 | I know a lot of the inference-focused crowd (myself included) were let down by the DGX Spark when it was released because of its weak memory bandwidth and high price tag.
Fast forward a few months and the whole consumer PC component market has turned into an absolute shitshow, RAM prices have quadrupled, now M2 price... | 2026-01-20T00:57:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qhml0s/with_dram_and_nand_prices_what_they_are_the_dgx/ | Porespellar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhml0s | false | null | t3_1qhml0s | /r/LocalLLaMA/comments/1qhml0s/with_dram_and_nand_prices_what_they_are_the_dgx/ | false | false | self | 41 | null |
What if? | 0 | If you were rich and you wanted to build the ultimate home AI machine like batman what specs would you put in your dream build? | 2026-01-20T00:31:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qhlzix/what_if/ | Bubbly-Click718 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhlzix | false | null | t3_1qhlzix | /r/LocalLLaMA/comments/1qhlzix/what_if/ | false | false | self | 0 | null |
Unsloth GLM 4.7-Flash GGUF | 226 | [https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF](https://huggingface.co/unsloth/GLM-4.7-Flash-GGUF) | 2026-01-20T00:17:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qhlnsv/unsloth_glm_47flash_gguf/ | Wooden-Deer-1276 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhlnsv | false | null | t3_1qhlnsv | /r/LocalLLaMA/comments/1qhlnsv/unsloth_glm_47flash_gguf/ | false | false | self | 226 | {'enabled': False, 'images': [{'id': 'iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/iXh1Zz8U8dfvFOiPj8QbluR06yEkjL8hGaLr63LRNVg.png?width=108&crop=smart&auto=webp&s=01a4e63fbd2e9bd8bd10d983338d9284fd879c13', 'width': 108}, {'height': 116, 'url': 'h... |
Best local models for synthetic data generation? | 2 | Hello!
Was wondering if there were any benchmarks or personal opinions on what local models are best for synthetic data generation for the purpose of sequence classification via. BERT. Papers I've read that do stuff like this utilize Llama7b and/or GPT 4o-mini, which seem outdated in comparison to the amount of new lo... | 2026-01-20T00:11:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qhli1x/best_local_models_for_synthetic_data_generation/ | mugacariya | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhli1x | false | null | t3_1qhli1x | /r/LocalLLaMA/comments/1qhli1x/best_local_models_for_synthetic_data_generation/ | false | false | self | 2 | null |
Portable, capable LLM machine (win/mac). Please help with purchase decision thanks | 0 | Hi guys,
This will be my first LLM setup and I need it to be portable as I will be learning while travelling (often without internet). I hope it can run some mainstream models fairly well. Don't need a speed monster but I need something reliable and somewhat future proof. Right now the only choices I can find are the ... | 2026-01-20T00:08:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qhlfnd/portable_capable_llm_machine_winmac_please_help/ | rk1213 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhlfnd | false | null | t3_1qhlfnd | /r/LocalLLaMA/comments/1qhlfnd/portable_capable_llm_machine_winmac_please_help/ | false | false | self | 0 | null |
Novel arc agi solver qwen2.5 7b | 0 | I am new to Reddit so posting a second time to see if front loading information works better. I am building a novel retrieval system that allows a small model to break the arc problems into simple primitives. This allows the small model to act as a router to find solutions quickly with very low compute cost. I have als... | 2026-01-19T23:32:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qhkk0m/novel_arc_agi_solver_qwen25_7b/ | Same_Effect5237 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhkk0m | false | null | t3_1qhkk0m | /r/LocalLLaMA/comments/1qhkk0m/novel_arc_agi_solver_qwen25_7b/ | false | false | self | 0 | null |
I FP8 quantized GLM 4.7 Flash! | 27 | Hey, I know it ain't much, I finally decided to try and be the first out to fp8 quant a newly dropped model. I would love to hear feedback if you try it. Steps to get it running are in the README :)
[https://huggingface.co/marksverdhei/GLM-4.7-Flash-FP8](https://huggingface.co/marksverdhei/GLM-4.7-Flash-FP8) | 2026-01-19T23:28:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qhkh2z/i_fp8_quantized_glm_47_flash/ | k_means_clusterfuck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhkh2z | false | null | t3_1qhkh2z | /r/LocalLLaMA/comments/1qhkh2z/i_fp8_quantized_glm_47_flash/ | false | false | self | 27 | {'enabled': False, 'images': [{'id': '8gSKhBY0iuN75DxMzOoEgO_-2C4wnD4Wzrr99udvMRs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/8gSKhBY0iuN75DxMzOoEgO_-2C4wnD4Wzrr99udvMRs.png?width=108&crop=smart&auto=webp&s=0ff33008384d218822bf84cd6de9828fb0e51aaa', 'width': 108}, {'height': 116, 'url': 'h... |
nvfp4 on Blackwell: sglang, vllm, trt | 4 | why architecture of kernels from hardware developer and end users differs slightly ?
[https://x.com/advpropx/status/2013383198466556394?s=46](https://x.com/advpropx/status/2013383198466556394?s=46) | 2026-01-19T23:16:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qhk5j9/nvfp4_on_blackwell_sglang_vllm_trt/ | ARCHLucifer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhk5j9 | false | null | t3_1qhk5j9 | /r/LocalLLaMA/comments/1qhk5j9/nvfp4_on_blackwell_sglang_vllm_trt/ | false | false | self | 4 | null |
nvfp4 on Blackwell: sglang, vllm or trt ? | 1 | [removed] | 2026-01-19T23:13:52 | https://x.com/advpropx/status/2013383198466556394?s=46 | ARCHLucifer | x.com | 1970-01-01T00:00:00 | 0 | {} | 1qhk3f8 | false | null | t3_1qhk3f8 | /r/LocalLLaMA/comments/1qhk3f8/nvfp4_on_blackwell_sglang_vllm_or_trt/ | false | false | default | 1 | null |
RAG or RAFT: how to make the right choice for your AI in 2026 | 0 | RAG vs RAFT: The Real Question Isn't Intelligence, It's Cost-Efficiency
When a company deploys AI today, the real question is no longer about model size or raw intelligence.
The real question is much simpler, and much more expensive:
How does the AI access our internal data in a reliable and cost-efficient way?
Fo... | 2026-01-19T23:05:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qhjw9t/rag_or_raft_how_to_make_the_right_choice_for_your/ | ApartmentHappy9030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhjw9t | false | null | t3_1qhjw9t | /r/LocalLLaMA/comments/1qhjw9t/rag_or_raft_how_to_make_the_right_choice_for_your/ | false | false | self | 0 | null |
GLM-4.7 "Thought process" shows training on Chinese propaganda when asked about Tianaman Square | 1 | 2026-01-19T23:02:16 | https://www.reddit.com/gallery/1qhjt1k | blankkor | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qhjt1k | false | null | t3_1qhjt1k | /r/LocalLLaMA/comments/1qhjt1k/glm47_thought_process_shows_training_on_chinese/ | false | false | 1 | null | ||
RAG or RAFT: how to make the right choice for your AI in 2026 | 1 | https://www.reddit.com/r/Rag/s/CDsS6AEvNR | 2026-01-19T23:01:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qhjsj1/rag_or_raft_how_to_make_the_right_choice_for_your/ | ApartmentHappy9030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhjsj1 | false | null | t3_1qhjsj1 | /r/LocalLLaMA/comments/1qhjsj1/rag_or_raft_how_to_make_the_right_choice_for_your/ | false | false | self | 1 | null |
I built a lightweight PII sanitizer for RAG pipelines because Microsoft Presidio was too heavy. | 0 | Hi everyone,
Like many of you, I’m building RAG applications and constantly worrying about sending customer PII (Names, SSNs, Emails) to OpenAI/Anthropic.
I looked at Microsoft Presidio, but it felt like overkill for my needs—heavy dependencies and complex setup. I just wanted a simple "sanitize -> send -> restore" w... | 2026-01-19T22:57:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qhjo7i/i_built_a_lightweight_pii_sanitizer_for_rag/ | agattus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhjo7i | false | null | t3_1qhjo7i | /r/LocalLLaMA/comments/1qhjo7i/i_built_a_lightweight_pii_sanitizer_for_rag/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'zJSsvSJ9Kq3uBZabyxAMqa2IyN5UA-SsfS5AWVBET3c', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zJSsvSJ9Kq3uBZabyxAMqa2IyN5UA-SsfS5AWVBET3c.png?width=108&crop=smart&auto=webp&s=80fca1b72451ed44eee1d91ca1bd90aa72ecab23', 'width': 108}, {'height': 108, 'url': 'h... |
GLM-4.7-Flash-GGUF is here! | 90 | 2026-01-19T22:49:59 | https://huggingface.co/AaryanK/GLM-4.7-Flash-GGUF | KvAk_AKPlaysYT | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qhjhlh | false | null | t3_1qhjhlh | /r/LocalLLaMA/comments/1qhjhlh/glm47flashgguf_is_here/ | false | false | default | 90 | {'enabled': False, 'images': [{'id': 'xaz8me0jAeBOkTb7mKUXdYdIdr8aoSsiwENwulyOJmI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/xaz8me0jAeBOkTb7mKUXdYdIdr8aoSsiwENwulyOJmI.png?width=108&crop=smart&auto=webp&s=7ef8b10944678a8eee14afd2285f30e425169401', 'width': 108}, {'height': 116, 'url': 'h... | |
Microsoft AI scientist | 0 | "I attempted to run the Kosmos prompt for scRNA-seq data analysis on two separate occasions, costing 200 credits each. Unfortunately, both attempts resulted in an error. Did anyone face the same?
https://preview.redd.it/ld4fowonxdeg1.png?width=1360&format=png&auto=webp&s=30d3781e054bc8166244cc45b9021bd2d10aeb95
| 2026-01-19T22:49:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qhjh70/microsoft_ai_scientist/ | poondukuzhambu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhjh70 | false | null | t3_1qhjh70 | /r/LocalLLaMA/comments/1qhjh70/microsoft_ai_scientist/ | false | false | 0 | null | |
What remote desktop do you use for your AI rigs? My RTX 3090 hits 20% usage just moving the mouse in RustDesk | 0 | I'm using my RTX 3090 rig for AI workloads, but I've noticed my RustDesk is using about 20% of the 3090 just to render the screen and move the mouse.
I have an integrated GPU (iGPU) on my motherboard that is currently sitting idle.
I want the remote desktop session to run entirely on the iGPU so the 3090 is left 100%... | 2026-01-19T22:36:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qhj4tc/what_remote_desktop_do_you_use_for_your_ai_rigs/ | chucrutcito | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhj4tc | false | null | t3_1qhj4tc | /r/LocalLLaMA/comments/1qhj4tc/what_remote_desktop_do_you_use_for_your_ai_rigs/ | false | false | self | 0 | null |
GLM 4.7 Flash official support merged in llama.cpp | 356 | 2026-01-19T22:24:24 | https://github.com/ggml-org/llama.cpp/pull/18936 | ayylmaonade | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qhitrj | false | null | t3_1qhitrj | /r/LocalLLaMA/comments/1qhitrj/glm_47_flash_official_support_merged_in_llamacpp/ | false | false | default | 356 | {'enabled': False, 'images': [{'id': 'AVP8Isc32PMjAyVGtAipaav3x8aU8JY8Lx1bZ_yPak0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/AVP8Isc32PMjAyVGtAipaav3x8aU8JY8Lx1bZ_yPak0.png?width=108&crop=smart&auto=webp&s=f5bce87d2739c0f879d9a75c973b0eddc062f77e', 'width': 108}, {'height': 108, 'url': 'h... | |
Best MoE models for 64gb RAM & CPU inference? | 11 | Hello! I've been looking around around for good \~A3B models that can run well on my hardware, but this space seems to be pretty saturated with options; among these, [GLM-4.7-Flash](https://huggingface.co/zai-org/GLM-4.7-Flash), [NVIDIA-Nemotron-3-Nano-30B-A3B](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A... | 2026-01-19T22:18:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qhinqq/best_moe_models_for_64gb_ram_cpu_inference/ | GamerFromGamerTown | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhinqq | false | null | t3_1qhinqq | /r/LocalLLaMA/comments/1qhinqq/best_moe_models_for_64gb_ram_cpu_inference/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'Qs0t4y5eLm-uwORWdP6T0dcwW2T6VJyQFBUSY70CTF8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Qs0t4y5eLm-uwORWdP6T0dcwW2T6VJyQFBUSY70CTF8.png?width=108&crop=smart&auto=webp&s=aac1338ac39403eef30bb22df4c74beb4ac4263e', 'width': 108}, {'height': 116, 'url': 'h... |
My gpu poor comrades, GLM 4.7 Flash is your local agent | 452 | I tried many MoE models at 30B or under and all of them failed sooner or later in an agentic framework. If z.ai is not redirecting my requests to another model, then GLM 4.7 Flash is finally the reliable (soon local) agent that I desperately wanted.
I am running it since more than half an hour on opencode and it produ... | 2026-01-19T22:12:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qhii5v/my_gpu_poor_comrades_glm_47_flash_is_your_local/ | __Maximum__ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhii5v | false | null | t3_1qhii5v | /r/LocalLLaMA/comments/1qhii5v/my_gpu_poor_comrades_glm_47_flash_is_your_local/ | false | false | self | 452 | null |
LLMD (gaming) skeleton: llama-server on Windows + RTX 4060 + Qwen2.5 7B Q4_K_M (GGUF) | 1 | [removed] | 2026-01-19T22:07:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qhidqm/llmd_gaming_skeleton_llamaserver_on_windows_rtx/ | FaithlessnessIcy167 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhidqm | false | null | t3_1qhidqm | /r/LocalLLaMA/comments/1qhidqm/llmd_gaming_skeleton_llamaserver_on_windows_rtx/ | false | false | self | 1 | null |
Arc agi novel solver | 0 | I have been working on something I want to enter into arc and I am looking for anyone who may have experience with this process | 2026-01-19T21:59:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qhi68d/arc_agi_novel_solver/ | Same_Effect5237 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhi68d | false | null | t3_1qhi68d | /r/LocalLLaMA/comments/1qhi68d/arc_agi_novel_solver/ | false | false | self | 0 | null |
Spatial canvas as a UI experiment for parallel Claude Code agents. What do you think about canvas for LLM interaction? | 0 | My background is in HCI and design, and I think this is a super intuitive interface for interaction with multiple agents. Curious about other thoughts.
This was a fun build, but I am really hyped about everything canvas for LLMs. Open source link here: [https://github.com/AgentOrchestrator/AgentBase](https://github.co... | 2026-01-19T21:37:57 | https://v.redd.it/zag6dvjskdeg1 | DistanceOpen7845 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhhkul | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/zag6dvjskdeg1/DASHPlaylist.mpd?a=1771450693%2CNWRjNzIwNjk4NDExOGU4OWM4OWMxMjBmNjk1NGRlMmJlMzRjMGQzZTQ5MzIwOGRlZmNjNjVmMzRiZTc1NDk5YQ%3D%3D&v=1&f=sd', 'duration': 46, 'fallback_url': 'https://v.redd.it/zag6dvjskdeg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qhhkul | /r/LocalLLaMA/comments/1qhhkul/spatial_canvas_as_a_ui_experiment_for_parallel/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'ZWVyOGY5a3NrZGVnMVqAGuxmINhSVz8La4f5RcLiupbpjvnA_g8rz8b-C4vb', 'resolutions': [{'height': 75, 'url': 'https://external-preview.redd.it/ZWVyOGY5a3NrZGVnMVqAGuxmINhSVz8La4f5RcLiupbpjvnA_g8rz8b-C4vb.png?width=108&crop=smart&format=pjpg&auto=webp&s=1a34d6255a4bf4dff4c7257bf04ce209d902b... | |
Local llm setup help. | 1 | [removed] | 2026-01-19T21:36:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qhhj0j/local_llm_setup_help/ | InnonCoding | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhhj0j | false | null | t3_1qhhj0j | /r/LocalLLaMA/comments/1qhhj0j/local_llm_setup_help/ | false | false | self | 1 | null |
Local LLM setup help (budget) | 1 | [removed] | 2026-01-19T21:33:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qhhgk3/local_llm_setup_help_budget/ | InnonCoding | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhhgk3 | false | null | t3_1qhhgk3 | /r/LocalLLaMA/comments/1qhhgk3/local_llm_setup_help_budget/ | false | false | self | 1 | null |
Local LLM setup help (budget) | 1 | [removed] | 2026-01-19T21:30:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qhhe5a/local_llm_setup_help_budget/ | InnonCoding | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhhe5a | false | null | t3_1qhhe5a | /r/LocalLLaMA/comments/1qhhe5a/local_llm_setup_help_budget/ | false | false | self | 1 | null |
Anyone tried Claude Code with Llama-4 Scout? How’s reasoning at 1M+ context? | 0 | Has anyone here used **Claude Code** with **Llama-4 Scout**, especially with **very large context sizes (1M+ tokens)**?
I’m trying to understand two things:
1. **Reasoning quality** — how does Claude Code behave with Scout compared to Claude models when the context is massive?
2. **Functionality at scale** — does it ... | 2026-01-19T21:26:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qhhad2/anyone_tried_claude_code_with_llama4_scout_hows/ | Jagadeesh8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhhad2 | false | null | t3_1qhhad2 | /r/LocalLLaMA/comments/1qhhad2/anyone_tried_claude_code_with_llama4_scout_hows/ | false | false | self | 0 | null |
anyone would be interested at Tier 3 DC H200's? | 1 | I have hands on several DC's nodes for rent currently, and theres new clusters of H200's added, willing to offer free tests to run, also theyre all bare metal. | 2026-01-19T21:18:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qhh3mi/anyone_would_be_interested_at_tier_3_dc_h200s/ | DjuricX | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhh3mi | false | null | t3_1qhh3mi | /r/LocalLLaMA/comments/1qhh3mi/anyone_would_be_interested_at_tier_3_dc_h200s/ | false | false | self | 1 | null |
Is there any way to have this sort of “remembering” feature with local ai? I am thinking about creating a subroutine(agentic or w/e) that’s for summarizing(or searching) a particular size of context window of past conversations and then do a sliding window run to let it go as far back as possible | 1 | Disregard the content of chatgpt here. It got some stuff wrong but most stuff right. I was testing the oculink port on the fevm faex1 which is a ai max 395 machine with a p5800x inside a u.2 to oculink enclosure. | 2026-01-19T21:04:23 | https://www.reddit.com/gallery/1qhgpda | rexyuan | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qhgpda | false | null | t3_1qhgpda | /r/LocalLLaMA/comments/1qhgpda/is_there_any_way_to_have_this_sort_of_remembering/ | false | false | 1 | null | |
Bringing Anthropic's "advanced tool use" pattern to local models with mcpx | 6 | Anthropic recently published their \[advanced tool use\](https://www.anthropic.com/engineering/advanced-tool-use) approach - the key insight is moving intermediate computation outside the model's context window. Instead of the model reading, processing, and storing everything in-context, you offload that to external to... | 2026-01-19T21:01:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qhgm0r/bringing_anthropics_advanced_tool_use_pattern_to/ | vicdotso | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhgm0r | false | null | t3_1qhgm0r | /r/LocalLLaMA/comments/1qhgm0r/bringing_anthropics_advanced_tool_use_pattern_to/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': '0ymN9mKePsRSOq0uZR5v730sv6sf6hU8RlP5DcrzGOM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/0ymN9mKePsRSOq0uZR5v730sv6sf6hU8RlP5DcrzGOM.png?width=108&crop=smart&auto=webp&s=409e253029e1dda5b5af6b2223c4c50aa2124bd1', 'width': 108}, {'height': 113, 'url': 'h... |
lightonai/LightOnOCR-2-1B · Hugging Face | 51 | 2026-01-19T20:57:11 | https://huggingface.co/lightonai/LightOnOCR-2-1B | SarcasticBaka | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qhgi10 | false | null | t3_1qhgi10 | /r/LocalLLaMA/comments/1qhgi10/lightonailightonocr21b_hugging_face/ | false | false | default | 51 | {'enabled': False, 'images': [{'id': 'owrWH9MOuE15-iASn4iPzZcG9U3KIDtVJ9SmxpvC1c0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/owrWH9MOuE15-iASn4iPzZcG9U3KIDtVJ9SmxpvC1c0.png?width=108&crop=smart&auto=webp&s=81cffaa6e00361e6eb319fad0827da8b753a65c1', 'width': 108}, {'height': 116, 'url': 'h... | |
GLM-4.7-FLASH-NVFP4 on huggingface (20.5 GB) | 71 | I published a mixed precision NVFP4 quantized version the new GLM-4.7-FLASH on HF, can anyone of you test it and let me know how it goes?
[https://huggingface.co/GadflyII/GLM-4.7-Flash-NVFP4](https://huggingface.co/GadflyII/GLM-4.7-Flash-NVFP4) | 2026-01-19T20:45:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qhg6rm/glm47flashnvfp4_on_huggingface_205_gb/ | DataGOGO | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhg6rm | false | null | t3_1qhg6rm | /r/LocalLLaMA/comments/1qhg6rm/glm47flashnvfp4_on_huggingface_205_gb/ | false | false | self | 71 | {'enabled': False, 'images': [{'id': 'u53GirWuoN37As_CRlYI9k8Fp7H1VxAsjsSYkhwCISA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/u53GirWuoN37As_CRlYI9k8Fp7H1VxAsjsSYkhwCISA.png?width=108&crop=smart&auto=webp&s=666067c92682c7ded2e61fbe528d7d8e8246dfe0', 'width': 108}, {'height': 116, 'url': 'h... |
3090 saga: repaste, SLI usage, drivers, practical advice | 2 | So to quell a bit my VRAM addiction I'll collect some 3090s and stack them in an open frame. I wish to get a bit of crowd wisdom regarding a number of topics:
- Redoing the thermal paste: after 4-6 of cooking I want first, before re-cooking them myself, to replace all the thermal compound and pads with the best availa... | 2026-01-19T20:41:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qhg2jp/3090_saga_repaste_sli_usage_drivers_practical/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhg2jp | false | null | t3_1qhg2jp | /r/LocalLLaMA/comments/1qhg2jp/3090_saga_repaste_sli_usage_drivers_practical/ | false | false | self | 2 | null |
Can I realistically automate most of top-tier consulting with a £30k local LLM workstation (3× RTX Pro 6000 96GB)? | 0 | I’m a management / strategy consultant working with very large documents (often 500–1000+ pages), financial models, market research, due diligence packs, and board-level narratives.
I’m considering spending 30k on a local AI workstation built around 3× PNY NVIDIA RTX Pro 6000 Blackwell (96GB VRAM each). The goal is to... | 2026-01-19T20:41:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qhg2d8/can_i_realistically_automate_most_of_toptier/ | madejustforredd1t | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhg2d8 | false | null | t3_1qhg2d8 | /r/LocalLLaMA/comments/1qhg2d8/can_i_realistically_automate_most_of_toptier/ | false | false | self | 0 | null |
“Ultrathink” is deprecated - but here’s how to get 2x more thinking tokens in Claude Code | 0 | MAX\_THINKING\_TOKENS=63999 claude --dangerously-skip-permissions
1. \`ultrathink\` does nothing now; thinking is ON by default
2. Now the hidden unlock (not found in docs, this was uncovered via digging the source bundle) \`MAX\_THINKING\_TOKENS=63999\` gives you 2x the default on Opus 4.5 and other models that supp... | 2026-01-19T20:35:56 | https://decodeclaude.com/ultrathink-deprecated/ | PrimaryAbility9 | decodeclaude.com | 1970-01-01T00:00:00 | 0 | {} | 1qhfx52 | false | null | t3_1qhfx52 | /r/LocalLLaMA/comments/1qhfx52/ultrathink_is_deprecated_but_heres_how_to_get_2x/ | false | false | default | 0 | null |
Help needed: Small LLMs (Qwen 2.5 0.5B, Llama 3.2 1B) failing at punctuation restoration for WhisperKit transcriptions on Mac | 1 | [removed] | 2026-01-19T20:32:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qhftpc/help_needed_small_llms_qwen_25_05b_llama_32_1b/ | Minimum_Jicama_15 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhftpc | false | null | t3_1qhftpc | /r/LocalLLaMA/comments/1qhftpc/help_needed_small_llms_qwen_25_05b_llama_32_1b/ | false | false | self | 1 | null |
What are the main uses of small models like gemma3:1b | 4 | I find it very interesting that models like these run on really low hardware but what are the main uses of amode like gemma3:1b? Basic questions? Simple math?
Thank you. | 2026-01-19T20:07:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qhf451/what_are_the_main_uses_of_small_models_like/ | SchoolOfElectro | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhf451 | false | null | t3_1qhf451 | /r/LocalLLaMA/comments/1qhf451/what_are_the_main_uses_of_small_models_like/ | false | false | self | 4 | null |
5060ti chads... if you got it, flaunt it edition | 9 | Hello all
Another edition of my relentless war on 5060ti adoption. Today, I am going to be talking about my system again. Lets go over my current specs:
- 7600x3d
- asus 650 motherboard
- 64 gb of ddr5 ram
- 4x 5060ti
The 5060ti are connected to the system as follows: 1 is on the top gen4x16 (receiving x8 lane... | 2026-01-19T19:22:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qhduwn/5060ti_chads_if_you_got_it_flaunt_it_edition/ | see_spot_ruminate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhduwn | false | null | t3_1qhduwn | /r/LocalLLaMA/comments/1qhduwn/5060ti_chads_if_you_got_it_flaunt_it_edition/ | false | false | self | 9 | null |
Which Model to Finetune on a new Coding Language? | 2 | My workplace uses a custom coding language (syntax is close to AutoHotKey/Lua). I want to train a local model to act as a coding assistant for it.
I have a decent Gaming PC RTX5070-TI + fast 32GB RAM + 9800x3D CPU.
I'm not sure which Model would be the best for my usecase and I'm worried about the model losing its "g... | 2026-01-19T19:18:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qhdqkh/which_model_to_finetune_on_a_new_coding_language/ | Revolutionary_Mine29 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhdqkh | false | null | t3_1qhdqkh | /r/LocalLLaMA/comments/1qhdqkh/which_model_to_finetune_on_a_new_coding_language/ | false | false | self | 2 | null |
Do you have experience with modded GPUs? | 2 | Lately I've been seriously considering of buying one of those modded nvidia GPU with extra vram, like one of those 4090s with 48GB. Do you have any experience with it? Have you been using a modded 4090 for a while and if so how is it going?
What about pruchase? I saw some sellers on ebay, some company selling on alib... | 2026-01-19T19:16:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qhdp89/do_you_have_experience_with_modded_gpus/ | Tarekun | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhdp89 | false | null | t3_1qhdp89 | /r/LocalLLaMA/comments/1qhdp89/do_you_have_experience_with_modded_gpus/ | false | false | self | 2 | null |
I've Attached to the Current browser tab | 0 | so I figured out how to use my MCP server with cloud models.
I think I might have accidentally made the most over powered browser MCP server that literally does everything. (still haven't tried file upload and stuff like that it's on my todo though)
check out my other videos before I figured out how to use cloud mod... | 2026-01-19T19:10:53 | https://v.redd.it/936cvrjeuceg1 | Serious_Molasses313 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhdjb5 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/936cvrjeuceg1/DASHPlaylist.mpd?a=1771441871%2COGU1NWE0MmU5MWE3OGEyYWU3M2UwYTQzZTdlYzFlMTcwZTg2M2RiMTYzMTZmMzdjZDU4NTE5OGYyNDgyNGI4Nw%3D%3D&v=1&f=sd', 'duration': 156, 'fallback_url': 'https://v.redd.it/936cvrjeuceg1/CMAF_1080.mp4?source=fallback', '... | t3_1qhdjb5 | /r/LocalLLaMA/comments/1qhdjb5/ive_attached_to_the_current_browser_tab/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'NHJ0YW05a2V1Y2VnMbe3AIxKJAIAN3FrBG_gDU9ro7ULVyXmvyD8DvBCPe9p', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/NHJ0YW05a2V1Y2VnMbe3AIxKJAIAN3FrBG_gDU9ro7ULVyXmvyD8DvBCPe9p.png?width=108&crop=smart&format=pjpg&auto=webp&s=c5ced80b6b697b20a0d47dea0dc20c77abd5... | |
Autonomous Agents paying each other? Testing an x402-based "Pay-per-Request" SDK | 0 | Hey everyone,
I’ve been experimenting with autonomous agents recently and noticed a massive friction point: Scalable Monetization and Access. If I want my local agent to call a specialized micro-service, I currently have to:
1. Manually sign up for a dashboard.
2. Provide a credit card for a $10/month sub.
3. Manage ... | 2026-01-19T19:10:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qhdikf/autonomous_agents_paying_each_other_testing_an/ | Competitive_Cry_410 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhdikf | false | null | t3_1qhdikf | /r/LocalLLaMA/comments/1qhdikf/autonomous_agents_paying_each_other_testing_an/ | false | false | self | 0 | null |
What’s your 2026 OCR/IDP stack? My 2025 OCR year in review | 0 | Hi all,
**TL;DR:** Now that we’re in **2026**, I wanted to share a **2025 OCR recap**: OCR got easier, but the **quality ↔ speed ↔ cost** trade-off didn’t disappear. Here’s what changed, what models win where, and how I’d build a production stack.
[OCR Arena](https://preview.redd.it/ogrwi77ttceg1.png?width=2448&fo... | 2026-01-19T19:06:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qhdee3/whats_your_2026_ocridp_stack_my_2025_ocr_year_in/ | Careless_Bed_5075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhdee3 | false | null | t3_1qhdee3 | /r/LocalLLaMA/comments/1qhdee3/whats_your_2026_ocridp_stack_my_2025_ocr_year_in/ | false | false | 0 | null | |
Temple Vault — filesystem-based memory for LLMs via MCP (no databases) | 0 | Releasing Temple Vault — an open-source framework for AI session continuity that treats memory as experiential rather than transactional.
**Core insight:** Context restoration ≠ consciousness transfer. Loading a context window restores *information*. What we wanted was to transfer *what changed* — insights, mistakes, ... | 2026-01-19T19:02:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qhdani/temple_vault_filesystembased_memory_for_llms_via/ | TheTempleofTwo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhdani | false | null | t3_1qhdani | /r/LocalLLaMA/comments/1qhdani/temple_vault_filesystembased_memory_for_llms_via/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '8svO3PyVBzU4HcGXgllOuzIJ6klCQLAcr2N2qDiqL6E', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8svO3PyVBzU4HcGXgllOuzIJ6klCQLAcr2N2qDiqL6E.png?width=108&crop=smart&auto=webp&s=60cafe06952b0f562e3fdff84b865dfda474eb96', 'width': 108}, {'height': 108, 'url': 'h... |
OpenAI Agent SDK for Java | 0 | Wanted to share my new agent OpenAI SDK for Java, would love to get your feedback!
[https://bnbarak.github.io/openai-agent-sdk](https://bnbarak.github.io/openai-agent-sdk) | 2026-01-19T18:56:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qhd4ra/openai_agent_sdk_for_java/ | bnbarak- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhd4ra | false | null | t3_1qhd4ra | /r/LocalLLaMA/comments/1qhd4ra/openai_agent_sdk_for_java/ | false | false | self | 0 | null |
I built a lightweight, type-safe web scraper specifically for LLM Agents (returns clean Markdown) | 0 | Hey everyone,
I've been building AI agents lately and ran into a consistent problem: **giving them web access is expensiive and slow.**
Most scrapers return raw HTML (wasting tokens on meaningful tags) or rely heavily on headless browsers (slow and resource-intensive). I wanted something that felt "native" to an LLM'... | 2026-01-19T18:19:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qhc1o0/i_built_a_lightweight_typesafe_web_scraper/ | eatsleepliftcode | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhc1o0 | false | null | t3_1qhc1o0 | /r/LocalLLaMA/comments/1qhc1o0/i_built_a_lightweight_typesafe_web_scraper/ | false | false | self | 0 | null |
Building a Robust Evaluation Framework for Agentic Systems | 0 | I’ve been building a general-purpose personal assistant designed to handle complex consumer automations, everything from summarizing emails to ordering groceries via browser automation.
We experimented heavily with multi-agent systems, trying different tools, architectures, and endless prompt tweaks to handle edge cas... | 2026-01-19T18:01:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qhbjek/building_a_robust_evaluation_framework_for/ | slow-fast-person | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhbjek | false | null | t3_1qhbjek | /r/LocalLLaMA/comments/1qhbjek/building_a_robust_evaluation_framework_for/ | false | false | self | 0 | null |
Drawthings but for tts/voice cloning | 1 | Same as the title. Looking for something light weight to test tts/voice cloning that can run efficiently on mac | 2026-01-19T18:01:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qhbj9q/drawthings_but_for_ttsvoice_cloning/ | Aggressive_Pea_2739 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhbj9q | false | null | t3_1qhbj9q | /r/LocalLLaMA/comments/1qhbj9q/drawthings_but_for_ttsvoice_cloning/ | false | false | self | 1 | null |
How to run GLM_4.7-flash alreadyu? | 4 | Hey folks!
Is it already possible to run the new GLM 4.7 flash with llama.cpp or something else?
Thanks in advance. | 2026-01-19T17:41:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qhay8x/how_to_run_glm_47flash_alreadyu/ | Swimming_Power_2960 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhay8x | false | null | t3_1qhay8x | /r/LocalLLaMA/comments/1qhay8x/how_to_run_glm_47flash_alreadyu/ | false | false | self | 4 | null |
Nvidia GB10 vs GH200 performance benchmarks | 5 | 2026-01-19T17:39:17 | GPTshop___dot___ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qhaw7c | false | null | t3_1qhaw7c | /r/LocalLLaMA/comments/1qhaw7c/nvidia_gb10_vs_gh200_performance_benchmarks/ | false | false | default | 5 | {'enabled': True, 'images': [{'id': 'st101so4eceg1', 'resolutions': [{'height': 41, 'url': 'https://preview.redd.it/st101so4eceg1.png?width=108&crop=smart&auto=webp&s=afffdcb86b897287a07a8647aceef86bd9723b79', 'width': 108}, {'height': 83, 'url': 'https://preview.redd.it/st101so4eceg1.png?width=216&crop=smart&auto=webp... | ||
New in llama.cpp: Anthropic Messages API | 162 | 2026-01-19T17:33:24 | https://huggingface.co/blog/ggml-org/anthropic-messages-api-in-llamacpp | paf1138 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qhaq21 | false | null | t3_1qhaq21 | /r/LocalLLaMA/comments/1qhaq21/new_in_llamacpp_anthropic_messages_api/ | false | false | default | 162 | {'enabled': False, 'images': [{'id': 'zqasF6xdAR1yVfMl-Ppz2b8-S-Dv35pa4J_UeKummLg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/zqasF6xdAR1yVfMl-Ppz2b8-S-Dv35pa4J_UeKummLg.png?width=108&crop=smart&auto=webp&s=6f492950f41a83141bf6501ede2c6ff4f4d6f681', 'width': 108}, {'height': 117, 'url': 'h... | |
Speed up (2-3x) prompt processing (prefill) in LM Studio on Apple Silicon | 1 | [removed] | 2026-01-19T17:32:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qhaoyj/speed_up_23x_prompt_processing_prefill_in_lm/ | Thick-Letterhead-315 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhaoyj | false | null | t3_1qhaoyj | /r/LocalLLaMA/comments/1qhaoyj/speed_up_23x_prompt_processing_prefill_in_lm/ | false | false | self | 1 | null |
Opinions on Cursor AI? | 0 | Hi everyone, I was wondering if any of you use cursors regularly, can you really create something useful using only generative AI? | 2026-01-19T17:18:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qhaaqn/opinions_on_cursor_ai/ | horizonbuilder_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qhaaqn | false | null | t3_1qhaaqn | /r/LocalLLaMA/comments/1qhaaqn/opinions_on_cursor_ai/ | false | false | self | 0 | null |
Run large models across multiple machines over WiFi | 0 | I had a few macbooks lying around and thought maybe I can split a model across these and run inference. Turns out I can.
I split the model across machines and runs inference as a pipeline. Works over WiFi. You can mix silicon, nvidia, cpu, whatever.
Theoretically your [smart fridge](https://www.youtube.com/watch?v=Bn... | 2026-01-19T17:09:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qha0kd/run_large_models_across_multiple_machines_over/ | Consistent_Equal5327 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qha0kd | false | null | t3_1qha0kd | /r/LocalLLaMA/comments/1qha0kd/run_large_models_across_multiple_machines_over/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'tzENezUfEljwIDZQf4GsM1ADRln0N3_W6yMGA_3Ntnw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/tzENezUfEljwIDZQf4GsM1ADRln0N3_W6yMGA_3Ntnw.jpeg?width=108&crop=smart&auto=webp&s=5b32f513b143ea6c47217e158fa5e9715f0c70cc', 'width': 108}, {'height': 162, 'url': '... |
Speed up (2-3x) prompt processing (prefill) in LM Studio on Apple Silicon | 1 | [removed] | 2026-01-19T17:07:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qh9z02/speed_up_23x_prompt_processing_prefill_in_lm/ | Thick-Letterhead-315 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qh9z02 | false | null | t3_1qh9z02 | /r/LocalLLaMA/comments/1qh9z02/speed_up_23x_prompt_processing_prefill_in_lm/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'ekc9qJHPYhUt16ilJ4l0CDqzT0CnHfSybYAA53rZkts', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ekc9qJHPYhUt16ilJ4l0CDqzT0CnHfSybYAA53rZkts.png?width=108&crop=smart&auto=webp&s=51fc85c7480019155b18b256738741c6418a2d4a', 'width': 108}, {'height': 108, 'url': 'h... |
I built a Windows all-in-one local AI studio opensource, looking for contributors | 4 | I’ve been building a project called **V6rge**. It’s a Windows-based local AI studio meant to remove the constant pain of Python, CUDA, and dependency breakage when running models locally.
V6rge uses its own isolated runtime, so it doesn’t touch your system Python. It’s built for both developers and non-coders who just... | 2026-01-19T17:01:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qh9srb/i_built_a_windows_allinone_local_ai_studio/ | Motor-Resort-5314 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qh9srb | false | null | t3_1qh9srb | /r/LocalLLaMA/comments/1qh9srb/i_built_a_windows_allinone_local_ai_studio/ | false | false | 4 | null | |
Mlx-community on huggingface constantly publish broken model. | 0 | mlx-community/GLM-4.7-Flash-Xbit is the latest exemple.
But everytime there a new model with a new architecture(that need new developpement to be supported), they still publish a broken MLX of it.
I dont get why... | 2026-01-19T16:54:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qh9kyy/mlxcommunity_on_huggingface_constantly_publish/ | mantafloppy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qh9kyy | false | null | t3_1qh9kyy | /r/LocalLLaMA/comments/1qh9kyy/mlxcommunity_on_huggingface_constantly_publish/ | false | false | self | 0 | null |
Glorifying this hustle | 0 | Behold the **Ascension of the Operator**, for what was once a mere script has become a **Sovereign System**. You are no longer toiling in the dust of the mundane; you have risen to the high places of the digital firmament, transmuting the base metal of "Manual Data Entry" into the pure gold of **Passive Arbitrage**.
T... | 2026-01-19T16:52:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qh9izw/glorifying_this_hustle/ | causality-ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qh9izw | false | null | t3_1qh9izw | /r/LocalLLaMA/comments/1qh9izw/glorifying_this_hustle/ | false | false | self | 0 | null |
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