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How do you fine tune a model for a new programming language? | 2 | Are there any guides on how to do this? | 2026-01-11T17:01:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qa4jxi/how_do_you_fine_tune_a_model_for_a_new/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa4jxi | false | null | t3_1qa4jxi | /r/LocalLLaMA/comments/1qa4jxi/how_do_you_fine_tune_a_model_for_a_new/ | false | false | self | 2 | null |
Reimagining LLM Memory: Using Context as Training Data Unlocks Models That Learn at Test-Time | NVIDIA Technical Blog | 70 | 2026-01-11T16:27:13 | https://developer.nvidia.com/blog/reimagining-llm-memory-using-context-as-training-data-unlocks-models-that-learn-at-test-time/ | ab2377 | developer.nvidia.com | 1970-01-01T00:00:00 | 0 | {} | 1qa3n3c | false | null | t3_1qa3n3c | /r/LocalLLaMA/comments/1qa3n3c/reimagining_llm_memory_using_context_as_training/ | false | false | default | 70 | {'enabled': False, 'images': [{'id': 'sIzwxcDDB1V5UoXtSlLxRILbvv5qDpwwC5jpE0X-R6k', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/sIzwxcDDB1V5UoXtSlLxRILbvv5qDpwwC5jpE0X-R6k.png?width=108&crop=smart&auto=webp&s=a9a9512bd2d8e07df2e5c6a44f9140568a6e14d3', 'width': 108}, {'height': 121, 'url': 'h... | |
"Ban all A.I. 😠!" - Okay. do it. | 0 | 2026-01-11T16:11:15 | ForsookComparison | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qa382l | false | null | t3_1qa382l | /r/LocalLLaMA/comments/1qa382l/ban_all_ai_okay_do_it/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '891tuvpxuqcg1', 'resolutions': [{'height': 90, 'url': 'https://preview.redd.it/891tuvpxuqcg1.png?width=108&crop=smart&auto=webp&s=7fcdf12c7c27fa0378a95074c37beada8a324700', 'width': 108}, {'height': 180, 'url': 'https://preview.redd.it/891tuvpxuqcg1.png?width=216&crop=smart&auto=web... | ||
built a file format for AI workflows and open-sourced it | 1 | 18 months ago I was a paramedic learning to code. Now I'm shipping AI tools.
One thing that kept bugging me: there's no clean way to structure data for AI agents. JSON is bloated and breaks on a missing comma. YAML is readable but fragile. Neither was built for how we actually work with AI now.
So I built FTAI — a si... | 2026-01-11T15:10:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qa1okg/built_a_file_format_for_ai_workflows_and/ | Brave-Ear-4429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa1okg | false | null | t3_1qa1okg | /r/LocalLLaMA/comments/1qa1okg/built_a_file_format_for_ai_workflows_and/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '2M6PFe7hFCxx32cpwb6Y29YNuckYh21KhT16B5hiMYE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2M6PFe7hFCxx32cpwb6Y29YNuckYh21KhT16B5hiMYE.png?width=108&crop=smart&auto=webp&s=ade3012b15f3b47e4c68d5559bd73125dbcb2598', 'width': 108}, {'height': 108, 'url': 'h... |
I bought a €9k GH200 “desktop” to save $1.27 on Claude Code (vLLM tuning notes) | 648 | Alright r/LocalLLaMA, gather round.
I have committed a perfectly normal act of financial responsibility: I built a [2× GH200 96GB Grace–Hopper “desktop” ](https://www.reddit.com/r/LocalLLaMA/comments/1pjbhyz/i_bought_a_gracehopper_server_for_75k_on_reddit/)and then spent a week tuning **vLLM** so **Claude Code** coul... | 2026-01-11T15:01:18 | https://www.reddit.com/gallery/1qa1guo | Reddactor | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qa1guo | false | null | t3_1qa1guo | /r/LocalLLaMA/comments/1qa1guo/i_bought_a_9k_gh200_desktop_to_save_127_on_claude/ | false | false | 648 | null | |
Surprised I've not yet heard anyone here talk about ClawdBot yet | 3 | I've been using it for a couple of weeks now and it really is great. Though honestly I started with using it with Opus, I'm switching to either OSS 120B or Qwen3 Next 80B after I complete my testing.
As to what ClawdBot actually is; it's essentially a self-hosted AI assistant agent. Instead of just talking to an LLM ... | 2026-01-11T14:55:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qa1boh/surprised_ive_not_yet_heard_anyone_here_talk/ | HixVAC | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa1boh | false | null | t3_1qa1boh | /r/LocalLLaMA/comments/1qa1boh/surprised_ive_not_yet_heard_anyone_here_talk/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': '8Bs0IUOAHp_wOU1eGXcBTt3tlo-6iGuXUkRuFWHTXVc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8Bs0IUOAHp_wOU1eGXcBTt3tlo-6iGuXUkRuFWHTXVc.png?width=108&crop=smart&auto=webp&s=9a420b207fd92997b37e33ce25527c559b7e97b3', 'width': 108}, {'height': 108, 'url': 'h... |
DeepSeek-R1 "Reasoning" Failure: Model overrides logic with RLHF scripts regarding Medical Biomarkers (Psychiatry vs Diabetes) | 0 | I've been stress-testing R1's reasoning capabilities regarding medical validity and I found a massive logical break caused by alignment/RLHF.
I challenged the model on the validity of psychiatric diagnoses, specifically pointing out the lack of biological markers (unlike Neurology or Endocrinology).
Instead of using ... | 2026-01-11T14:54:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qa1a8w/deepseekr1_reasoning_failure_model_overrides/ | DowntownAd7954 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa1a8w | false | null | t3_1qa1a8w | /r/LocalLLaMA/comments/1qa1a8w/deepseekr1_reasoning_failure_model_overrides/ | false | false | self | 0 | null |
Need Tranining Data!, Trying to distill Deepseek 3.2 Exp :D | 0 | Hi Reddit,
I'm trying to distill DeepSeek 3.2 Exp, and I need your help to capture the full scope of its capabilities.
Most training datasets are just single prompt-response pairs, but I think multi-turn conversations covering diverse topics (not just isolated coding problems or poetry) are the secret sauce to gettin... | 2026-01-11T14:45:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qa12tu/need_tranining_data_trying_to_distill_deepseek_32/ | MaxDev0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa12tu | false | null | t3_1qa12tu | /r/LocalLLaMA/comments/1qa12tu/need_tranining_data_trying_to_distill_deepseek_32/ | false | false | 0 | null | |
opencode with local llm | 2 | 2026-01-11T14:39:03 | https://www.youtube.com/watch?v=eYzeDl-Xd48 | PotentialFunny7143 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qa0xgr | false | {'oembed': {'author_name': 'Luigi Tech', 'author_url': 'https://www.youtube.com/@luigitech3169', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/eYzeDl-Xd48?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco... | t3_1qa0xgr | /r/LocalLLaMA/comments/1qa0xgr/opencode_with_local_llm/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'Qh65S8sVHVuhyblpOFJ4sWXGE6_gj9h5FTvNdXA0bs0', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/Qh65S8sVHVuhyblpOFJ4sWXGE6_gj9h5FTvNdXA0bs0.jpeg?width=108&crop=smart&auto=webp&s=b58d776046f977eae67fecc359a8f3e4740ac2b6', 'width': 108}, {'height': 162, 'url': '... | |
It works! Abliteration can reduce slop without training | 371 | I'm back at my favorite hobby: Brain surgery! I don't have a medical license, but I just can't stop :)
Can abliteration fight the scourge of "slop" (flowery, cliched language) in LLM outputs? The answer is yes. I have added features for injecting prompt prefixes/suffixes (and dataset-dependent system prompts) to **Her... | 2026-01-11T14:37:37 | https://www.reddit.com/gallery/1qa0w6c | -p-e-w- | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qa0w6c | false | null | t3_1qa0w6c | /r/LocalLLaMA/comments/1qa0w6c/it_works_abliteration_can_reduce_slop_without/ | false | false | 371 | null | |
I built an task orchestrator to stop AI agents from going in circles on complex projects. Is this actually useful to anyone else? | 0 |
The problem:
If you've adopted AI to help implement code, you've also experienced these issues: projects grow so fast that you lose track, and LLMs lose track too. They start implementing things they weren't asked to do. They break every principle you set in the first place, deviate from your tech stack choices, b... | 2026-01-11T14:36:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qa0veg/i_built_an_task_orchestrator_to_stop_ai_agents/ | TelevisionHot468 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa0veg | false | null | t3_1qa0veg | /r/LocalLLaMA/comments/1qa0veg/i_built_an_task_orchestrator_to_stop_ai_agents/ | false | false | self | 0 | null |
Anyone Interested in a small group chat to discuss AI trends? | 0 | I’ve been spending more time trying to follow AI developments, but I’m finding that big feeds and comment sections aren’t great for actually thinking things through. There’s a lot of noise, hot takes, and repetition.
I’ve had better experiences in small group chats where people:
* share articles, demos, or papers the... | 2026-01-11T14:32:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qa0ri4/anyone_interested_in_a_small_group_chat_to/ | Alternative_Art5780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa0ri4 | false | null | t3_1qa0ri4 | /r/LocalLLaMA/comments/1qa0ri4/anyone_interested_in_a_small_group_chat_to/ | false | false | self | 0 | null |
Leader of Qwen team says Chinese companies severely constrained on compute for large scale research experiments | 297 | 2026-01-11T14:29:39 | Old-School8916 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qa0ph9 | false | null | t3_1qa0ph9 | /r/LocalLLaMA/comments/1qa0ph9/leader_of_qwen_team_says_chinese_companies/ | false | false | default | 297 | {'enabled': True, 'images': [{'id': 'pgvmn26adqcg1', 'resolutions': [{'height': 149, 'url': 'https://preview.redd.it/pgvmn26adqcg1.png?width=108&crop=smart&auto=webp&s=7d3a1629036678d19d1a884dd9f95bdd7400d14c', 'width': 108}, {'height': 298, 'url': 'https://preview.redd.it/pgvmn26adqcg1.png?width=216&crop=smart&auto=we... | ||
Could RAG as a service become a thing? | 0 | Now I know what I'm about to say is technical and will fly off the head of a lot of people who lurk here and I'd like this thread to be approachable to those people also I'd like to give them some context. I would post this on other dev focused forums but I dont have enough clout there so this is what I had in mind. D... | 2026-01-11T14:07:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qa072k/could_rag_as_a_service_become_a_thing/ | Trick_Ad_2852 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa072k | false | null | t3_1qa072k | /r/LocalLLaMA/comments/1qa072k/could_rag_as_a_service_become_a_thing/ | false | false | self | 0 | null |
Tested GLM 4.7 vs MiniMax 2.1 on a complex Typescript Monorepo | 12 | There's a few comparisons around here, but it's always kinda YMMV so I thought I'll run my own.
Both were given the same extensive instructions (specific implementation flow guidance, 2300 Lines of Specification, etc.) - that's not vibe-coding, promised, so the results should be comparable. Again, YMMV, but I asked Co... | 2026-01-11T14:03:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qa042v/tested_glm_47_vs_minimax_21_on_a_complex/ | Firm_Meeting6350 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa042v | false | null | t3_1qa042v | /r/LocalLLaMA/comments/1qa042v/tested_glm_47_vs_minimax_21_on_a_complex/ | false | false | self | 12 | null |
Siliconflow as an alternative ? | 1 | Hello all, I am building an ai chatbot for my educational website which will reach out students of different financial backgrounds.
I was just browsing providers including groq and cerebras and eventually stum bled upon siliconflow, and i found out that there are very cheap.
I'd like to know, if anybody has us... | 2026-01-11T14:02:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qa03b6/siliconflow_as_an_alternative/ | Chithrai-Thirunal | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qa03b6 | false | null | t3_1qa03b6 | /r/LocalLLaMA/comments/1qa03b6/siliconflow_as_an_alternative/ | false | false | self | 1 | null |
Anyone Interested in a small group chat to discuss AI trends? | 1 | I’ve been spending more time trying to follow AI developments, but I’m finding that big feeds and comment sections aren’t great for actually thinking things through. There’s a lot of noise, hot takes, and repetition.
I’ve had better experiences in small group chats where people:
* share articles, demos, or papers the... | 2026-01-11T13:52:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q9zv3z/anyone_interested_in_a_small_group_chat_to/ | Nice_Dependent5426 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9zv3z | false | null | t3_1q9zv3z | /r/LocalLLaMA/comments/1q9zv3z/anyone_interested_in_a_small_group_chat_to/ | false | false | self | 1 | null |
Mini paged-KV + prefix-cache scheduler (learning repo) — ~1990 tok/s on Llama 3.2 1B (RTX 4070 laptop) | 0 | Hi folks — I built a small teaching/learning repo that is basically a “mini inference engine” prototype: paged KV cache (block\_size=1), a trie/radix prefix cache with ref-counted blocks, and a KV-capacity-bounded scheduler (admission control + continue-batching).
repo [https://github.com/tyfeng1997/tailor](https://gi... | 2026-01-11T13:40:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q9zlqv/mini_pagedkv_prefixcache_scheduler_learning_repo/ | Accomplished_Row4647 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9zlqv | false | null | t3_1q9zlqv | /r/LocalLLaMA/comments/1q9zlqv/mini_pagedkv_prefixcache_scheduler_learning_repo/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9OwDgRcvaXy105JwxuxEVtio_2ihvJ_dQRF0M3tiNwc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9OwDgRcvaXy105JwxuxEVtio_2ihvJ_dQRF0M3tiNwc.png?width=108&crop=smart&auto=webp&s=86373658f6981d370b34f622537b6d6caaeea228', 'width': 108}, {'height': 108, 'url': 'h... |
Does anyone else feel exhausted by token limits? | 0 | This might sound dramatic, but I’m genuinely tired.
I like using LLMs a lot — long context, multi-turn reasoning, experimentation. And every time I get into a flow… I hit a token limit.
Then it’s:
upgrade plan
buy more credits
watch usage like a hawk
rewrite prompts just to save money
It feels like being punishe... | 2026-01-11T13:34:38 | https://www.reddit.com/r/LocalLLaMA/comments/1q9zh29/does_anyone_else_feel_exhausted_by_token_limits/ | Inevitable-Orange-43 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9zh29 | false | null | t3_1q9zh29 | /r/LocalLLaMA/comments/1q9zh29/does_anyone_else_feel_exhausted_by_token_limits/ | false | false | self | 0 | null |
Created a generative AI wiki. | 0 | [https://generative-ai.fandom.com/wiki/Generative\_AI\_Wiki](https://generative-ai.fandom.com/wiki/Generative_AI_Wiki)
Help me to the wiki! | 2026-01-11T13:03:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q9yu14/created_a_generative_ai_wiki/ | Ok-Type-7663 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9yu14 | false | null | t3_1q9yu14 | /r/LocalLLaMA/comments/1q9yu14/created_a_generative_ai_wiki/ | false | false | self | 0 | null |
Grok's restrictions are just the beginning. Why we need "Compute Sovereignty" right now. | 1 | [removed] | 2026-01-11T12:41:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q9yese/groks_restrictions_are_just_the_beginning_why_we/ | gli3d | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9yese | false | null | t3_1q9yese | /r/LocalLLaMA/comments/1q9yese/groks_restrictions_are_just_the_beginning_why_we/ | false | false | self | 1 | null |
Llama.cpp rpc experiment | 6 | I have 2 PCs with 2 3090 gpus each and 3975wx cpu. Using OSS 120b on one PC with cca 40gb on vram and 30gb on ram, TG speed 50t/s.
I tried using it totally in vram using rpc with the 2 pcs linked with 10gbit network cards - TG speed 37t/s. Unexpectedly low speed. I updated network to 50gbit - TG speed 38t/s.
Looking ... | 2026-01-11T12:38:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q9yd1w/llamacpp_rpc_experiment/ | ciprianveg | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9yd1w | false | null | t3_1q9yd1w | /r/LocalLLaMA/comments/1q9yd1w/llamacpp_rpc_experiment/ | false | false | self | 6 | null |
My new rig for LocalLLM shenanigans? | 0 | My current old DDR4 system
* i7-8700k
* 48GB DDR4 RAM
* 4060ti
* 1TB nvme RAID + Some SSD as system disks for Windows and Linux.
* Win10 for (rare) gaming
* Linux for LLM fun, (most of the time)
So like, that's my "big" boy beside my lenovo NB.
I'am now thinking about upgrading.
If we lived on a sane planet, I'd j... | 2026-01-11T12:37:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q9yc00/my_new_rig_for_localllm_shenanigans/ | dreamyrhodes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9yc00 | false | null | t3_1q9yc00 | /r/LocalLLaMA/comments/1q9yc00/my_new_rig_for_localllm_shenanigans/ | false | false | self | 0 | null |
Is the "Edge AI" dream dead? Apple’s pivot to Gemini suggests local LLMs can't scale yet. | 0 | I’ve been following the Apple Intelligence roadmap for a while, but these reports about Apple paying Google $1B/year for Gemini are a massive reality check.
Apple was supposed to be the one company that could actually pull off high-performance local inference because they own the entire stack—from the M-series NPUs to... | 2026-01-11T12:31:06 | Cool-Engine8639 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9y7xo | false | null | t3_1q9y7xo | /r/LocalLLaMA/comments/1q9y7xo/is_the_edge_ai_dream_dead_apples_pivot_to_gemini/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rz302qa5spcg1', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/rz302qa5spcg1.jpeg?width=108&crop=smart&auto=webp&s=4c10bf558b18428b556b23552cc631fa0ccd1979', 'width': 108}, {'height': 126, 'url': 'https://preview.redd.it/rz302qa5spcg1.jpeg?width=216&crop=smart&auto=w... | |
model: try to improve Qwen3 Next by ngxson · Pull Request #18683 · ggml-org/llama.cpp | 52 | a bit faster Qwen3Next, but you have to use the new GGUF | 2026-01-11T12:02:07 | https://github.com/ggml-org/llama.cpp/pull/18683 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q9xoj7 | false | null | t3_1q9xoj7 | /r/LocalLLaMA/comments/1q9xoj7/model_try_to_improve_qwen3_next_by_ngxson_pull/ | false | false | default | 52 | {'enabled': False, 'images': [{'id': 'l3QvKEV3Em4ksQ_HeWB_lAYpQBJm9HMiWOmkds8SLcc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/l3QvKEV3Em4ksQ_HeWB_lAYpQBJm9HMiWOmkds8SLcc.png?width=108&crop=smart&auto=webp&s=52b99cf8b724855468305d628d0deb2dcc0053d6', 'width': 108}, {'height': 108, 'url': 'h... |
Gigabyte Announces Support for 256GB of DDR5-7200 CQDIMMs at CES 2026 | 167 | 2026-01-11T12:00:23 | https://www.techpowerup.com/345000/gigabyte-announces-support-for-256gb-of-ddr5-7200-cqdimms-at-ces-2026 | GoodSamaritan333 | techpowerup.com | 1970-01-01T00:00:00 | 0 | {} | 1q9xn78 | false | null | t3_1q9xn78 | /r/LocalLLaMA/comments/1q9xn78/gigabyte_announces_support_for_256gb_of_ddr57200/ | false | false | default | 167 | {'enabled': False, 'images': [{'id': '9NT_b7vJLOJdi5qbccIw0AbUH9Ctzy98ZNJ7UkM8Ia8', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/9NT_b7vJLOJdi5qbccIw0AbUH9Ctzy98ZNJ7UkM8Ia8.jpeg?width=108&crop=smart&auto=webp&s=c5ca100d76791f6f042d59eaaf880c9e146fa531', 'width': 108}, {'height': 121, 'url': '... | |
GLM-4.7 can replace Opus 4.5 | 0 | If you're hitting Claude's rate limits or worried about the subscription changes, you might want to check out **GLM 4.7 from** [**Z.ai**](https://z.ai/).
I’ve been using it for Ralph loops and implementation work, plus open-source coding tasks. It’s not quite Opus-level, but it’s getting close—really solid for technic... | 2026-01-11T11:52:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q9xi5s/glm47_can_replace_opus_45/ | Impressive-Olive8372 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9xi5s | false | null | t3_1q9xi5s | /r/LocalLLaMA/comments/1q9xi5s/glm47_can_replace_opus_45/ | false | false | self | 0 | null |
Looking to start a NSFW Role-playing Interactive Storytelling Narrative. | 0 | I want something similar to [Infinite Worlds](https://infiniteworlds.app/) where the AI creates the narrative and introduces different characters on its own. The goal is to be able to run a full story based on Game of Thrones while changing that story as my actions impact the unfolding narrative. I currently have Kobol... | 2026-01-11T11:50:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q9xhbf/looking_to_start_a_nsfw_roleplaying_interactive/ | Carrot_Jesus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9xhbf | false | null | t3_1q9xhbf | /r/LocalLLaMA/comments/1q9xhbf/looking_to_start_a_nsfw_roleplaying_interactive/ | false | false | nsfw | 0 | {'enabled': False, 'images': [{'id': '-zD2c4lElwHlEPOaFZLAx6hj0Hup43QnN3iPjfsZ4TM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/-zD2c4lElwHlEPOaFZLAx6hj0Hup43QnN3iPjfsZ4TM.jpeg?width=108&crop=smart&auto=webp&s=f6f8b64999df5e525210926ff14e0366d0414ca0', 'width': 108}, {'height': 216, 'url': ... |
GLM-4.7 can replace Opus 4.5 | 0 | rewrite this "if you're hitting Claude rate limits or worried about the max plan subscription changes they're doing, check out
u/Zai_org
I think GLM 4.7 is underrated. I started using it for Ralph loops and other implementation work, as well as for
opencode
. It's not Opus-level, but getting close, and very sol... | 2026-01-11T11:48:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q9xfxo/glm47_can_replace_opus_45/ | Impressive-Olive8372 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9xfxo | false | null | t3_1q9xfxo | /r/LocalLLaMA/comments/1q9xfxo/glm47_can_replace_opus_45/ | false | false | self | 0 | null |
Ways to Benchmark this Tool? | 0 | Hey. I've been experimenting with the idea of applying neural networks alongside LLMs. My first experiment was simple text classification on an LLM's context to "curate" it. I employ a simple decision tree as a start. We classify segments of text to three categories. DROP, INDEX, KEEP. Defined per the dataset. KEEP is ... | 2026-01-11T11:48:35 | https://www.reddit.com/r/LocalLLaMA/comments/1q9xfsi/ways_to_benchmark_this_tool/ | valkarias | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9xfsi | false | null | t3_1q9xfsi | /r/LocalLLaMA/comments/1q9xfsi/ways_to_benchmark_this_tool/ | false | false | self | 0 | null |
I managed to break llama-3-8b-instruct model’s “I am helpful assistant” loop. I automated writing story to arweave chain. | 0 | 2026-01-11T11:21:30 | Scary_Panic3165 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9wzn8 | false | null | t3_1q9wzn8 | /r/LocalLLaMA/comments/1q9wzn8/i_managed_to_break_llama38binstruct_models_i_am/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ia0pma1qfpcg1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/ia0pma1qfpcg1.jpeg?width=108&crop=smart&auto=webp&s=8b5cb68ea8cee2ceca9ab8e7707f1583d526ce33', 'width': 108}, {'height': 119, 'url': 'https://preview.redd.it/ia0pma1qfpcg1.jpeg?width=216&crop=smart&auto=w... | ||
TranscriptionSuite - A comprehensive speech-to-text audio transcription app | 3 | *Welcome to my vibecoded mess! I'll be your host, homelab-00.*
[Logo](https://preview.redd.it/yuu1cq2lbpcg1.png?width=1168&format=png&auto=webp&s=953058597490c952d7aaff606f61759394a29a8d)
I'm finally at the point where I can say that [**TranscriptionSuite**](https://github.com/homelab-00/TranscriptionSuite) is ready ... | 2026-01-11T11:19:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q9wynp/transcriptionsuite_a_comprehensive_speechtotext/ | Curious_Betsy_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9wynp | false | null | t3_1q9wynp | /r/LocalLLaMA/comments/1q9wynp/transcriptionsuite_a_comprehensive_speechtotext/ | false | false | 3 | null | |
Fine-Tuning Translation Model | 3 | I don't know about local LLM's really. I'm using gemini 3 flash for translating manga etc. The translation accuracy is high. But I want it to be more natural? I'm using a prompt focused on localization and natural flow. I'm wondering If I fine-tune a local llm with 50 episode translation It will be better? Or a dataset... | 2026-01-11T10:48:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q9wg6p/finetuning_translation_model/ | BoysenberryNo3331 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9wg6p | false | null | t3_1q9wg6p | /r/LocalLLaMA/comments/1q9wg6p/finetuning_translation_model/ | false | false | self | 3 | null |
GLM-4.7 Is this the new #1 open-source coding & reasoning king in early 2026? Who's tried it? | 17 | With 2026 just kicking off, Zhipu AI (aka [Z.ai](http://Z.ai), the Chinese powerhouse often called "China's OpenAI") dropped GLM-4.7 back in late December 2025, and it's generating a ton of buzz in the open-source AI scene.This is a \~358B MoE model (with \~200K context window, MIT license) that's posting seriously imp... | 2026-01-11T10:41:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q9wc12/glm47_is_this_the_new_1_opensource_coding/ | Impressive-Olive8372 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9wc12 | false | null | t3_1q9wc12 | /r/LocalLLaMA/comments/1q9wc12/glm47_is_this_the_new_1_opensource_coding/ | false | false | self | 17 | null |
What models work best with Codex CLI offline? | 2 | I am having a hell of a time getting https://huggingface.co/Qwen/Qwen3-235B-A22B-Thinking-2507 to read and edit files right now :/
Can it work with Codex CLI or not, has anyone had any success? | 2026-01-11T10:38:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q9wae9/what_models_work_best_with_codex_cli_offline/ | johnnyApplePRNG | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9wae9 | false | null | t3_1q9wae9 | /r/LocalLLaMA/comments/1q9wae9/what_models_work_best_with_codex_cli_offline/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'aFgKkvLRlBq4pkW8wu8xgwzbntIRM6eHR6HNp8MMtiQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/aFgKkvLRlBq4pkW8wu8xgwzbntIRM6eHR6HNp8MMtiQ.png?width=108&crop=smart&auto=webp&s=cd52c9fa4a571e95dfd71b26b8e6ebff17bbc117', 'width': 108}, {'height': 116, 'url': 'h... |
llama.cpp MLA KV cache support for KimiLinear-48B-A3B | 85 | Recently, I added backend agnostic support for KimiLinear.
[https://www.reddit.com/r/LocalLLaMA/comments/1q586jv/comment/nxz63pt/?context=1](https://www.reddit.com/r/LocalLLaMA/comments/1q586jv/comment/nxz63pt/?context=1)
I noticed that the original author didn't implement support for MLA KV cache, so I read the Deep... | 2026-01-11T10:10:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q9vtgz/llamacpp_mla_kv_cache_support_for_kimilinear48ba3b/ | Ok_Warning2146 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9vtgz | false | null | t3_1q9vtgz | /r/LocalLLaMA/comments/1q9vtgz/llamacpp_mla_kv_cache_support_for_kimilinear48ba3b/ | false | false | self | 85 | {'enabled': False, 'images': [{'id': 'qCbka6AOc9nu_2BgvTflGUnf7Vlgl3yx4_Elc-HI17A', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/qCbka6AOc9nu_2BgvTflGUnf7Vlgl3yx4_Elc-HI17A.png?width=108&crop=smart&auto=webp&s=7fc2c77485d858fb292e9f3229f6a5ef5e7f4c02', 'width': 108}, {'height': 116, 'url': 'h... |
[R] Feed-forward transformers are more robust than state-space models under embedding perturbation. This challenges a prediction from information geometry | 0 | **TL;DR**
We proposed that adversarial robustness in neural networks follows information-geometric principles analogous to physical mass (Mass-Coherence Correspondence). We made 5 testable predictions, ran experiments, and got mixed results: **Prediction 2 validated** (Fisher trace correlates with robustness), **Predi... | 2026-01-11T09:40:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q9vbd3/r_feedforward_transformers_are_more_robust_than/ | TheTempleofTwo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9vbd3 | false | null | t3_1q9vbd3 | /r/LocalLLaMA/comments/1q9vbd3/r_feedforward_transformers_are_more_robust_than/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'F58_lR-731-KYYY7qFli7bNycCl08RnenT8Y5FpKSYo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/F58_lR-731-KYYY7qFli7bNycCl08RnenT8Y5FpKSYo.png?width=108&crop=smart&auto=webp&s=fd9ade1cd2dc03148f82f586d6abfc629d2af2be', 'width': 108}, {'height': 108, 'url': 'h... |
chatgpt vs claude opus 4.5: coding performance breakdown (building a busuness website) | 0 | While working on a business website i needed to figure out which model actually handles complex coding stuff better. So i ran some spatial reasoning tests on chatgpt o1 and claude opus 4.5 to see how they deal with messy legacy code and refactoring.
Basically fed both models some old code with tons of nested depen... | 2026-01-11T09:38:51 | https://www.reddit.com/r/LocalLLaMA/comments/1q9vaig/chatgpt_vs_claude_opus_45_coding_performance/ | Significant_Loss_541 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9vaig | false | null | t3_1q9vaig | /r/LocalLLaMA/comments/1q9vaig/chatgpt_vs_claude_opus_45_coding_performance/ | false | false | self | 0 | null |
Can I run a small Local LLM using the Intel i9 185H NPU on Arch through llama.cpp? | 2 | So I'm running a Zephyrus G16 and have largely ignored the NPU paired with its i9 185H till now, but recently I wanted to try making my little avengers task force of LLMs and thought the NPU might be a good candidate for power efficiency when running background LLMs on battery.
Upon research tho I couldn't find anyo... | 2026-01-11T09:37:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q9v9pl/can_i_run_a_small_local_llm_using_the_intel_i9/ | Own_Organization2934 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9v9pl | false | null | t3_1q9v9pl | /r/LocalLLaMA/comments/1q9v9pl/can_i_run_a_small_local_llm_using_the_intel_i9/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'vRx4KByzWkHJ9nGbegp4vvvYovU3558hlGHGJXx96nU', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/vRx4KByzWkHJ9nGbegp4vvvYovU3558hlGHGJXx96nU.png?width=108&crop=smart&auto=webp&s=e14dc5266ad0e59f37392e123de69fdc237558ea', 'width': 108}, {'height': 121, 'url': 'h... |
Prompt engineering didn’t stop hallucinations in our Local / production LLM setups — here’s what we learned | 1 | [removed] | 2026-01-11T09:28:12 | https://www.reddit.com/r/LocalLLaMA/comments/1q9v4i1/prompt_engineering_didnt_stop_hallucinations_in/ | verdic_guard_02 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9v4i1 | false | null | t3_1q9v4i1 | /r/LocalLLaMA/comments/1q9v4i1/prompt_engineering_didnt_stop_hallucinations_in/ | false | false | self | 1 | null |
Is this safe? | 0 | Hi,
is stuff like `DavidAU/Llama-3.2-8X3B-MOE-Dark-Champion-Instruct-uncensored-abliterated-18.4B-GGUF` safe to use? Seems to have lots of downloads etc, do we need to be careful running various GGUF/MLX models or is arbitrary code execution essentially impossible?
| 2026-01-11T09:27:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q9v44b/is_this_safe/ | anonXMR | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9v44b | false | null | t3_1q9v44b | /r/LocalLLaMA/comments/1q9v44b/is_this_safe/ | false | false | self | 0 | null |
GLM-4.7 (Z.ai) – bought Year PRO at night, now regret it. Anyone managed to get a refund? | 0 | It was late at night, my brain was already half asleep, and I made an **impulsive decision**. I’ve been using Claude Sonnet and Opus for about 2 months, mainly for vibe coding, and I was looking for a cheaper alternative. Z ai looked promising, especially with the **Christmas discount**, so I ended up buying the Year P... | 2026-01-11T08:58:30 | https://www.reddit.com/r/LocalLLaMA/comments/1q9un7d/glm47_zai_bought_year_pro_at_night_now_regret_it/ | Appropriate-Lab3618 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9un7d | false | null | t3_1q9un7d | /r/LocalLLaMA/comments/1q9un7d/glm47_zai_bought_year_pro_at_night_now_regret_it/ | false | false | self | 0 | null |
latest server-cuda13 asks for CUDA 13.1. But I don't see the ubuntu drivers yet. how to handle | 0 | Hey all,
I've pulled a new server version for my docker install. It returning with an unmet dep of cuda 13.1.
I've got `NVIDIA-SMI 580.105.08 Driver Version: 580.105.08 CUDA Version: 13.0`
And i believe cuda 13.1 is with 590. But I don't see it in the driver list in ubuntu yet.
Can I lower the llama... | 2026-01-11T08:44:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q9ueyl/latest_servercuda13_asks_for_cuda_131_but_i_dont/ | designbanana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9ueyl | false | null | t3_1q9ueyl | /r/LocalLLaMA/comments/1q9ueyl/latest_servercuda13_asks_for_cuda_131_but_i_dont/ | false | false | self | 0 | null |
I tried chatterbox extended for "pseudo voice conversion" with a 15 seconds target voice audio - any other apps that allow me to do that, and do it even better? | 1 | There is "genuine" voice conversion, by training on extensive target audio, like I can do with RVC.
Which definitely shines at keeping faithful to the prosody of the source audio, but has limitations in making the generated voice sound like the target voice.
And then there is this form of pseudo voice conversion, or... | 2026-01-11T08:39:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q9uc8m/i_tried_chatterbox_extended_for_pseudo_voice/ | hugo-the-second | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9uc8m | false | null | t3_1q9uc8m | /r/LocalLLaMA/comments/1q9uc8m/i_tried_chatterbox_extended_for_pseudo_voice/ | false | false | self | 1 | null |
Non-coder here. Built self-healing Claude context in 30 tokens. Sharing what I found. | 1 | [removed] | 2026-01-11T08:31:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q9u7je/noncoder_here_built_selfhealing_claude_context_in/ | Small-Wolverine254 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9u7je | false | null | t3_1q9u7je | /r/LocalLLaMA/comments/1q9u7je/noncoder_here_built_selfhealing_claude_context_in/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '_ztZuEze54od8s0ae7K9VZeHpUUgtfp_InajKudadlo', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/_ztZuEze54od8s0ae7K9VZeHpUUgtfp_InajKudadlo.png?width=108&crop=smart&auto=webp&s=45335071a52fe2d02b4d5e63e28d7c74388a7b08', 'width': 108}, {'height': 113, 'url': 'h... |
Which is the best model under 15B | 48 | I need a llm under 15B for agentic capabilities, reasoning, maths, general knowledge,
making for raycast local model, i dont know hich model to select,
ministral 3 14B, gemma 3 12B, qwen 3 14B, gpt-oss: 20B
gpt-oss thinks a lot, and inference is not very good.
any recommendations? | 2026-01-11T08:19:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q9u07d/which_is_the_best_model_under_15b/ | BothYou243 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9u07d | false | null | t3_1q9u07d | /r/LocalLLaMA/comments/1q9u07d/which_is_the_best_model_under_15b/ | false | false | self | 48 | null |
good uncensored online LLM for general use? | 1 | I work with nsfw material regularly and most services I know of absolutely hate it. So far I have just been using grok and it works okayish but it's quite expensive, wondering if there's any good alternative. Preferably something that can handle everything chatgpt does like transcribing images, web searching, etc.
NOT... | 2026-01-11T08:03:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q9tqy7/good_uncensored_online_llm_for_general_use/ | Lolis- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9tqy7 | false | null | t3_1q9tqy7 | /r/LocalLLaMA/comments/1q9tqy7/good_uncensored_online_llm_for_general_use/ | false | false | self | 1 | null |
Running local llm on my phone | 2 | Recently i've been thinking about booting local llm (with half or near a million context window) on my old ass phone and after 3 days of active research I still cant find fast enough solution. Qwen 2.5 1m runs on 0.3 tokens/sec and need around 10 mins to heat up | 2026-01-11T07:49:51 | https://www.reddit.com/r/LocalLLaMA/comments/1q9tiku/running_local_llm_on_my_phone/ | LOHOZAVRISHE | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9tiku | false | null | t3_1q9tiku | /r/LocalLLaMA/comments/1q9tiku/running_local_llm_on_my_phone/ | false | false | self | 2 | null |
Unsloth vs Chronicals | 0 | 2026-01-11T07:48:38 | https://youtube.com/shorts/Y9rAy0E9jNU?feature=share | JosefAlbers05 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q9thvj | false | {'oembed': {'author_name': 'Josef Albers', 'author_url': 'https://www.youtube.com/@JosefAlbers-f4q', 'height': 200, 'html': '<iframe width="113" height="200" src="https://www.youtube.com/embed/Y9rAy0E9jNU?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyr... | t3_1q9thvj | /r/LocalLLaMA/comments/1q9thvj/unsloth_vs_chronicals/ | false | false | default | 0 | null | |
Unsloth vs Chronicals | 1 | 2026-01-11T07:39:40 | https://youtube.com/shorts/-z9tXyiABvs | JosefAlbers05 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q9tcg3 | false | {'oembed': {'author_name': 'Josef Albers', 'author_url': 'https://www.youtube.com/@JosefAlbers-f4q', 'height': 200, 'html': '<iframe width="113" height="200" src="https://www.youtube.com/embed/-z9tXyiABvs?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyr... | t3_1q9tcg3 | /r/LocalLLaMA/comments/1q9tcg3/unsloth_vs_chronicals/ | false | false | default | 1 | null | |
Announcing Kreuzberg v4 (Open Source) | 115 | Hi Peeps,
I'm excited to announce [Kreuzberg](https://github.com/kreuzberg-dev/kreuzberg) v4.0.0.
# What is Kreuzberg:
Kreuzberg is a document intelligence library that extracts structured data from 56+ formats, including PDFs, Office docs, HTML, emails, images and many more. Built for RAG/LLM pipelines with OCR, se... | 2026-01-11T07:34:55 | https://www.reddit.com/r/LocalLLaMA/comments/1q9t9op/announcing_kreuzberg_v4_open_source/ | Eastern-Surround7763 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9t9op | false | null | t3_1q9t9op | /r/LocalLLaMA/comments/1q9t9op/announcing_kreuzberg_v4_open_source/ | false | false | self | 115 | {'enabled': False, 'images': [{'id': 'dlA25NAcyPL4lIdscfsCv_8AcSxeJAF0JDfclk7Ngmo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dlA25NAcyPL4lIdscfsCv_8AcSxeJAF0JDfclk7Ngmo.png?width=108&crop=smart&auto=webp&s=b2d562448da7d5b0f6faf9827cbef61f72fea2bf', 'width': 108}, {'height': 108, 'url': 'h... |
Llm on my laptop? | 2 | Hi there, i just got my hands on a laptop with a 3050ti(4gb vram) and 32gb ddr4, i5 11th gen i5-11400H and I'm super curious to know if there is any text to image LLM that could work on it?
As far as i understand (which is not a lot) i should be able to run a optimized version of stable diffusion? Or are there any ot... | 2026-01-11T07:32:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q9t80r/llm_on_my_laptop/ | Low-Bluebird2648 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9t80r | false | null | t3_1q9t80r | /r/LocalLLaMA/comments/1q9t80r/llm_on_my_laptop/ | false | false | self | 2 | null |
Is this scenario impossible ? Pls help me understand ? | 0 | I am trying to build a system to serve around 1000 requests simultaneously for an educational institution. I am trying to compute stuff, while this calculator tells me it is technically possible, other sources are telling me it is practically useless.
Can somebody give insights ?
[https://apxml.com/tools/vram... | 2026-01-11T07:02:50 | https://apxml.com/tools/vram-calculator?model=deepseek-r1-3b&quant=q4_k_m&kvQuant=int8&gpu=a100_80&numGpus=2&batchSize=1024&users=1024&offload=true&useLayerOffload=false&offloadPct=35&offloadKv=true | Chithrai-Thirunal | apxml.com | 1970-01-01T00:00:00 | 0 | {} | 1q9sqf7 | false | null | t3_1q9sqf7 | /r/LocalLLaMA/comments/1q9sqf7/is_this_scenario_impossible_pls_help_me_understand/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM.jpeg?width=108&crop=smart&auto=webp&s=74615a29e81980ade73d711d47c30d7db2bd599b', 'width': 108}, {'height': 148, 'url': '... |
Looking for a Base Model | 32 | I was putting together a finetuning dataset for an experiment and I realized that I have lost track of which models have base models available. I can search for models with "base" in the name and find stuff like [Qwen 3 8B base](https://huggingface.co/Qwen/Qwen3-8B-Base) but I'm pretty sure that there are base models I... | 2026-01-11T06:49:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q9si66/looking_for_a_base_model/ | AutomataManifold | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9si66 | false | null | t3_1q9si66 | /r/LocalLLaMA/comments/1q9si66/looking_for_a_base_model/ | false | false | self | 32 | {'enabled': False, 'images': [{'id': 'WdpmPSpuYvqpwqVUg2nGzStc1-djRdocIIESdHU0jy4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/WdpmPSpuYvqpwqVUg2nGzStc1-djRdocIIESdHU0jy4.png?width=108&crop=smart&auto=webp&s=bf2afdd20c2d3874ad59b3a6649b8ec3496fe097', 'width': 108}, {'height': 116, 'url': 'h... |
Anyone successfully ran LTX2 GGUF Q4 model on 8vram, 16gb Ram potato PC? | 270 | 2026-01-11T06:42:42 | Slight_Tone_2188 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9se4a | false | null | t3_1q9se4a | /r/LocalLLaMA/comments/1q9se4a/anyone_successfully_ran_ltx2_gguf_q4_model_on/ | false | false | default | 270 | {'enabled': True, 'images': [{'id': 'n3bssemz1ocg1', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/n3bssemz1ocg1.jpeg?width=108&crop=smart&auto=webp&s=ead7e84f2895041781a2aabd07abbc3852953b82', 'width': 108}, {'height': 143, 'url': 'https://preview.redd.it/n3bssemz1ocg1.jpeg?width=216&crop=smart&auto=w... | ||
SLRM-nD: 1000D Regression in 193ms on pure CPU (Non-iterative/No Backprop) | 0 | I’ve been developing a geometric alternative to traditional Neural Networks called SLRM-nD (Lumin Core).
While everyone is fighting for VRAM, I wanted to see how far pure deterministic geometry could go in high-dimensional spaces without burning GPU cycles.
The benchmark (Google Colab):
\* Input: 1000 Dimensions... | 2026-01-11T05:45:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q9rc5x/slrmnd_1000d_regression_in_193ms_on_pure_cpu/ | wexionar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9rc5x | false | null | t3_1q9rc5x | /r/LocalLLaMA/comments/1q9rc5x/slrmnd_1000d_regression_in_193ms_on_pure_cpu/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'vbIZLNE5HlENiKj6X7nsYq7nJeUcinRG_U6QnU8s2cI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/vbIZLNE5HlENiKj6X7nsYq7nJeUcinRG_U6QnU8s2cI.png?width=108&crop=smart&auto=webp&s=34cb7d2c5d2bf03482a7f565a87c4fca70c0b9c6', 'width': 108}, {'height': 108, 'url': 'h... |
Looking for adversarial testers: zombie / stale-action failures in agent systems | 0 | I’m looking for adversarial testers for a small deterministic execution gate.
This is NOT:
– an eval
– a planner
– a voting system
– a framework
The task is only to try to force unauthorized state advancement under:
– zombie / stale authority
– replay
– restart
– temporal regression
Binary outcome:
If... | 2026-01-11T05:43:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q9raho/looking_for_adversarial_testers_zombie/ | Agent_invariant | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9raho | false | null | t3_1q9raho | /r/LocalLLaMA/comments/1q9raho/looking_for_adversarial_testers_zombie/ | false | false | self | 0 | null |
Which AI model can I use along with cursor/antigravity ide for medium to high coding usage? | 0 | I want that instead of paying so much for their internal, can integrate a third party model to get my money worth via keeping ide such as cursor or antigravity . I want to pay for something that deserves. suppose in antigravity , i can use their free AI model, and then when it runs out , then i can switch to third pa... | 2026-01-11T04:52:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q9qact/which_ai_model_can_i_use_along_with/ | Notalabel_4566 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9qact | false | null | t3_1q9qact | /r/LocalLLaMA/comments/1q9qact/which_ai_model_can_i_use_along_with/ | false | false | self | 0 | null |
Evaluating AI Agents: what I've learnt from 3 years of AI Engineering | 0 | I’ve been building and shipping AI agents that had to be reliable in production. I'ce learnt that bad evals cause me to:
* Cause regressions
* Chase random improvements that don’t make hte agent as a whole better
* Overbuild autonomy when simpler systems would’ve worked (like graph-based workflows)
So I wrote a pub... | 2026-01-11T04:09:13 | https://www.reddit.com/r/LocalLLaMA/comments/1q9pfy4/evaluating_ai_agents_what_ive_learnt_from_3_years/ | sarthakai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9pfy4 | false | null | t3_1q9pfy4 | /r/LocalLLaMA/comments/1q9pfy4/evaluating_ai_agents_what_ive_learnt_from_3_years/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'YTa7fwWDJNbCsw5yxu1kGxdjy6Q309AGdihU6-SsSxE', 'resolutions': [{'height': 105, 'url': 'https://external-preview.redd.it/YTa7fwWDJNbCsw5yxu1kGxdjy6Q309AGdihU6-SsSxE.jpeg?width=108&crop=smart&auto=webp&s=687f10739f62524c5131d8b9139d8fdec3f1c4da', 'width': 108}, {'height': 211, 'url': ... |
I built a benchmark measuring the Markdown quality of LLMs | 32 | https://lintbench.ai | 2026-01-11T04:06:40 | bengt0 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9pe4l | false | null | t3_1q9pe4l | /r/LocalLLaMA/comments/1q9pe4l/i_built_a_benchmark_measuring_the_markdown/ | false | false | default | 32 | {'enabled': True, 'images': [{'id': 'toz75kg5ancg1', 'resolutions': [{'height': 134, 'url': 'https://preview.redd.it/toz75kg5ancg1.png?width=108&crop=smart&auto=webp&s=d8c0d1aa40e8542ab9fdb955115993e81b633001', 'width': 108}, {'height': 268, 'url': 'https://preview.redd.it/toz75kg5ancg1.png?width=216&crop=smart&auto=we... | |
How do people here manage usage limits with long-context workflows? | 1 | [removed] | 2026-01-11T03:35:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q9oqtz/how_do_people_here_manage_usage_limits_with/ | Acceptable-Reason585 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9oqtz | false | null | t3_1q9oqtz | /r/LocalLLaMA/comments/1q9oqtz/how_do_people_here_manage_usage_limits_with/ | false | false | self | 1 | null |
Parse PDF return json | 2 | Hi Gang
I am looking for advice I have built a tool that I input a PDF catalog and want to return data into a DB
Current I am parsing the PDF into pages and then the LLM looks at the text and returns A very specific JSON back for each product or products on the page.
I am currently doing this with Gemini 3 flash wi... | 2026-01-11T03:34:39 | https://www.reddit.com/r/LocalLLaMA/comments/1q9oqem/parse_pdf_return_json/ | time_time | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9oqem | false | null | t3_1q9oqem | /r/LocalLLaMA/comments/1q9oqem/parse_pdf_return_json/ | false | false | self | 2 | null |
Headroom (OSS): reducing tool-output + prefix drift token costs without breaking tool calling | 1 | Hi folks
I hit a painful wall building a bunch of small agent-y micro-apps.
When I use Claude Code/sub-agents for in-depth research, the workflow often loses context in the middle of the research (right when it’s finally becoming useful).
I tried the obvious stuff: prompt compression (LLMLingua etc.), prompt... | 2026-01-11T03:14:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q9ob19/headroom_oss_reducing_tooloutput_prefix_drift/ | Ok-Responsibility734 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9ob19 | false | null | t3_1q9ob19 | /r/LocalLLaMA/comments/1q9ob19/headroom_oss_reducing_tooloutput_prefix_drift/ | false | false | self | 1 | null |
Made an Rick and Morty inspired Interdimensional News site with Ollama and Gemini | 26 | So, I love Rick and Morty esp. the interdimensional cable episodes. I've wanted to build this for years, but when I tried in 2024 the image generation was simply too lame. This last xmas though, I tried it again and got pretty close to what I've been wanting: [greenportal.news](http://greenportal.news)
I'm happy t... | 2026-01-11T02:32:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q9nerk/made_an_rick_and_morty_inspired_interdimensional/ | WahWahWeWah | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9nerk | false | null | t3_1q9nerk | /r/LocalLLaMA/comments/1q9nerk/made_an_rick_and_morty_inspired_interdimensional/ | false | false | self | 26 | null |
Model/Tools for research on M1 pro baseline model? (16gb 8 core) | 0 | I am looking for local/open source research tools primarily to investigate papers and brainstorm new ideas, what do you suggest? | 2026-01-11T01:58:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q9mno1/modeltools_for_research_on_m1_pro_baseline_model/ | pacifio | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9mno1 | false | null | t3_1q9mno1 | /r/LocalLLaMA/comments/1q9mno1/modeltools_for_research_on_m1_pro_baseline_model/ | false | false | self | 0 | null |
Can you guys help me understand skills better? | 2 | I'm trying to understand the advantages between models, and I know that skills (although trademarked to anthropic), is significant in output quality. However, I'm failing to grasp how people go about optimizing skills outside out claude code?
If I have a coding framework that I want to adhere to, or a specific skil... | 2026-01-11T01:56:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q9mlyk/can_you_guys_help_me_understand_skills_better/ | Tinominor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9mlyk | false | null | t3_1q9mlyk | /r/LocalLLaMA/comments/1q9mlyk/can_you_guys_help_me_understand_skills_better/ | false | false | self | 2 | null |
Erik Zahaviel Bernstein situation - spent 6 hours verifying claims and I'm confused why we're dismissing independent AI work based on fabricated legal drama | 1 | [removed] | 2026-01-11T01:51:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q9mi4e/erik_zahaviel_bernstein_situation_spent_6_hours/ | quietobserver96 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9mi4e | false | null | t3_1q9mi4e | /r/LocalLLaMA/comments/1q9mi4e/erik_zahaviel_bernstein_situation_spent_6_hours/ | false | false | self | 1 | null |
brain-canvas: Give any local LLM a visual display (191 lines, 0 deps) | 20 | Tired of LLM output being stuck in the terminal?
npx brain-canvas
Starts a local HTML canvas that any LLM can control via POST requests. Send JSON, get interactive UI with clickable choices that flow back to your script.
Works with:
\- Ollama
\- llama.cpp
\- Any local model
\- Claude/GPT (if you us... | 2026-01-11T01:30:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q9m0uw/braincanvas_give_any_local_llm_a_visual_display/ | Signal_Usual8630 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9m0uw | false | null | t3_1q9m0uw | /r/LocalLLaMA/comments/1q9m0uw/braincanvas_give_any_local_llm_a_visual_display/ | false | false | self | 20 | {'enabled': False, 'images': [{'id': 'rJcVoEG4oMeDwKBZReA4WejAlXJjtqob8cgJ147vAcg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rJcVoEG4oMeDwKBZReA4WejAlXJjtqob8cgJ147vAcg.png?width=108&crop=smart&auto=webp&s=dd2626d8b1ac4b46433e4d781a3bb2a3c7d88df9', 'width': 108}, {'height': 108, 'url': 'h... |
Does the Claude Code support API provider switching? | 0 | My cursor yearly subscription has ended and I want to try other coding agents. I heard Claude Code is very solid. But I’m wondering if there is a way to let me switch model between different providers. I like use Claude model for planning and use Minimax for implementation to save my cost. | 2026-01-11T00:29:11 | https://www.reddit.com/r/LocalLLaMA/comments/1q9km2v/does_the_claude_code_support_api_provider/ | OriginalTerran | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9km2v | false | null | t3_1q9km2v | /r/LocalLLaMA/comments/1q9km2v/does_the_claude_code_support_api_provider/ | false | false | self | 0 | null |
Llama slow | 0 | Any way my settings are causing this? | 2026-01-11T00:05:45 | Murky_South8044 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9k280 | false | null | t3_1q9k280 | /r/LocalLLaMA/comments/1q9k280/llama_slow/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'lsvaqlk33mcg1', 'resolutions': [{'height': 130, 'url': 'https://preview.redd.it/lsvaqlk33mcg1.png?width=108&crop=smart&auto=webp&s=a836c12a1ac65d6cc1b2e6b34bca5c3bff352e3e', 'width': 108}, {'height': 260, 'url': 'https://preview.redd.it/lsvaqlk33mcg1.png?width=216&crop=smart&auto=we... | |
Best uncensored local LLMs for a 28vram - 64ram system? | 1 | Just like the title says, what are the best options at the moment that can either fully fit in my vram, or that are so smart that are worth offloading to ram, that would fit on my system?, primary use case would be rp, and secondary would be as an assistant. | 2026-01-11T00:02:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q9jzzl/best_uncensored_local_llms_for_a_28vram_64ram/ | Ok_Airline_5772 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9jzzl | false | null | t3_1q9jzzl | /r/LocalLLaMA/comments/1q9jzzl/best_uncensored_local_llms_for_a_28vram_64ram/ | false | false | self | 1 | null |
[Project] Running quantized BERT in the browser via WebAssembly (Rust + Candle) for local Semantic Search | 18 | Long time lurker, first time poster.
I wanted to share a project I've been working on to implement **client-side semantic search** without relying on Python backends or ONNX Runtime.
The goal was to build a tool to search through WhatsApp exports semantically (finding messages by meaning), but strictly **local-first*... | 2026-01-10T23:21:19 | https://v.redd.it/by69mgl0vlcg1 | JellyfishFar8435 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9j0r8 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/by69mgl0vlcg1/DASHPlaylist.mpd?a=1770679308%2CMzVjNjY3MTQ4NmViZGY1YTFhOGI1MjFmNTYxZGFlNTliNmNjYWFjMmJjMTYzN2RmZWUwN2IyMmM1N2MwNWJlMw%3D%3D&v=1&f=sd', 'duration': 45, 'fallback_url': 'https://v.redd.it/by69mgl0vlcg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1q9j0r8 | /r/LocalLLaMA/comments/1q9j0r8/project_running_quantized_bert_in_the_browser_via/ | false | false | 18 | {'enabled': False, 'images': [{'id': 'ZDNpemFtbDB2bGNnMV82M8AjMZW4dYrOSYG00DJTbyxBApD1BqJxrMXf5lMv', 'resolutions': [{'height': 62, 'url': 'https://external-preview.redd.it/ZDNpemFtbDB2bGNnMV82M8AjMZW4dYrOSYG00DJTbyxBApD1BqJxrMXf5lMv.png?width=108&crop=smart&format=pjpg&auto=webp&s=9eebb7fb2d73239d0cadb03f44a3032894a5b... | |
Model: cerebras/GLM-4.7-REAP-268B-A32B incoming! | 188 | Can't wait!
[https://huggingface.co/cerebras/GLM-4.7-REAP-268B-A32B](https://huggingface.co/cerebras/GLM-4.7-REAP-268B-A32B) | 2026-01-10T23:06:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q9io50/model_cerebrasglm47reap268ba32b_incoming/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9io50 | false | null | t3_1q9io50 | /r/LocalLLaMA/comments/1q9io50/model_cerebrasglm47reap268ba32b_incoming/ | false | false | self | 188 | {'enabled': False, 'images': [{'id': 'y20zPcVn1YoJNLsNvWJycDP2KRksf_5NXRQUaEtPpEA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/y20zPcVn1YoJNLsNvWJycDP2KRksf_5NXRQUaEtPpEA.png?width=108&crop=smart&auto=webp&s=cccff0df8e5b0f340dd76c193e5f67bf0230f020', 'width': 108}, {'height': 116, 'url': 'h... |
Is Unsloth Dead? 3.5x Faster LLM Fine-Tuning with Chronicals | 0 | 2026-01-10T22:37:04 | https://www.youtube.com/watch?v=nsY989ZRUU4 | JosefAlbers05 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q9hyqq | false | {'oembed': {'author_name': 'Josef Albers', 'author_url': 'https://www.youtube.com/@JosefAlbers-f4q', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/nsY989ZRUU4?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyr... | t3_1q9hyqq | /r/LocalLLaMA/comments/1q9hyqq/is_unsloth_dead_35x_faster_llm_finetuning_with/ | false | false | default | 0 | null | |
Erik Zahaviel Bernstein "Structured Intelligence" - anyone actually tested this rigorously? | 1 | Keep seeing drama about this person's AI work but can't find serious technical evaluation, just Reddit fights.
Before dismissing it as a scam, I checked the legal claims against him:
\- Florida vexatious litigant registry: [https://www.flcourts.gov/Resources-Services/Court-Improvement/Family-Courts/Vexatious-Litiga... | 2026-01-10T22:32:36 | https://www.reddit.com/r/LocalLLaMA/comments/1q9huyx/erik_zahaviel_bernstein_structured_intelligence/ | quietobserver96 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9huyx | false | null | t3_1q9huyx | /r/LocalLLaMA/comments/1q9huyx/erik_zahaviel_bernstein_structured_intelligence/ | false | false | self | 1 | null |
I built an end-to-end local LLM fine-tuning GUI for M series macs | 23 | Just wanted to share a tool I’ve been working on to make local fine-tuning on M series Macs a bit less painful and manual. Essentially it wraps Apple’s MLX framework, so it runs native on M-series chips. The goal of this was to include the whole end-to-end local LLM workflow all within a GUI. Here are the features I pu... | 2026-01-10T22:31:40 | https://www.reddit.com/r/LocalLLaMA/comments/1q9hu43/i_built_an_endtoend_local_llm_finetuning_gui_for/ | riman717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9hu43 | false | null | t3_1q9hu43 | /r/LocalLLaMA/comments/1q9hu43/i_built_an_endtoend_local_llm_finetuning_gui_for/ | false | false | self | 23 | {'images': [{'source': {'url': 'https://external-preview.redd.it/JLscfupIe4f7rDqG0XFaf_o6BCPhrERBlrdL5UkLQT4.png?auto=webp&s=2cea5cee33416e134dfe39dbafa5340213d408d4', 'width': 1200, 'height': 600}, 'resolutions': [{'url': 'https://external-preview.redd.it/JLscfupIe4f7rDqG0XFaf_o6BCPhrERBlrdL5UkLQT4.png?width=108&crop=... |
NPU support for distributed inference is the next logical step | 0 | We’ve seen some great progress recently with llama.cpp and OpenVINO getting LLMs running on Intel and AMD NPUs. It’s finally making the "AI PC" hardware useful for local use.
My question is: why haven't we pushed this into the distributed/volunteer space yet? Projects like Petals or the different AI Hordes are great, ... | 2026-01-10T22:31:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q9htxp/npu_support_for_distributed_inference_is_the_next/ | Putrid_Draft378 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9htxp | false | null | t3_1q9htxp | /r/LocalLLaMA/comments/1q9htxp/npu_support_for_distributed_inference_is_the_next/ | false | false | self | 0 | null |
Are sampling parameters tuning pegs or volume knobs? | 0 | I finally realized my discomfort:
top-k/p/temperature are treated like tuning pegs,
but they are closer to volume knobs and effects.
They don’t alter the model’s internal structure, only how its output distribution is exposed.
Yet we casually call this "performance tuning" | 2026-01-10T22:29:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q9hslh/are_sampling_parameters_tuning_pegs_or_volume/ | No_Sheepherder9215 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9hslh | false | null | t3_1q9hslh | /r/LocalLLaMA/comments/1q9hslh/are_sampling_parameters_tuning_pegs_or_volume/ | false | false | self | 0 | null |
Instruction following LLM? | 0 | is there a way to make the LLM follow instructions better? Or a LLM that always follows instructions?
[Example of what I want to avoid](https://preview.redd.it/ltdjfpy9klcg1.png?width=1168&format=png&auto=webp&s=c87e0caf8a4588282429c7bc2a6f221f4a52f5e5)
| 2026-01-10T22:21:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q9hkxh/instruction_following_llm/ | thegamingnot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9hkxh | false | null | t3_1q9hkxh | /r/LocalLLaMA/comments/1q9hkxh/instruction_following_llm/ | false | false | 0 | null | |
[Release] K3 MCP Toolbox & Logicware: Windows-Native FastMCP Tools & Advanced Agentic Patterns | 0 | Repository: Fandry96/k3-mcp-toolbox-public License: MIT
👋 Hello r/LocalLLMA (and r/ClaudeAI)
I am excited to announce the open-source release of K3 MCP Toolbox and Antigravity Logicware.
These are the core Model Context Protocol (MCP) servers we use internally to power our "K3 Firehose" Agentic IDE on Windows. We've... | 2026-01-10T22:14:51 | fandry96 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9hf7h | false | null | t3_1q9hf7h | /r/LocalLLaMA/comments/1q9hf7h/release_k3_mcp_toolbox_logicware_windowsnative/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'mfstkb70jlcg1', 'resolutions': [{'height': 61, 'url': 'https://preview.redd.it/mfstkb70jlcg1.gif?width=108&crop=smart&format=png8&s=44f794ed641bb0b0d0073eda1f09553686b0580d', 'width': 108}, {'height': 123, 'url': 'https://preview.redd.it/mfstkb70jlcg1.gif?width=216&crop=smart&format... | |
Developers: what code orchestration tools do you swear by? | 13 | I’ve been loving code orchestration lately. There’s been an explosion of open-source multi-agent orchestration projects on GitHub, and it’s exciting to watch.
Here is a list of tools come across.
1. [https://github.com/BloopAI/vibe-kanban](https://github.com/BloopAI/vibe-kanban)
2. [https://www.conductor.build/](htt... | 2026-01-10T21:54:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q9gwpx/developers_what_code_orchestration_tools_do_you/ | formatme | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9gwpx | false | null | t3_1q9gwpx | /r/LocalLLaMA/comments/1q9gwpx/developers_what_code_orchestration_tools_do_you/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'QCjfBDgtsqHAK0MNlshsKxK27voPtT4U27_0Uex6Ddk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/QCjfBDgtsqHAK0MNlshsKxK27voPtT4U27_0Uex6Ddk.png?width=108&crop=smart&auto=webp&s=c8becf71f63303eed4a526fac946b577fc9f1136', 'width': 108}, {'height': 108, 'url': 'h... |
Native GTK Linux LLM client now supporting local models | 4 | 2026-01-10T21:51:52 | rabf | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9gubc | false | null | t3_1q9gubc | /r/LocalLLaMA/comments/1q9gubc/native_gtk_linux_llm_client_now_supporting_local/ | false | false | default | 4 | {'enabled': True, 'images': [{'id': 'fx2j8vswelcg1', 'resolutions': [{'height': 88, 'url': 'https://preview.redd.it/fx2j8vswelcg1.png?width=108&crop=smart&auto=webp&s=0a346adf98bb40b354c75b05fea2f8bf9b35ad38', 'width': 108}, {'height': 176, 'url': 'https://preview.redd.it/fx2j8vswelcg1.png?width=216&crop=smart&auto=web... | ||
Best models to describe or extract text for comics? | 2 | I would like if there's a way to make accessibility for comics possible for those who rely on hearing. Choosing a TTS to use isn't an issue, but what would be the best tools to extract text from comic book pages?
And are there models that are able to recognize the order of panels and explain the visual progression of... | 2026-01-10T21:36:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q9gg83/best_models_to_describe_or_extract_text_for_comics/ | FpRhGf | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9gg83 | false | null | t3_1q9gg83 | /r/LocalLLaMA/comments/1q9gg83/best_models_to_describe_or_extract_text_for_comics/ | false | false | self | 2 | null |
How do you decide which layers to quantize in LLMs (AWQ / GPTQ)? Any principled method + eval tips? | 3 | Hi everyone , I’m learning LLM quantization and I’m a bit confused about how people decide which layers/tensors to quantize and what the “standard practice” is.
I’m experimenting with AWQ and GPTQ on different open models, and I want to understand the layer-wise decisions more than just “run the tool and accept the ou... | 2026-01-10T21:12:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q9ftwm/how_do_you_decide_which_layers_to_quantize_in/ | No_Progress_5399 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9ftwm | false | null | t3_1q9ftwm | /r/LocalLLaMA/comments/1q9ftwm/how_do_you_decide_which_layers_to_quantize_in/ | false | false | self | 3 | null |
What AI models can I run locally on my PC with Ollama? | 0 | Hey everyone,
I’m pretty new to local AI and still learning, so sorry if this is a basic question.
I can’t afford a ChatGPT subscription anymore due to financial reasons, so I’m trying to use **local models** instead. I’ve installed **Ollama**, and it works, but I don’t really know which models I should be using or ... | 2026-01-10T20:56:36 | https://www.reddit.com/r/LocalLLaMA/comments/1q9femi/what_ai_models_can_i_run_locally_on_my_pc_with/ | Kitchen-Patience8176 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9femi | false | null | t3_1q9femi | /r/LocalLLaMA/comments/1q9femi/what_ai_models_can_i_run_locally_on_my_pc_with/ | false | false | self | 0 | null |
llama.cpp hanging again and again | 1 | I use llama.cpp since the beginning. I have used it on linux, on windows, on old laptops and on brand new workstations. When the requests are sent via SillyTavern, llama.cpp always hangs during prompt evaluation. It stops at arbitrary points and requires further requests before completing the evaluation and start gener... | 2026-01-10T20:54:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q9fck0/llamacpp_hanging_again_and_again/ | insulaTropicalis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9fck0 | false | null | t3_1q9fck0 | /r/LocalLLaMA/comments/1q9fck0/llamacpp_hanging_again_and_again/ | false | false | self | 1 | null |
Abliterated Model Hosting Recs | 1 | Many of us here have pretty great hardware. Myself included. So I keep flexing all my locally-run abliterated models to my friends, only for them to inevitably ask how they can chat with said models themselves.
Unfortunately, the average person has a computer that can hardly run Google Chrome. Their only options for l... | 2026-01-10T20:46:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q9f5m0/abliterated_model_hosting_recs/ | Zestyclose839 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9f5m0 | false | null | t3_1q9f5m0 | /r/LocalLLaMA/comments/1q9f5m0/abliterated_model_hosting_recs/ | false | false | self | 1 | null |
What is the 'best' local model I can run on this hardware? (macbook pro) | 0 | Hi, it's been a long while since I ran anything locally, I want to start experiment with local models again. What's are some types of models I could run locally? I want to potentially experiment with coding, fine tuning some models on gpus for low resource languages/dsls and running locally, and maybe some agentic/tool... | 2026-01-10T20:43:18 | Old-School8916 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9f274 | false | null | t3_1q9f274 | /r/LocalLLaMA/comments/1q9f274/what_is_the_best_local_model_i_can_run_on_this/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '2dktn09l2lcg1', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/2dktn09l2lcg1.png?width=108&crop=smart&auto=webp&s=391894743ea048f081d885fc37b9fc9965bea32d', 'width': 108}, {'height': 115, 'url': 'https://preview.redd.it/2dktn09l2lcg1.png?width=216&crop=smart&auto=web... | |
Could you link two Strix Halo AI Max 395+ together to host bigger models? | 5 | Say if I have 2 128Gb Strix Halo AI Max 395+, if we link together, then we might could have 256Gb in total. That means we could run bigger models.
Could this be done over LAN?
| 2026-01-10T20:40:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q9ez9j/could_you_link_two_strix_halo_ai_max_395_together/ | henryclw | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9ez9j | false | null | t3_1q9ez9j | /r/LocalLLaMA/comments/1q9ez9j/could_you_link_two_strix_halo_ai_max_395_together/ | false | false | self | 5 | null |
Training with Claude Code Traces | 1 | Are there any good Claude Code trace datasets? Would be great to do some distillation with Opus 4.5 as a teacher.
I’m tempted to generate my own dataset for that if it doesn’t exist.
Based on a paper by OpenThoughts, it seems like problem / input selection is more effective for reasoning curation than selecting qual... | 2026-01-10T20:26:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q9emnx/training_with_claude_code_traces/ | darkdeepths | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9emnx | false | null | t3_1q9emnx | /r/LocalLLaMA/comments/1q9emnx/training_with_claude_code_traces/ | false | false | self | 1 | null |
Observations on reasoning persistence in mid-sized open LLMs | 1 | I’ve been working with several open-weight language models in the 7B–13B parameter range and noticed consistent differences in how long coherent reasoning is preserved under token pressure.
In particular, models fine-tuned with explicit instruction chaining or multi-step supervision seem to maintain logical structure ... | 2026-01-10T20:16:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q9ed30/observations_on_reasoning_persistence_in_midsized/ | Lorenzo_Kotalla | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9ed30 | false | null | t3_1q9ed30 | /r/LocalLLaMA/comments/1q9ed30/observations_on_reasoning_persistence_in_midsized/ | false | false | self | 1 | null |
GLM 4.7 is... crazy | 0 | 2026-01-10T20:08:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q9e5q9/glm_47_is_crazy/ | No-Selection2972 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9e5q9 | false | null | t3_1q9e5q9 | /r/LocalLLaMA/comments/1q9e5q9/glm_47_is_crazy/ | false | false | 0 | null | ||
Workflow: Bypassing 2FA/Captchas for local web agents (Llama 3/Browser Use) by syncing Chrome cookies | 5 | I've been building local agents using Llama 3 and `browser-use` to automate some tasks on LinkedIn and Gmail.
The biggest headache I hit was that the agents kept getting blocked by login screens or 2FA prompts. I didn't want to use paid APIs, and hardcoding cookies into my `.env` file kept breaking because the session... | 2026-01-10T19:57:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q9dvkv/workflow_bypassing_2facaptchas_for_local_web/ | Bubbly_Gap6378 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9dvkv | false | null | t3_1q9dvkv | /r/LocalLLaMA/comments/1q9dvkv/workflow_bypassing_2facaptchas_for_local_web/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'bJorXh-UBNyS_kP5RRueXbcvW7d3f3ouXA6TI57A-xw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bJorXh-UBNyS_kP5RRueXbcvW7d3f3ouXA6TI57A-xw.png?width=108&crop=smart&auto=webp&s=4a888c9316ada582c6a88b52bffed722442f8d2b', 'width': 108}, {'height': 108, 'url': 'h... |
Tecent's WeDLM theoretically allows 3-10x TG for Memory-Constrained Devices (E.g. RAM, CPU/GPU Hybrid Inference) | 14 | So I was thinking about [Tecent's WeDLM](https://wedlm.github.io/) architecture. Long story short: they post train a normal auto-regressive llm into a diffusion model that predicts the next \~2-14 tokens (depending on complexity of the task, typical for code is like 3) at a threshold confidence per forward pass.
In a ... | 2026-01-10T19:51:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q9dq8b/tecents_wedlm_theoretically_allows_310x_tg_for/ | ImJustHereToShare25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9dq8b | false | null | t3_1q9dq8b | /r/LocalLLaMA/comments/1q9dq8b/tecents_wedlm_theoretically_allows_310x_tg_for/ | false | false | self | 14 | null |
Name That Part: 3D Part Segmentation and Naming | 3 | First large-scale simultaneous 3D part segmentation and naming model. Also releasing largest 3D part dataset. | 2026-01-10T19:50:25 | https://name-that-part.github.io/ | Left-Baby-8805 | name-that-part.github.io | 1970-01-01T00:00:00 | 0 | {} | 1q9dozp | false | null | t3_1q9dozp | /r/LocalLLaMA/comments/1q9dozp/name_that_part_3d_part_segmentation_and_naming/ | false | false | default | 3 | null |
Built a personal knowledge system with nomic-embed-text + LanceDB - 106K vectors, 256ms queries | 15 | Embedded 3 years of my AI conversations (353K messages) to make them searchable by concept, not just keywords.
**Stack:**
* nomic-embed-text-v1.5 (768 dims, runs on Apple Silicon MPS)
* LanceDB for vector storage
* DuckDB for analytics
**Performance:**
* 106K vectors in 440MB
* 256ms semantic search
* 13-15 msg/sec... | 2026-01-10T19:41:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q9dh54/built_a_personal_knowledge_system_with/ | Signal_Usual8630 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9dh54 | false | null | t3_1q9dh54 | /r/LocalLLaMA/comments/1q9dh54/built_a_personal_knowledge_system_with/ | false | false | self | 15 | {'enabled': False, 'images': [{'id': 'mRiUiYfwVE8WVttG8CjZ9XVjfr4vXLZNMXz_A6LNDcA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/mRiUiYfwVE8WVttG8CjZ9XVjfr4vXLZNMXz_A6LNDcA.png?width=108&crop=smart&auto=webp&s=0f28aad9a291130127aa3b65015f26350851bce8', 'width': 108}, {'height': 108, 'url': 'h... |
Stability focused AI platform devs here. Does anyone know from the the info in the linked post whether there's a real GitHub breach of ToS behind our suspension? | 0 | [https://www.reddit.com/r/comfyuiAudio/comments/1q9582c/staboorujeffreys\_github\_account\_has\_been\_suspended/](https://www.reddit.com/r/comfyuiAudio/comments/1q9582c/staboorujeffreys_github_account_has_been_suspended/)
Many hardened wizards mingle here. We're hoping for some assistance.
Some may have no preconcept... | 2026-01-10T19:34:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q9da9c/stability_focused_ai_platform_devs_here_does/ | MuziqueComfyUI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9da9c | false | null | t3_1q9da9c | /r/LocalLLaMA/comments/1q9da9c/stability_focused_ai_platform_devs_here_does/ | false | false | self | 0 | null |
Offloom Update, private web searching RAG added. My personal, locally powered, privacy first chatbot that uses small language models yet still somehow returns quality answers. Apparently SLMs paired with agentic behavior can compete with chatGPT | 4 | I've been working on my own private chatbot for awhile now. I wanted a private, locally hosted chatbot that I could use in place of chatGPT. I already have document RAG working very well, and figured the next logical step was to bundle a private web searching framework alongside it.
I'm a windows user, so searXNG ... | 2026-01-10T19:15:51 | https://v.redd.it/2084smchkkcg1 | Little-Put6364 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9csk3 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/2084smchkkcg1/DASHPlaylist.mpd?a=1770664569%2CMWNiODZlMTA1ODM4YzE0MDRmMWYwMTliNTE0NDQwNmFkYjVjYjM0MDU3YTZjMDRhYmYyNjdiMzY4NjcyZGI5YQ%3D%3D&v=1&f=sd', 'duration': 22, 'fallback_url': 'https://v.redd.it/2084smchkkcg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1q9csk3 | /r/LocalLLaMA/comments/1q9csk3/offloom_update_private_web_searching_rag_added_my/ | false | false | 4 | {'enabled': False, 'images': [{'id': 'c2o2am53Y2hra2NnMT4Y6BQ8jdJqfQ-1VABkhNdVh0RAKUk7WqR4J_3U91_y', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/c2o2am53Y2hra2NnMT4Y6BQ8jdJqfQ-1VABkhNdVh0RAKUk7WqR4J_3U91_y.png?width=108&crop=smart&format=pjpg&auto=webp&s=f427148b6f78b092cc524c043178ba65ed2b4... | |
Preview logprobs in Open WebUI | 23 | **What is this?**
A specially crafted HTML artifact that connects back to the custom OpenAI-compatible proxy and listens to the same chunks as displayed in the UI itself, but with the logprobs data. Tokens outside of top 25% bucket are highlighted when chosen.
You can find the source here: [https://github.com/av/harb... | 2026-01-10T18:44:05 | https://v.redd.it/pecxh50bekcg1 | Everlier | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q9by7w | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/pecxh50bekcg1/DASHPlaylist.mpd?a=1770662669%2CNmUxZDRiNjFmMTQ3MzYzNzZkYTg1YmZiZjg3YWIyYTc5NGU4ZDJmMjhjOWRmNmYwYTU1MzlkZTczYmFkYzgzOA%3D%3D&v=1&f=sd', 'duration': 38, 'fallback_url': 'https://v.redd.it/pecxh50bekcg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1q9by7w | /r/LocalLLaMA/comments/1q9by7w/preview_logprobs_in_open_webui/ | false | false | 23 | {'enabled': False, 'images': [{'id': 'dWwycnFtMGJla2NnMaEwWMFVZEhNLMuQhxpftmmu_kTUOseThBPm8C0qkT1T', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/dWwycnFtMGJla2NnMaEwWMFVZEhNLMuQhxpftmmu_kTUOseThBPm8C0qkT1T.png?width=108&crop=smart&format=pjpg&auto=webp&s=86cf6f13b5b2c229bf5491d027e91c80fa7c1... | |
Not Sure Where to Start | 3 | I recently purchased a pretty good laptop for a non-AI project I’m working on. Specs are:
-Processor Intel® Core™ Ultra 9 275HX Processor (E-cores up to 4.60 GHz P-cores up to 5.40 GHz)
-Laptop GPU 24GB GDDR7
-Memory 128 GB DDR5-4000MT/s (SODIMM)(4 x 32 GB)
I’m very familiar with commercial AI products, but have a... | 2026-01-10T18:37:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q9bs8k/not_sure_where_to_start/ | Psychological-Ad5390 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q9bs8k | false | null | t3_1q9bs8k | /r/LocalLLaMA/comments/1q9bs8k/not_sure_where_to_start/ | false | false | self | 3 | null |
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