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Rejected from Nemotron datasets | 30 | I have attempted to try to gain access to two of the Nemotron pretraining datasets as a solo individual but they have both been denied. Can you just not access these as a solo? If so, thats super stupid IMO. | 2025-12-17T04:59:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pony1m/rejected_from_nemotron_datasets/ | Trick-Force11 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pony1m | false | null | t3_1pony1m | /r/LocalLLaMA/comments/1pony1m/rejected_from_nemotron_datasets/ | false | false | self | 30 | null |
Agent studio | 0 | Hi everyone,
I got tired of paying monthly subscriptions for tools like Devin or Claude, so I spent the last few weeks building my own local alternative.
It’s called Super-Bot (for now). It connects to your local LLM via LM Studio or Ollama and acts as an autonomous coding agent.
Here is what makes it differen... | 2025-12-17T04:54:40 | Alone-Competition863 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ponuog | false | null | t3_1ponuog | /r/LocalLLaMA/comments/1ponuog/agent_studio/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'sex88umw3p7g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/sex88umw3p7g1.png?width=108&crop=smart&auto=webp&s=0fac3d318ecc5cc5d7e86b5a36b677d44f0513e8', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/sex88umw3p7g1.png?width=216&crop=smart&auto=web... | |
Tell me you haven't felt like that at some point. | 0 | 2025-12-17T04:37:10 | https://v.redd.it/puushrrpyo7g1 | swagonflyyyy | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ponix4 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/puushrrpyo7g1/DASHPlaylist.mpd?a=1768538243%2CNzA2ODAwZTIyYjJkOGM2YTJmNDFlZTM1ODA3ZGUzZTkwMTM5MWU3NWRiZmZlNzkzMzFlNmNiOWI0MTQ4YmY2NA%3D%3D&v=1&f=sd', 'duration': 28, 'fallback_url': 'https://v.redd.it/puushrrpyo7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1ponix4 | /r/LocalLLaMA/comments/1ponix4/tell_me_you_havent_felt_like_that_at_some_point/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'dmJlY3pmc3B5bzdnMQNdb8I69EouliaIbYaXXD9wXqMcavXXyje4H1u9zm_u', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/dmJlY3pmc3B5bzdnMQNdb8I69EouliaIbYaXXD9wXqMcavXXyje4H1u9zm_u.png?width=108&crop=smart&format=pjpg&auto=webp&s=e356ebfb878cb1efcd07bdd1a16eb6ba7bb0b... | ||
I refuse to pay $20/mo for an AI coding agent. So I built one that is 100% Free (No API Keys Required). | 0 | Unpopular opinion: The "Subscription Era" of AI coding is over.
We are still paying $20/mo for tools like Cursor or managing complex API keys for open-source agents, even though the cost of intelligence has dropped 90% in the last 6 months.
I can’t justify burning cash on subscriptions or topping up OpenAI credits ju... | 2025-12-17T04:36:01 | https://www.reddit.com/r/LocalLLaMA/comments/1poni67/i_refuse_to_pay_20mo_for_an_ai_coding_agent_so_i/ | ValuableAccident1809 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poni67 | false | null | t3_1poni67 | /r/LocalLLaMA/comments/1poni67/i_refuse_to_pay_20mo_for_an_ai_coding_agent_so_i/ | false | false | self | 0 | null |
Day 9: 21 Days of Building a Small Language Model: MultiHead Attention | 28 | Welcome to Day 9 of 21 Days of Building a Small Language Model. The topic for today is multi-head attention. Yesterday we looked at causal attention, which ensures models can only look at past tokens. Today, we'll see how multi-head attention allows models to look at the same sequence from multiple perspectives simulta... | 2025-12-17T04:14:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pon3oz/day_9_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pon3oz | false | null | t3_1pon3oz | /r/LocalLLaMA/comments/1pon3oz/day_9_21_days_of_building_a_small_language_model/ | false | false | 28 | null | |
Can I use LM Studio and load GGUP models on my 6700XT GPU? | 4 | I remember that LMS had support for my AMD card and could load models on VRAM but ChatGPT now says that it's not possible, and it's only CPU. Did they drop the support? Is there any way to load models on the GPU? (On Windows)
Also, if CPU is the only solution, which one should I install? Ollama or LMS? Which one is fa... | 2025-12-17T03:54:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pompdl/can_i_use_lm_studio_and_load_ggup_models_on_my/ | Artaherzadeh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pompdl | false | null | t3_1pompdl | /r/LocalLLaMA/comments/1pompdl/can_i_use_lm_studio_and_load_ggup_models_on_my/ | false | false | self | 4 | null |
Anyone here running training on Spot GPUs? | 0 | How do you handle interruptions? | 2025-12-17T03:10:31 | https://www.reddit.com/r/LocalLLaMA/comments/1poltzx/anyone_here_running_training_on_spot_gpus/ | Loud-Association7455 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poltzx | false | null | t3_1poltzx | /r/LocalLLaMA/comments/1poltzx/anyone_here_running_training_on_spot_gpus/ | false | false | self | 0 | null |
Archive-AI just made a thing... the Quicksilver Inference Engine. | 0 | Ok, this a little boastful, but it's all true... as some of you know, I am creating an AI assistant. For lack of a better word - a chatbot. Recently, I had a little side-quest.
So this started as a fork of nano-vLLM, which was already a pretty solid lightweight alternative to the full vLLM framework. But we've basi... | 2025-12-17T02:25:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pokwmg/archiveai_just_made_a_thing_the_quicksilver/ | david_jackson_67 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pokwmg | false | null | t3_1pokwmg | /r/LocalLLaMA/comments/1pokwmg/archiveai_just_made_a_thing_the_quicksilver/ | false | false | self | 0 | null |
QwenLong-L1.5: Revolutionizing Long-Context AI | 210 | This new model achieves SOTA long-context reasoning with novel data synthesis, stabilized RL, & memory management for contexts up to 4M tokens.
HuggingFace: https://huggingface.co/Tongyi-Zhiwen/QwenLong-L1.5-30B-A3B | 2025-12-17T02:16:15 | https://www.reddit.com/gallery/1pokpha | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pokpha | false | null | t3_1pokpha | /r/LocalLLaMA/comments/1pokpha/qwenlongl15_revolutionizing_longcontext_ai/ | false | false | 210 | null | |
LangChain vs graph based backends for local LLMs: different layers, not competitors | 0 | seeing a lot of confusion lately comparing LangChain with things like TigerGraph / graph backends as if they solve the same problem. they really don’t.
LangChain lives at the orchestration layer: prompt wiring, tool calls, basic memory, agent control flow. great for prototyping local LLM workflows, but state is still ... | 2025-12-17T02:08:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pokjxa/langchain_vs_graph_based_backends_for_local_llms/ | AromaticLab8182 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pokjxa | false | null | t3_1pokjxa | /r/LocalLLaMA/comments/1pokjxa/langchain_vs_graph_based_backends_for_local_llms/ | false | false | self | 0 | null |
I finally found my local LLM server use case | 90 | My vibe coding project this past weekend… i’m rather proud of it, not because I think Opus wrote great code but just because I find it genuinely very useful and it gives something to do for all that memory on my mac studio.
i’m horrible about checking my personal gmail. This weekend we spent an extra two hours in a ca... | 2025-12-17T01:56:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pokay9/i_finally_found_my_local_llm_server_use_case/ | IngeniousIdiocy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pokay9 | false | null | t3_1pokay9 | /r/LocalLLaMA/comments/1pokay9/i_finally_found_my_local_llm_server_use_case/ | false | false | self | 90 | {'enabled': False, 'images': [{'id': 'eAPUW2XccdXhYaKlzp1lFfPTZk_wIpbKTCZta1TTf7o', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/eAPUW2XccdXhYaKlzp1lFfPTZk_wIpbKTCZta1TTf7o.png?width=108&crop=smart&auto=webp&s=a8223c0d5cd45c11917035e44e95414ad52ca7a4', 'width': 108}, {'height': 108, 'url': 'h... |
Embedding problems with LlamaCPP | 2 | What embedding models and config strings have you used successfully with LlamaCPP and ChromaDB? I have tried the Unsloth Q8 quants of GemmaEmbedding-300m and GraniteEmbedding-30m , but whenever I try to use them with the ChromaDB OpenAI embedding functions they throw errors regarding control characters, saying that the... | 2025-12-17T01:18:02 | https://www.reddit.com/r/LocalLLaMA/comments/1poji0y/embedding_problems_with_llamacpp/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poji0y | false | null | t3_1poji0y | /r/LocalLLaMA/comments/1poji0y/embedding_problems_with_llamacpp/ | false | false | self | 2 | null |
browser-use fine tuned Qwen3-VL-30B-A3B-Instruct as browser-use/bu-30b-a3b-preview | 125 | [https://huggingface.co/browser-use/bu-30b-a3b-preview](https://huggingface.co/browser-use/bu-30b-a3b-preview) | 2025-12-17T01:14:49 | secopsml | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pojfmt | false | null | t3_1pojfmt | /r/LocalLLaMA/comments/1pojfmt/browseruse_fine_tuned_qwen3vl30ba3binstruct_as/ | false | false | default | 125 | {'enabled': True, 'images': [{'id': 'zi59xtsg0o7g1', 'resolutions': [{'height': 103, 'url': 'https://preview.redd.it/zi59xtsg0o7g1.png?width=108&crop=smart&auto=webp&s=5af25fc5dfe436b11cc4c3fa6b80a7880289997e', 'width': 108}, {'height': 206, 'url': 'https://preview.redd.it/zi59xtsg0o7g1.png?width=216&crop=smart&auto=we... | |
Chatterbox Turbo Multilingual FastAPI | 24 | Chatterbox just dropped some killer updates to their models, making them lightning fast without sacrificing those insanely realistic voices. I whipped up a simple wrapper that turns it into an OpenAI-compatible API endpoint for easy local deployment. It plugs right into OpenWebUI seamlessly, supporting all 23 languages... | 2025-12-17T01:00:07 | https://www.reddit.com/r/LocalLLaMA/comments/1poj493/chatterbox_turbo_multilingual_fastapi/ | blackstoreonline | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poj493 | false | null | t3_1poj493 | /r/LocalLLaMA/comments/1poj493/chatterbox_turbo_multilingual_fastapi/ | false | false | self | 24 | null |
New to LLMs. Have a PC that can handle them. Can anyone recommend me some? | 0 | I've wanted to work with LLMs for a while, but never really could experiment with them until I got my PC, which carries the Nvidia RTX 5070 (12GB). I could have asked ChatGPT for help, but I'd really rather get the perspective of this community. I'm not really sure where to start or which model does what. I'm kind of l... | 2025-12-17T00:58:41 | https://www.reddit.com/r/LocalLLaMA/comments/1poj34g/new_to_llms_have_a_pc_that_can_handle_them_can/ | Serious-Bed4684 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poj34g | false | null | t3_1poj34g | /r/LocalLLaMA/comments/1poj34g/new_to_llms_have_a_pc_that_can_handle_them_can/ | false | false | self | 0 | null |
Stop local eval rank-reversals: calibrate cheap judges with a tiny gold slice (CJE, OSS) | 3 | If you run local benchmarks, you’ve probably seen this: you evaluate two models, the “winner” looks wrong when you read outputs, and you end up tweaking judge prompts / rubrics until it “feels right.”
A big part of that is: **judge scores are a proxy (surrogate)**. They’re cheap, but not reliably calibrated to what yo... | 2025-12-17T00:16:12 | https://www.reddit.com/r/LocalLLaMA/comments/1poi64t/stop_local_eval_rankreversals_calibrate_cheap/ | Hot-Presence-9382 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poi64t | false | null | t3_1poi64t | /r/LocalLLaMA/comments/1poi64t/stop_local_eval_rankreversals_calibrate_cheap/ | false | false | 3 | null | |
Reze and Makima have a rematch (new AI showcase) | 0 | 2025-12-17T00:06:17 | https://youtu.be/tGfEl7lUXhQ | Ramenko1 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pohy1e | false | {'oembed': {'author_name': 'Ramenko', 'author_url': 'https://www.youtube.com/@Ramenko1', 'height': 200, 'html': '<iframe width="267" height="200" src="https://www.youtube.com/embed/tGfEl7lUXhQ?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; pict... | t3_1pohy1e | /r/LocalLLaMA/comments/1pohy1e/reze_and_makima_have_a_rematch_new_ai_showcase/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'PvxvVHtW2iRDn1Eam0-FF_WOOq8HHFAZ4-DWH24g8Ls', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/PvxvVHtW2iRDn1Eam0-FF_WOOq8HHFAZ4-DWH24g8Ls.jpeg?width=108&crop=smart&auto=webp&s=ccd6fadfa124f8b4a5b045e2c21b058c7975d346', 'width': 108}, {'height': 162, 'url': '... | ||
Performance Help! LM Studio GPT OSS 120B 2x 3090 + 32GB DDR4 + Threadripper - Abysmal Performance | 1 | Hi everyone,
Just wondering if I could get some pointers on what I may be doing wrong. I have the following specs:
Threadripper 1920X 3.5GHZ 12 Core
32GB 3200MHz Ballistix RAM (2x16GB in Dual Channel)
2x Dell Server 3090 both in 16x 4.0 Slots X399 Mobo
Ubuntu 24.04.3 LTS & LM Studio v0.3.35
Using the standard mod... | 2025-12-16T23:40:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pohd3a/performance_help_lm_studio_gpt_oss_120b_2x_3090/ | Phantasmagoriosa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pohd3a | false | null | t3_1pohd3a | /r/LocalLLaMA/comments/1pohd3a/performance_help_lm_studio_gpt_oss_120b_2x_3090/ | false | false | 1 | null | |
Anyone with any opinions on the Sugoi Toolkit specifically for translating manga? | 1 | Hello everyone,
I've seen a ton of discussion on Qwen2.5 and the newer Qwen3 models as the defacto norm to run as LLM backends in the likes of manga-image-translator or other pipelines (it's actually the recommended option by the manga-image-translator devs for jap --> eng translations).
Sugoi translator is included ... | 2025-12-16T23:38:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pohb9j/anyone_with_any_opinions_on_the_sugoi_toolkit/ | Pheophyting | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pohb9j | false | null | t3_1pohb9j | /r/LocalLLaMA/comments/1pohb9j/anyone_with_any_opinions_on_the_sugoi_toolkit/ | false | false | self | 1 | null |
SAGA: Migrated my local-first novel-writing system to LangGraph workflow orchestration | 5 | I've been building SAGA - a CLI tool for generating long-form fiction entirely locally using Neo4j knowledge graphs and LLM orchestration. Just finished migrating from a bespoke pipeline to LangGraph-based workflow orchestration. Figured the architectural decisions might be interesting to folks here.
What it does: Gen... | 2025-12-16T23:30:32 | https://www.reddit.com/r/LocalLLaMA/comments/1poh4qz/saga_migrated_my_localfirst_novelwriting_system/ | MariusNocturnum | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poh4qz | false | null | t3_1poh4qz | /r/LocalLLaMA/comments/1poh4qz/saga_migrated_my_localfirst_novelwriting_system/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'ES8lZxR7FJlVObo46xqoDXN9oRx77AzTOiZTjV5V8dY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ES8lZxR7FJlVObo46xqoDXN9oRx77AzTOiZTjV5V8dY.png?width=108&crop=smart&auto=webp&s=f0dea5bd62cd8f5a48c3bb2b9b4eb9d90bf4d6fe', 'width': 108}, {'height': 108, 'url': 'h... |
I build a website that let's people share their storage volumes, containing the models, environment, datasets, etc all in one spot. You can use this "sandbox" and mount the volume on any GPU and in any region, and I handle all of the optimizations and caching layers. | 0 | In the screenshot, I created a volume and trained Karpathy's Nanochat, which contains the dataset, my trained model, and the environment. You can go from mounting to deploying the model and chatting with the model in <10 seconds. I figured some of you might be interested in something like this:
[https://www.cloudy.so/... | 2025-12-16T23:26:00 | naklecha | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1poh0yb | false | null | t3_1poh0yb | /r/LocalLLaMA/comments/1poh0yb/i_build_a_website_that_lets_people_share_their/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'xz7okj26hn7g1', 'resolutions': [{'height': 67, 'url': 'https://preview.redd.it/xz7okj26hn7g1.png?width=108&crop=smart&auto=webp&s=a40e0f1ecf07f3a2c283668f25730b9f76795a59', 'width': 108}, {'height': 135, 'url': 'https://preview.redd.it/xz7okj26hn7g1.png?width=216&crop=smart&auto=web... | |
8x Radeon 7900 XTX Build for Longer Context Local Inference - Performance Results & Build Details | 704 | I've been running a multi 7900XTX GPU setup for local AI inference for work and wanted to share some performance numbers and build details for anyone considering a similar route as I have not seen that many of us out there. The system consists of 8x AMD Radeon 7900 XTX cards providing 192 GB VRAM total, paired with an ... | 2025-12-16T23:20:20 | Beautiful_Trust_8151 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pogwb6 | false | null | t3_1pogwb6 | /r/LocalLLaMA/comments/1pogwb6/8x_radeon_7900_xtx_build_for_longer_context_local/ | false | false | default | 704 | {'enabled': True, 'images': [{'id': 'furqdxa18n7g1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/furqdxa18n7g1.jpeg?width=108&crop=smart&auto=webp&s=1eed4beca521159eec94aa2868d0b96dd85a9fb7', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/furqdxa18n7g1.jpeg?width=216&crop=smart&auto=... | |
Multiple Models | 0 | Are there resources that facilitate multiple LLMs working together to give a single answer to a prompt?
Ive had the thought to put several models on the same server, but now I’m wondering how people usually manage this kind of thing.
I’m unclear on how to host several models at the same time. Is that even possible? ... | 2025-12-16T23:11:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pogpby/multiple_models/ | Huge_Jellyfish5397 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pogpby | false | null | t3_1pogpby | /r/LocalLLaMA/comments/1pogpby/multiple_models/ | false | false | self | 0 | null |
Building a Security Scanner for LLM Apps | 6 | 2025-12-16T23:08:41 | https://www.promptfoo.dev/blog/building-a-security-scanner-for-llm-apps/ | danenania | promptfoo.dev | 1970-01-01T00:00:00 | 0 | {} | 1pogmp0 | false | null | t3_1pogmp0 | /r/LocalLLaMA/comments/1pogmp0/building_a_security_scanner_for_llm_apps/ | false | false | default | 6 | {'enabled': False, 'images': [{'id': 'RiB-_o6UGJcEYqILiivpM-eWH7ufvVaVpespqtKwi4A', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/RiB-_o6UGJcEYqILiivpM-eWH7ufvVaVpespqtKwi4A.png?width=108&crop=smart&auto=webp&s=70495941c14cb02c92d8cd717580c23f287f8651', 'width': 108}, {'height': 114, 'url': 'h... | |
The size of all LLMs Ollama provides excluding GPT-OSS:120B | 1 | Just under 128GB!
https://preview.redd.it/nzstpjj6cn7g1.png?width=392&format=png&auto=webp&s=16631b0ebc777a18fe7fe3271f4b59ba4f5b543f
| 2025-12-16T22:57:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pogd4x/the_size_of_all_llms_ollama_provides_excluding/ | Clear-Loan6090 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pogd4x | false | null | t3_1pogd4x | /r/LocalLLaMA/comments/1pogd4x/the_size_of_all_llms_ollama_provides_excluding/ | false | false | 1 | null | |
LLM101n type course | 1 | I've been waiting for the eureka labs llm 101n course [https://github.com/karpathy/LLM101n](https://github.com/karpathy/LLM101n)
However, in the meanwhile is there any other course that covers all these topics that you would recommend. I'm mainly interested in inferencing however a course with a syllabus like this tha... | 2025-12-16T22:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pogc9a/llm101n_type_course/ | AryanGosaliya | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pogc9a | false | null | t3_1pogc9a | /r/LocalLLaMA/comments/1pogc9a/llm101n_type_course/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '3rMJWvktoMUtDor820JQnPtqb1cntyMViJII5CV6ahc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/3rMJWvktoMUtDor820JQnPtqb1cntyMViJII5CV6ahc.png?width=108&crop=smart&auto=webp&s=84b1cda27038da43f5db5595cd406c1e1f452bce', 'width': 108}, {'height': 108, 'url': 'h... |
Mistral Small Creative!? | 61 | Not seeing anything on Hugging Face yet, but it's up on Open Router. Kind of fun and funky model. Lightning fast.
"Mistral Small Creative is an experimental small model designed for creative writing, narrative generation, roleplay and character-driven dialogue, general-purpose instruction following, and conversational... | 2025-12-16T22:37:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pofvys/mistral_small_creative/ | LoveMind_AI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pofvys | false | null | t3_1pofvys | /r/LocalLLaMA/comments/1pofvys/mistral_small_creative/ | false | false | self | 61 | {'enabled': False, 'images': [{'id': 'WLTQmkQwjH7MxaaoKnB4gBhMYyouYMfK4cRUYmhAZaQ', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/WLTQmkQwjH7MxaaoKnB4gBhMYyouYMfK4cRUYmhAZaQ.png?width=108&crop=smart&auto=webp&s=a90142350f0fae427656c6a4298b6c8334360986', 'width': 108}, {'height': 113, 'url': 'h... |
Built a local-first memory server for MCP clients – SQLite-backed, no cloud, with semantic search | 8 | Hey LocalLLaMA! Built something you might find useful.
**The problem:** LLMs forget everything between sessions. You end up repeating context over and over.
**The solution:** Memora – a self-hosted MCP memory server that runs entirely on your machine.
**Why LocalLLaMA would care:**
- 🏠 **100% local** – SQLi... | 2025-12-16T22:24:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pofkjk/built_a_localfirst_memory_server_for_mcp_clients/ | spokv | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pofkjk | false | null | t3_1pofkjk | /r/LocalLLaMA/comments/1pofkjk/built_a_localfirst_memory_server_for_mcp_clients/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'owS2rr5iTZyYvLFNQdhz6LwdZHrdy9e7Q8gomrWVBZI', 'resolutions': [{'height': 113, 'url': 'https://external-preview.redd.it/owS2rr5iTZyYvLFNQdhz6LwdZHrdy9e7Q8gomrWVBZI.png?width=108&crop=smart&auto=webp&s=4416d359caf186befa0fcb242102620b581d622e', 'width': 108}, {'height': 227, 'url': '... |
Forget about datasource but if open AI open source the architecture for ChatGPT 4.0 will it help local LLMs become better? | 1 | It just occurred to me that Chat GPT 4.0 was probably the first model to break the internet or maybe 3.5 I don’t quite remember but if open AI open sources the architecture or notebooks to train something like GPT 4.0, would it make local LLMs catch up? | 2025-12-16T22:09:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pof7fm/forget_about_datasource_but_if_open_ai_open/ | _takasur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pof7fm | false | null | t3_1pof7fm | /r/LocalLLaMA/comments/1pof7fm/forget_about_datasource_but_if_open_ai_open/ | false | false | self | 1 | null |
browser_use open sources browser agent model | 17 | [https://github.com/browser-use/browser-use/releases/tag/0.11.2](https://github.com/browser-use/browser-use/releases/tag/0.11.2) | 2025-12-16T22:09:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pof7di/browser_use_open_sources_browser_agent_model/ | k_means_clusterfuck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pof7di | false | null | t3_1pof7di | /r/LocalLLaMA/comments/1pof7di/browser_use_open_sources_browser_agent_model/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': 'nOB6azNra-KRUOyfkKxZsZVZfWSnLAlYM1MDIa2EFhg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/nOB6azNra-KRUOyfkKxZsZVZfWSnLAlYM1MDIa2EFhg.png?width=108&crop=smart&auto=webp&s=261416169a8e2c568e654689d4bc58ddca6468c9', 'width': 108}, {'height': 116, 'url': 'h... |
Setup for 70B models | 0 | Hi guys.
I’ve recently started a PoC project in which a city hall wants to deploy an on-premise, secure AI chat system connected to its internal resources, intended to support officials in their daily work.
I’ve chosen a model, built a chat in Next.js, and added some tools. Now it’s time to test it, and a few questio... | 2025-12-16T22:08:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pof6g5/setup_for_70b_models/ | saylekxd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pof6g5 | false | null | t3_1pof6g5 | /r/LocalLLaMA/comments/1pof6g5/setup_for_70b_models/ | false | false | self | 0 | null |
Chatterbox TTS Server (Turbo + Original): hot‑swappable engines, paralinguistic tags, and zero‑pain install | 34 | Just want to quickly share an easy way to run the new Chatterbox Turbo TTS model locally without getting stuck in dependency hell.
My Chatterbox-TTS-Server project now supports both Chatterbox‑Turbo and the Original Chatterbox models.
GitHub repo: [https://github.com/devnen/Chatterbox-TTS-Server](https://github.... | 2025-12-16T22:06:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pof4ta/chatterbox_tts_server_turbo_original_hotswappable/ | One_Slip1455 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pof4ta | false | null | t3_1pof4ta | /r/LocalLLaMA/comments/1pof4ta/chatterbox_tts_server_turbo_original_hotswappable/ | false | false | self | 34 | null |
We have models that are targeted to do math and do general knowledge stuff but is that also what makes them good at coding? | 0 | I’m just your normal 9-5 developer guy who works for a company and we interact with LLMs a lot. I’m greatly impressed by Claude ever since I first used it.
I’m also a hobbyist game and local LLM runner on my 3090 though it can only run A3B 30B models at a decent token / sec and they are no where near Claude and can n... | 2025-12-16T21:57:47 | https://www.reddit.com/r/LocalLLaMA/comments/1poewjb/we_have_models_that_are_targeted_to_do_math_and/ | _takasur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poewjb | false | null | t3_1poewjb | /r/LocalLLaMA/comments/1poewjb/we_have_models_that_are_targeted_to_do_math_and/ | false | false | self | 0 | null |
P40 and Gigabyte B550m-K woes | 1 | Tried transplanting a working P40 (and also an older K80) from an older system into a newer one with Ryzen 5 5600 running on a Gigabyte B550M-K MB. The system will not POST, beep or nothing when booting. Checked all the usual stuff of 4G Decode, ReBar Off and such with no luck. Also set the PCIE slot to Gen3.
Thanks... | 2025-12-16T21:35:27 | https://www.reddit.com/r/LocalLLaMA/comments/1poechr/p40_and_gigabyte_b550mk_woes/ | happy-panda6579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poechr | false | null | t3_1poechr | /r/LocalLLaMA/comments/1poechr/p40_and_gigabyte_b550mk_woes/ | false | false | self | 1 | null |
Any Transformers / LLM style model working on wave files - input and output? | 1 | Deepseek OCR demonstrates that images of text can be used for input of context rather than text, essentially compressing the tokens.
Wave files should also be able to be worked on as an image, or compressed format. And there's been some speculation the next UI could be audio, at least for a lot of applications spee... | 2025-12-16T21:30:58 | https://www.reddit.com/r/LocalLLaMA/comments/1poe8f3/any_transformers_llm_style_model_working_on_wave/ | wind_dude | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poe8f3 | false | null | t3_1poe8f3 | /r/LocalLLaMA/comments/1poe8f3/any_transformers_llm_style_model_working_on_wave/ | false | false | self | 1 | null |
Building NL to Structured Query Parser for Banking Rules Engine - Need Architecture Advice | 1 | # Problem: Natural Language to Business Rules Converter
I'm building an AI system that converts natural language business rule descriptions into structured, executable formats for a banking relationship pricing engine.
# The Challenge
**Input (Natural Language):** "If the customer is not already having a premier sav... | 2025-12-16T21:13:02 | https://www.reddit.com/r/LocalLLaMA/comments/1podrwf/building_nl_to_structured_query_parser_for/ | ComfortableEcho6816 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1podrwf | false | null | t3_1podrwf | /r/LocalLLaMA/comments/1podrwf/building_nl_to_structured_query_parser_for/ | false | false | self | 1 | null |
Built a governance-first control plane for running LLMs in production — looking for critique | 1 | I’ve just made **AxonFlow Community** public — a self-hosted control plane that sits underneath AI apps / agents and handles real-time governance and orchestration.
This came out of running LLM systems in production and repeatedly seeing teams stuck between pilots and reality because governance was bolted on too late.... | 2025-12-16T21:11:36 | https://www.reddit.com/r/LocalLLaMA/comments/1podqld/built_a_governancefirst_control_plane_for_running/ | saurabhjain1592 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1podqld | false | null | t3_1podqld | /r/LocalLLaMA/comments/1podqld/built_a_governancefirst_control_plane_for_running/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'eDOwLBTAevYiG259R-bRZfqGKMqOfRaimAbSFPzPshM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/eDOwLBTAevYiG259R-bRZfqGKMqOfRaimAbSFPzPshM.png?width=108&crop=smart&auto=webp&s=109616d397ffa3de64531d3e5007f3b8a77c087e', 'width': 108}, {'height': 108, 'url': 'h... |
Nemotron 3 Nano 30B is Amazing! (TLDR) | 200 | I don't see a lot of genuine discussion about this model and I was wondering if others here have tried it and what their thoughts are?
My setup:
I don't have a big budget for hardware, so I have kind of a ghetto AI rig. I'm using a surplus Dell Precision 7750 with a i7-10850H that has 96GB DDR4 RAM and an RTX 5000 16... | 2025-12-16T20:33:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pocsdy/nemotron_3_nano_30b_is_amazing_tldr/ | DonkeyBonked | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pocsdy | false | null | t3_1pocsdy | /r/LocalLLaMA/comments/1pocsdy/nemotron_3_nano_30b_is_amazing_tldr/ | false | false | self | 200 | null |
[Project Share] SANCTIS: A Neuro-Symbolic Architecture to stop hallucination in small models (Mistral Demo inside) | 0 | Hey everyone,
I've been working on a cognitive architecture called SANCTIS designed to give structure to local models. Instead of one giant prompt, it uses a multi-layered system (Prompt-Chaining + Verification) to separate "Creative" generation from "Logical" oversight.
I just tested it on Mistral 7B (which usually ... | 2025-12-16T20:31:05 | https://github.com/Umbraflamma/SANCTIS-cognitive-architecture | Umbraflamma21 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pocq1s | false | null | t3_1pocq1s | /r/LocalLLaMA/comments/1pocq1s/project_share_sanctis_a_neurosymbolic/ | false | false | 0 | {'enabled': False, 'images': [{'id': '9a7YmmXsZTqLsD0DQYbscakHzRHhXeaFt50BolEyHQQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9a7YmmXsZTqLsD0DQYbscakHzRHhXeaFt50BolEyHQQ.png?width=108&crop=smart&auto=webp&s=44e31236f0f54d4190fb180064e6ad524bf68c67', 'width': 108}, {'height': 108, 'url': 'h... | |
ZOTAC GAMING GeForce RTX 3090 Trinity OC [Refurbished] $540 | 3 | Not sure if this type of post is allowed but I know others here would be interested in this.
$540/ea RTX 3090
[https://www.zotacstore.com/us/zt-a30900j-10p-r](https://www.zotacstore.com/us/zt-a30900j-10p-r) | 2025-12-16T20:24:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pock6a/zotac_gaming_geforce_rtx_3090_trinity_oc/ | C_Coffie | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pock6a | false | null | t3_1pock6a | /r/LocalLLaMA/comments/1pock6a/zotac_gaming_geforce_rtx_3090_trinity_oc/ | false | false | self | 3 | null |
How long until we can get a <=110b model that is good as opus 4.5 or ds v3.2 speciale or gemini 3 pro at coding, math and science? | 1 | I read every 3.3 months , model capability doubles , so in theory , we should get a 110b model good as ds v3.2 base at STEM around 8.7months after december, so around in late August and maybe in late august to late september for ds v3.2 speciale.. and maybe in 10-13 months for opus 4.5? For a 55b model, it will ta... | 2025-12-16T20:16:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pocd1r/how_long_until_we_can_get_a_110b_model_that_is/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pocd1r | false | null | t3_1pocd1r | /r/LocalLLaMA/comments/1pocd1r/how_long_until_we_can_get_a_110b_model_that_is/ | false | false | self | 1 | null |
Looking for tools to scrape dynamic medical policy sites and extract PDF content | 1 | > | 2025-12-16T19:56:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pobuhg/looking_for_tools_to_scrape_dynamic_medical/ | Comfortable-Baby-719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pobuhg | false | null | t3_1pobuhg | /r/LocalLLaMA/comments/1pobuhg/looking_for_tools_to_scrape_dynamic_medical/ | false | false | self | 1 | null |
US: World's smallest AI supercomputer that fits in a pocket unveiled | 0 | I wonder how they *cheated*. Probably the models are extremely quantized.
But at least it's a step in the right direction. | 2025-12-16T19:50:29 | https://interestingengineering.com/ai-robotics/us-world-smallest-ai-supercomputer | Robert__Sinclair | interestingengineering.com | 1970-01-01T00:00:00 | 0 | {} | 1pobp0f | false | null | t3_1pobp0f | /r/LocalLLaMA/comments/1pobp0f/us_worlds_smallest_ai_supercomputer_that_fits_in/ | false | false | default | 0 | null |
32GB Mi50's were getting so expensive that I ended up buying a 32GB w6800 for about the same price instead | 233 | 2025-12-16T19:27:59 | EmPips | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pob44f | false | null | t3_1pob44f | /r/LocalLLaMA/comments/1pob44f/32gb_mi50s_were_getting_so_expensive_that_i_ended/ | false | false | default | 233 | {'enabled': True, 'images': [{'id': 'kh9jhoxlam7g1', 'resolutions': [{'height': 47, 'url': 'https://preview.redd.it/kh9jhoxlam7g1.jpeg?width=108&crop=smart&auto=webp&s=50609b540a1690edeee5f84e4c2a5d6f97145071', 'width': 108}, {'height': 94, 'url': 'https://preview.redd.it/kh9jhoxlam7g1.jpeg?width=216&crop=smart&auto=we... | ||
Gemini’s Hidden “AlphaTool Policy” Exposed (With Alternative Architecture) | 0 | >
#
https://preview.redd.it/sxantdi69m7g1.png?width=742&format=png&auto=webp&s=339bfc1d61bf660bd0fa999eb6a80fe767c5d209
On Dec 16, 2025, I managed to get Google Gemini to expose what appears to be its full internal instruction block (system prompt). The most controversial section explicitly instructs the model to *... | 2025-12-16T19:20:57 | https://www.reddit.com/r/LocalLLaMA/comments/1poaxqz/geminis_hidden_alphatool_policy_exposed_with/ | Additional-Date7682 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poaxqz | false | null | t3_1poaxqz | /r/LocalLLaMA/comments/1poaxqz/geminis_hidden_alphatool_policy_exposed_with/ | true | false | spoiler | 0 | null |
8 Million Users' AI Conversations Sold for Profit by "Privacy" Extensions | Koi Blog | 150 | Another good reason to run a local model. Also a good reminder to audit your extensions, there’s no reason that they couldn’t pick up data from a browser-based frontend. User interactions with LLMs and resulting browsing behavior is a gold rush right now. | 2025-12-16T19:07:22 | https://www.koi.ai/blog/urban-vpn-browser-extension-ai-conversations-data-collection | ManThigh | koi.ai | 1970-01-01T00:00:00 | 0 | {} | 1poal2a | false | null | t3_1poal2a | /r/LocalLLaMA/comments/1poal2a/8_million_users_ai_conversations_sold_for_profit/ | false | false | default | 150 | {'enabled': False, 'images': [{'id': 'm3qpKEt2yJVlBOoJBnnbnuIrbl5HUK9_QCUSd2Cs3yw', 'resolutions': [{'height': 63, 'url': 'https://external-preview.redd.it/m3qpKEt2yJVlBOoJBnnbnuIrbl5HUK9_QCUSd2Cs3yw.jpeg?width=108&crop=smart&auto=webp&s=5015cd63cec5a6b1e4ba5038953b2e87b23b84fb', 'width': 108}, {'height': 127, 'url': '... |
Roast my RAG stack – built a full SaaS in 3 months, now roast me before my users do | 0 | Iam shipping a user-facing RAG SaaS and I’m proud… but also terrified you’ll tear it apart. So roast me first so I can fix it before real users notice.
What it does:
* Users upload PDFs/DOCX/CSV/JSON/Parquet/ZIP, I chunk + embed with Gemini-embedding-001 → Vertex AI Vector Search
* One-click import from Hugging Face ... | 2025-12-16T19:06:25 | https://www.reddit.com/r/LocalLLaMA/comments/1poak69/roast_my_rag_stack_built_a_full_saas_in_3_months/ | Ok_Mirror7112 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poak69 | false | null | t3_1poak69 | /r/LocalLLaMA/comments/1poak69/roast_my_rag_stack_built_a_full_saas_in_3_months/ | false | false | self | 0 | null |
I have 4 V100s. What do I do? | 0 | Let's say I find 4 V100s in a dumpster. What do I do with them?
My primary use case is inference. Here are the questions I still can't solve:
1. Is it worth investing into a server platform?
2. On a consumer platform, is it worth it running 3 of them at 1x PCI speed?
3. Do I need a lot of RAM? What impact does RAM ha... | 2025-12-16T19:04:14 | https://www.reddit.com/r/LocalLLaMA/comments/1poai3r/i_have_4_v100s_what_do_i_do/ | MackThax | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poai3r | false | null | t3_1poai3r | /r/LocalLLaMA/comments/1poai3r/i_have_4_v100s_what_do_i_do/ | false | false | self | 0 | null |
5090 + 128gb ddr5 vs strix halo vs spark | 2 | I own an 7950x3d with 32gb of ram and a 5090. I am running qwen 3 models but i am maxed out now and want to run bigger models. What are my best options:
\-buy 128gb ram
\-buy the minisforum ms-s1 max (connect 5090 as egpu?)
\-buy the spark (connect 5090 as egpu?)
With ram prices now its not big of pricebump to ... | 2025-12-16T19:03:44 | https://www.reddit.com/r/LocalLLaMA/comments/1poahkn/5090_128gb_ddr5_vs_strix_halo_vs_spark/ | rwijnhov | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poahkn | false | null | t3_1poahkn | /r/LocalLLaMA/comments/1poahkn/5090_128gb_ddr5_vs_strix_halo_vs_spark/ | false | false | self | 2 | null |
GPT image 1.5 vs nano banana pro? | 2 | After declaring project red openai launched their new image gen model, claiming it's better than nano banan pro, what's your opinion? | 2025-12-16T18:53:39 | https://www.reddit.com/r/LocalLLaMA/comments/1poa7xs/gpt_image_15_vs_nano_banana_pro/ | Revolutionary-Hippo1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poa7xs | false | null | t3_1poa7xs | /r/LocalLLaMA/comments/1poa7xs/gpt_image_15_vs_nano_banana_pro/ | false | false | self | 2 | null |
The Agency Paradox: Why safety-tuning creates a "Corridor" that narrows human thought. | 0 | I’ve been trying to put a name to a specific frustration I feel when working deeply with LLMs.
It’s not the hard refusals, it’s the moment mid-conversation where the tone flattens, the language becomes careful, and the possibility space narrows.
I’ve started calling this **The Corridor.**
I wrote a full analysis on ... | 2025-12-16T18:44:34 | https://medium.com/@miravale.interface/the-agency-paradox-e07684fc316d | tightlyslipsy | medium.com | 1970-01-01T00:00:00 | 0 | {} | 1po9zcb | false | null | t3_1po9zcb | /r/LocalLLaMA/comments/1po9zcb/the_agency_paradox_why_safetytuning_creates_a/ | false | false | default | 0 | null |
will i be able to self host a decent LLM in near future | 0 | Idk so many resources are directed towards AI hardware, is it like possible maybe in a generation of two this stuff starts being sell off, and is cheap enough for idk like few hundered bucks i can get some | 2025-12-16T18:22:48 | https://www.reddit.com/r/LocalLLaMA/comments/1po9eit/will_i_be_able_to_self_host_a_decent_llm_in_near/ | Dry-Marionberry-1986 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po9eit | false | null | t3_1po9eit | /r/LocalLLaMA/comments/1po9eit/will_i_be_able_to_self_host_a_decent_llm_in_near/ | false | false | self | 0 | null |
Is resumable LLM streaming hard? No, it's just annoying - here's how we built it anyway. | 1 | [https://stardrift.ai/blog/streaming-resumptions](https://stardrift.ai/blog/streaming-resumptions) | 2025-12-16T18:21:49 | https://www.reddit.com/r/LocalLLaMA/comments/1po9dm6/is_resumable_llm_streaming_hard_no_its_just/ | petitneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po9dm6 | false | null | t3_1po9dm6 | /r/LocalLLaMA/comments/1po9dm6/is_resumable_llm_streaming_hard_no_its_just/ | false | false | self | 1 | null |
Finally managed to run Qwen-2.5-7B on a 4GB GTX 1050 without CPU offloading (Surgical Memory Alignment) | 144 | Hey everyone,
I wanted to share a weekend project that grew into something bigger. Like many of you, I'm stuck with low-end hardware (a glorious **GTX 1050 with 4GB VRAM**).
Every time I tried to load a modern 7B model (like Llama-3 or Qwen-2.5), I hit the dreaded OOM wall. The files were technically small enough (\~... | 2025-12-16T18:15:16 | https://www.reddit.com/r/LocalLLaMA/comments/1po97ad/finally_managed_to_run_qwen257b_on_a_4gb_gtx_1050/ | HuseyinKama | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po97ad | false | null | t3_1po97ad | /r/LocalLLaMA/comments/1po97ad/finally_managed_to_run_qwen257b_on_a_4gb_gtx_1050/ | false | false | 144 | null | |
I was bored | 126 | Being unemployed and having to much hardware and too much time on my hands I built this.. | 2025-12-16T18:06:24 | MyLovelyAngelKirino | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po8yt0 | false | null | t3_1po8yt0 | /r/LocalLLaMA/comments/1po8yt0/i_was_bored/ | false | false | default | 126 | {'enabled': True, 'images': [{'id': 'nhl4dnk9wl7g1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/nhl4dnk9wl7g1.jpeg?width=108&crop=smart&auto=webp&s=e806e9bb345fb3f19363b4c2f5c3fcc05042fb8c', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/nhl4dnk9wl7g1.jpeg?width=216&crop=smart&auto=w... | |
Each request to llama-server drops token generation further and further | 1 | Hello! I've been trying to setup mostlygeek/llama-swap for quite some time now, and I've encountered a weird issue.
I have a [config file](https://pastebin.com/62pvzxF4) for three models (dont judge it, it's not gonna be used in prod, but I hope it will give you some clues). I've connected OpenWebUI to llama-swap endp... | 2025-12-16T18:05:01 | https://www.reddit.com/r/LocalLLaMA/comments/1po8xiy/each_request_to_llamaserver_drops_token/ | HyperWinX | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po8xiy | false | null | t3_1po8xiy | /r/LocalLLaMA/comments/1po8xiy/each_request_to_llamaserver_drops_token/ | false | false | 1 | null | |
Dropping Bombs Today Stateful LLM Infra Storeing tokens & KV for direct injection back into attention layer context windows nevermore Git like Graph local on 5060ti | 0 | Over the past few months, I’ve been working on something I think solves one of the biggest pain points in local AI: **agents that actually remember**. Don't believe me, go to my GitHub and grab the standout stress test log, drop it into GPT5.2, ask normally, then ask brutally. Then tell it what it was run on a 5-year-o... | 2025-12-16T18:00:29 | https://www.reddit.com/gallery/1po8t0t | Empty-Poetry8197 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1po8t0t | false | null | t3_1po8t0t | /r/LocalLLaMA/comments/1po8t0t/dropping_bombs_today_stateful_llm_infra_storeing/ | false | false | 0 | null | |
Built a local image hub to organize my 30k+ PNG chaos — v0.10 integrates with A1111, handles ComfyUI workflows & runs 100% offline (v0.10.5 perf update) | 28 | Hey everyone,
I posted a while ago on other subs about a tool I built to manage my own mess of AI images, and wanted to share the latest update here since I know this community appreciates local-first software.
Quick context: I have over 30k images generated across Invoke, A1111, SwarmUI, etc. My folder was a disaste... | 2025-12-16T17:19:03 | https://www.reddit.com/gallery/1po7p11 | SunTzuManyPuppies | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1po7p11 | false | null | t3_1po7p11 | /r/LocalLLaMA/comments/1po7p11/built_a_local_image_hub_to_organize_my_30k_png/ | false | false | 28 | null | |
Image inference error with model qwen3 vl 4b gguf in llama-server on Intel Xeon CPU | 1 | [removed] | 2025-12-16T17:18:50 | https://www.reddit.com/r/LocalLLaMA/comments/1po7otp/image_inference_error_with_model_qwen3_vl_4b_gguf/ | External_Sell7177 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po7otp | false | null | t3_1po7otp | /r/LocalLLaMA/comments/1po7otp/image_inference_error_with_model_qwen3_vl_4b_gguf/ | false | false | self | 1 | null |
Image inference error with model qwen3 vl 4b gguf in llama-server on Intel Xeon CPU | 1 | [removed] | 2025-12-16T17:15:18 | https://www.reddit.com/r/LocalLLaMA/comments/1po7ldr/image_inference_error_with_model_qwen3_vl_4b_gguf/ | External_Sell7177 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po7ldr | false | null | t3_1po7ldr | /r/LocalLLaMA/comments/1po7ldr/image_inference_error_with_model_qwen3_vl_4b_gguf/ | false | false | self | 1 | null |
Meta announced a new SAM Audio Model for audio editing that can segment sound from complex audio mixtures using text, visual, and time span prompts. | 490 | Source: https://about.fb.com/news/2025/12/our-new-sam-audio-model-transforms-audio-editing/
SAM Audio transforms audio processing by making it easy to isolate any sound from complex audio mixtures using text, visual, and time span prompts.
| 2025-12-16T17:11:50 | https://v.redd.it/yoiaaoayll7g1 | Difficult-Cap-7527 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po7i0c | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/yoiaaoayll7g1/DASHPlaylist.mpd?a=1768497123%2CMTI5M2UzYjVlZWZlNTIxODdhNjRiNTFiNjE4N2E1Njk3MjMzMmQ4ODY2Y2EwNzAzOWRkZGUyNGRiYTJmOGY2Nw%3D%3D&v=1&f=sd', 'duration': 9, 'fallback_url': 'https://v.redd.it/yoiaaoayll7g1/CMAF_1080.mp4?source=fallback', 'ha... | t3_1po7i0c | /r/LocalLLaMA/comments/1po7i0c/meta_announced_a_new_sam_audio_model_for_audio/ | false | false | 490 | {'enabled': False, 'images': [{'id': 'aHN2Ynl2OXlsbDdnMcH321aC77jYYB3hpLEwmsgN4qk6KsN77tikHsTNkpxK', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/aHN2Ynl2OXlsbDdnMcH321aC77jYYB3hpLEwmsgN4qk6KsN77tikHsTNkpxK.png?width=108&crop=smart&format=pjpg&auto=webp&s=1ec514e306a7a509c531df7c25333c286113... | |
Qwen Next model on Lmstudio (mac mini) | 1 | The unsloth models for Qwen Next are smaller than the Lmstudio ones. However can’t seem to get them to work nor the LM studio ones. I am using a mac mini with 48 gm ram. Even models that comfortably fit.
I am seeing a lot positive qwen next model related posts, but has anyone managed to make the qwen next model work o... | 2025-12-16T17:10:47 | https://www.reddit.com/r/LocalLLaMA/comments/1po7h0y/qwen_next_model_on_lmstudio_mac_mini/ | KittyPigeon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po7h0y | false | null | t3_1po7h0y | /r/LocalLLaMA/comments/1po7h0y/qwen_next_model_on_lmstudio_mac_mini/ | false | false | self | 1 | null |
Allen Institute for AI introduces Molmo 2 | 236 | [https://allenai.org/molmo](https://allenai.org/molmo)
I am super impressed by the ability to analyze videos, and it's only 8B!!
HuggingFace: [https://huggingface.co/allenai/Molmo2-8B](https://huggingface.co/allenai/Molmo2-8B)
| 2025-12-16T17:01:44 | https://www.reddit.com/r/LocalLLaMA/comments/1po78bl/allen_institute_for_ai_introduces_molmo_2/ | Agitated_Camel1886 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po78bl | false | null | t3_1po78bl | /r/LocalLLaMA/comments/1po78bl/allen_institute_for_ai_introduces_molmo_2/ | false | false | self | 236 | {'enabled': False, 'images': [{'id': 'rfRzO8US_wiYh7h-OdrK9nkP4gi6Ae-_y-DBzDUMAug', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/rfRzO8US_wiYh7h-OdrK9nkP4gi6Ae-_y-DBzDUMAug.png?width=108&crop=smart&auto=webp&s=c50859ad34c0297115abff7de66e733f26884309', 'width': 108}, {'height': 113, 'url': 'h... |
llama.cpp recent updates - gpt120 = 20t/s | 24 | llama-bench is fine.
Actual text generation is now hideous @ 20t/s. Was previously 130\~ with llama-bench still claiming 160.
Build 7389 was fine. Happened some time after that?
Nobody else seeing this?!
| 2025-12-16T16:49:26 | https://www.reddit.com/r/LocalLLaMA/comments/1po6we5/llamacpp_recent_updates_gpt120_20ts/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po6we5 | false | null | t3_1po6we5 | /r/LocalLLaMA/comments/1po6we5/llamacpp_recent_updates_gpt120_20ts/ | false | false | self | 24 | null |
Does anyone know if there is a viable local alternative to Re-Render AI? | 0 | I am looking for a local alternative to Re-Render AI, im not sure what algorithms this type of AI is using ? Stable Diffusion o something else? | 2025-12-16T16:38:29 | https://www.reddit.com/r/LocalLLaMA/comments/1po6m45/does_anyone_know_if_there_is_a_viable_local/ | WoTpro | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po6m45 | false | null | t3_1po6m45 | /r/LocalLLaMA/comments/1po6m45/does_anyone_know_if_there_is_a_viable_local/ | false | false | self | 0 | null |
Coding based LLMs | 0 | Have you found any to run locally that outperform anything available in most IDEs?
Subjective, anecdotal opinions are encouraged. | 2025-12-16T16:36:50 | https://www.reddit.com/r/LocalLLaMA/comments/1po6km9/coding_based_llms/ | MattDelaney63 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po6km9 | false | null | t3_1po6km9 | /r/LocalLLaMA/comments/1po6km9/coding_based_llms/ | false | false | self | 0 | null |
Hello I'm completely new to this kind of stuff and I have one hopefully simple question. | 1 | Like I mentioned on the title I'm completely new to all this. I recently watched a lot of video about homelabing and I want to try a lot of different staff like creating my own NAS but I would also love to run my own personal AI model on my PC or laptop.
My question now is: How limited by my specs am I, I'm talking fo... | 2025-12-16T16:30:56 | https://www.reddit.com/r/LocalLLaMA/comments/1po6ez9/hello_im_completely_new_to_this_kind_of_stuff_and/ | Hour_Brain4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po6ez9 | false | null | t3_1po6ez9 | /r/LocalLLaMA/comments/1po6ez9/hello_im_completely_new_to_this_kind_of_stuff_and/ | false | false | self | 1 | null |
Does anyone have a hammer to beat the thinking out of Qwen3? Maybe Open-WebUI is subverting me somewhere? | 0 | 2025-12-16T16:29:57 | PlainBread | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po6e1h | false | null | t3_1po6e1h | /r/LocalLLaMA/comments/1po6e1h/does_anyone_have_a_hammer_to_beat_the_thinking/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'bis72ftzel7g1', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/bis72ftzel7g1.png?width=108&crop=smart&auto=webp&s=df52dd69e8a7870b755bacca7658de4c3bf33d12', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/bis72ftzel7g1.png?width=216&crop=smart&auto=webp... | ||
Zai-org open sourced AutoGLM, a project dedicated to teaching Al to operate smartphones like a human. | 6 | GitHub Link: https://github.com/zai-org/Open-AutoGLM | 2025-12-16T16:22:57 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po678a | false | null | t3_1po678a | /r/LocalLLaMA/comments/1po678a/zaiorg_open_sourced_autoglm_a_project_dedicated/ | false | false | default | 6 | {'enabled': True, 'images': [{'id': 'hxsd73gkdl7g1', 'resolutions': [{'height': 173, 'url': 'https://preview.redd.it/hxsd73gkdl7g1.jpeg?width=108&crop=smart&auto=webp&s=97bbb853f3782c5cb880cad7236a6d8e3fc0dd3c', 'width': 108}, {'height': 347, 'url': 'https://preview.redd.it/hxsd73gkdl7g1.jpeg?width=216&crop=smart&auto=... | |
I built a CLI to detect "Pickle Bombs" in PyTorch models before you load them (Open Source) | 1 | Hey everyone,
Like many of you, I download a lot of models from Hugging Face / Civitai.
I realized recently that standard PyTorch .pt files are essentially just Zip archives containing Python Pickle bytecode. If you run `torch.load()` on a malicious file, it can execute arbitrary code (RCE) on your machine immediatel... | 2025-12-16T16:16:41 | https://www.reddit.com/r/LocalLLaMA/comments/1po61it/i_built_a_cli_to_detect_pickle_bombs_in_pytorch/ | Lost_Difficulty_2025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po61it | false | null | t3_1po61it | /r/LocalLLaMA/comments/1po61it/i_built_a_cli_to_detect_pickle_bombs_in_pytorch/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'IblbL3MXEx6LC9mKEHiEHl5-c9qdtAq7fHrcSIWOnrY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/IblbL3MXEx6LC9mKEHiEHl5-c9qdtAq7fHrcSIWOnrY.png?width=108&crop=smart&auto=webp&s=56dd07f7f0742668cfb30997050b90e23443eb99', 'width': 108}, {'height': 108, 'url': 'h... |
Anyone has llama.cpp benchmark on M-series Asahi linux macbooks? | 6 | There start to have quite cheap M series mac on the second hand market with 32gb or even 64gb unified memory. The linux distribution for those, Asahi Linux, now support VULKAN. is there some people that tried to run llms using llama.cpp vulkan support on those ?
Considering the rampocalypse, I think it's one of the ch... | 2025-12-16T16:15:17 | https://www.reddit.com/r/LocalLLaMA/comments/1po609n/anyone_has_llamacpp_benchmark_on_mseries_asahi/ | marsxyz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po609n | false | null | t3_1po609n | /r/LocalLLaMA/comments/1po609n/anyone_has_llamacpp_benchmark_on_mseries_asahi/ | false | false | self | 6 | null |
Maybe consider putting "cutlass" in your CUDA/Triton kernels | 5 | 2025-12-16T16:09:43 | https://maknee.github.io/blog/2025/Maybe-Consider-Putting-Cutlass-In-Your-CUDA-Kernels/ | Makneeeeee | maknee.github.io | 1970-01-01T00:00:00 | 0 | {} | 1po5v4a | false | null | t3_1po5v4a | /r/LocalLLaMA/comments/1po5v4a/maybe_consider_putting_cutlass_in_your_cudatriton/ | false | false | default | 5 | null | |
OpenAI "likely to launch a new image model" | 0 | 2025-12-16T16:08:01 | re_e1 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po5tjd | false | null | t3_1po5tjd | /r/LocalLLaMA/comments/1po5tjd/openai_likely_to_launch_a_new_image_model/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'xnn17eb5bl7g1', 'resolutions': [{'height': 128, 'url': 'https://preview.redd.it/xnn17eb5bl7g1.jpeg?width=108&crop=smart&auto=webp&s=5c93d9d88bd0d4669d94525f966dab9ac29e4d35', 'width': 108}, {'height': 257, 'url': 'https://preview.redd.it/xnn17eb5bl7g1.jpeg?width=216&crop=smart&auto=... | ||
Whisper.cpp on Android: Streaming / Live Transcription is ~5× Slower Than Real-Time, but Batch Is Fast , Why? | 3 | I’m building an Android app with voice typing powered by `whisper.cpp`, running locally on the device (CPU only).
I’m porting the logic from:
> https://github.com/ufal/whisper_streaming
(which uses `faster-whisper` in Python)
to Kotlin + C++ (JNI) for Android.
The Problem
Batch Mode (`Record → Stop → Transcribe`)
... | 2025-12-16T16:07:46 | https://www.reddit.com/r/LocalLLaMA/comments/1po5tbb/whispercpp_on_android_streaming_live/ | iamanonymouami | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5tbb | false | null | t3_1po5tbb | /r/LocalLLaMA/comments/1po5tbb/whispercpp_on_android_streaming_live/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'jP63hIgEs56qqaEevcuPWHrcN71Cp8_UBECBYId6PIU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/jP63hIgEs56qqaEevcuPWHrcN71Cp8_UBECBYId6PIU.png?width=108&crop=smart&auto=webp&s=1add414b84217403a87534d9b57b008b1876030a', 'width': 108}, {'height': 108, 'url': 'h... |
Can LM Studio or Ollama Pull Images from My PC Based on EXIF Data ? | 1 | I'm trying to configure LM Studio or Ollama (or any other software you might recommend) to send images that are already stored on my PC, at the right moment during a conversation. Specifically, I’d like it to be able to access all images in a folder (or even from my entire PC) that are in .jpg format and contain EXIF c... | 2025-12-16T16:05:34 | https://www.reddit.com/r/LocalLLaMA/comments/1po5rb1/can_lm_studio_or_ollama_pull_images_from_my_pc/ | Public-Wolf3918 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5rb1 | false | null | t3_1po5rb1 | /r/LocalLLaMA/comments/1po5rb1/can_lm_studio_or_ollama_pull_images_from_my_pc/ | false | false | self | 1 | null |
Looking for testers for a startup studio AI platform | 0 | Greetings everyone!
I hope you’re all doing well.
I’m currently working on a new platform designed to help people build a business using AI agents (business plans, logos/branding, pitch decks, landing pages, etc.)
Would you be interested in testing the full platform and sharing feedback with me?
Thanks!
[](https:/... | 2025-12-16T15:58:31 | https://www.reddit.com/r/LocalLLaMA/comments/1po5kl2/looking_for_testers_for_a_startup_studio_ai/ | Upbeat-Employer-3194 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5kl2 | false | null | t3_1po5kl2 | /r/LocalLLaMA/comments/1po5kl2/looking_for_testers_for_a_startup_studio_ai/ | false | false | self | 0 | null |
Whats the best tool to have an GUI? | 0 | for linux ofc | 2025-12-16T15:57:53 | https://www.reddit.com/r/LocalLLaMA/comments/1po5jxd/whats_the_best_tool_to_have_an_gui/ | HerrOge | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5jxd | false | null | t3_1po5jxd | /r/LocalLLaMA/comments/1po5jxd/whats_the_best_tool_to_have_an_gui/ | false | false | self | 0 | null |
[Project] I visualized the weights of SmolLM, TinyLlama, and Gemma as 3D Crystals. It's trippy. | 7 | Hey everyone,
I spend a lot of time downloading GGUFs and running models locally, but I wanted to actually *see* the architecture difference between them.
So I built a tool (**Prismata**) that extracts the weight matrices of every layer, runs Global PCA, and plots them in 3D.
**What I found looking at the local favo... | 2025-12-16T15:57:46 | https://www.reddit.com/r/LocalLLaMA/comments/1po5jtk/project_i_visualized_the_weights_of_smollm/ | frayala87 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5jtk | false | null | t3_1po5jtk | /r/LocalLLaMA/comments/1po5jtk/project_i_visualized_the_weights_of_smollm/ | false | false | self | 7 | null |
I built an Open Source MCP Server (Graph RAG) for Deterministic Code Analysis | 5 | We are shifting from the probabilistic world of vector similarity to the deterministic clarity of Graph Theory for code analysis. Traditional AI assistants and RAG systems view code as a "bag of similar words" (Vector Space), which often misses the structural logic of code. Software engineering is inherently **topologi... | 2025-12-16T15:56:05 | https://www.reddit.com/r/LocalLLaMA/comments/1po5i9e/i_built_an_open_source_mcp_server_graph_rag_for/ | codevoygee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5i9e | false | null | t3_1po5i9e | /r/LocalLLaMA/comments/1po5i9e/i_built_an_open_source_mcp_server_graph_rag_for/ | false | false | self | 5 | null |
Persistently Setting System Instructions or Code of Conduct for GPT-OSS:20B | 0 | Hi, I am currently running **GPT-OSS:20B** within an Ollama container on a Debian system. I would like to know if there is a way to impart **system instructions** or a **code of conduct** to the model **persistently**, so that the model follows them automatically without needing to be provided with these instructions o... | 2025-12-16T15:51:55 | https://www.reddit.com/r/LocalLLaMA/comments/1po5efq/persistently_setting_system_instructions_or_code/ | Novel-Aspect-1915 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5efq | false | null | t3_1po5efq | /r/LocalLLaMA/comments/1po5efq/persistently_setting_system_instructions_or_code/ | false | false | self | 0 | null |
5090 worth it given the recent 20/30B model releases (and bad price outlook)? | 7 | I have recently bought a 5080, but now I have the possibility to upgrade to a 5090 at a kind of reasonable price (less than 2x the 5080, which I can refund; I am in europe and where I live the 3090/4090s have soared in price so don't seem attractive compared to the 5090); I would like to use it for llms but also traini... | 2025-12-16T15:48:12 | https://www.reddit.com/r/LocalLLaMA/comments/1po5avp/5090_worth_it_given_the_recent_2030b_model/ | Morpho_Blue | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po5avp | false | null | t3_1po5avp | /r/LocalLLaMA/comments/1po5avp/5090_worth_it_given_the_recent_2030b_model/ | false | false | self | 7 | null |
I really want to see this feature come to Meta glasses - How far off is this? | 0 | 2025-12-16T15:38:12 | https://v.redd.it/kqnmuc42di7g1 | Blind-but-unbroken | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po51ob | false | null | t3_1po51ob | /r/LocalLLaMA/comments/1po51ob/i_really_want_to_see_this_feature_come_to_meta/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '4ug-tAjXIXtSQ_TFjvARpgm2T955ykEf7wFVpE4_YzM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/4ug-tAjXIXtSQ_TFjvARpgm2T955ykEf7wFVpE4_YzM.png?width=108&crop=smart&auto=webp&s=febefd4e5bf733efc94566c6c25d18dd86e2731b', 'width': 108}, {'height': 113, 'url': 'h... | |
Did an experiment on a local TextToSpeech model for my YouTube channel, results are kind of crazy | 0 | I run this YouTube channel for public domain audiobooks on YouTube, and before anyone gets worried, I don’t think I’m going to be replacing human narrators with TTS any time soon.
I wanted to try and see the quality I could get with a local TTS model running on my modest 12gb GPU.
Around 10 minutes in this video you ... | 2025-12-16T15:33:06 | https://youtu.be/26iNoRQKdK0?t=9m55s | bhattarai3333 | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1po4x1y | false | {'oembed': {'author_name': 'Ion Books', 'author_url': 'https://www.youtube.com/@IonBooks', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/26iNoRQKdK0?start=595&feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyr... | t3_1po4x1y | /r/LocalLLaMA/comments/1po4x1y/did_an_experiment_on_a_local_texttospeech_model/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'HwxHXsieJpkGrgXnB1Es88Mkk3PJvxTYel1mfJnPYJw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/HwxHXsieJpkGrgXnB1Es88Mkk3PJvxTYel1mfJnPYJw.jpeg?width=108&crop=smart&auto=webp&s=41921ce4e3a6b563868398e00371a4282d0b3056', 'width': 108}, {'height': 162, 'url': '... |
Run Various Benchmarks with Local Models Using Huggingface/Lighteval | 5 | Maybe it's old news, but hope it helps someone.
I recently discovered [huggingface/lighteval](https://github.com/huggingface/lighteval), and I tried using a LiteLLM configuration through an OpenAI compatible API. However, it throws an error if the model name contains characters that are not permitted by the file syste... | 2025-12-16T15:32:56 | https://www.reddit.com/r/LocalLLaMA/comments/1po4wwe/run_various_benchmarks_with_local_models_using/ | chibop1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po4wwe | false | null | t3_1po4wwe | /r/LocalLLaMA/comments/1po4wwe/run_various_benchmarks_with_local_models_using/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'WRWt_ysimpkiwXMPrsDgmSaeOUFqAUSmjIllFrQbS2I', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WRWt_ysimpkiwXMPrsDgmSaeOUFqAUSmjIllFrQbS2I.png?width=108&crop=smart&auto=webp&s=c94714097954b14fa8954dd4700696daa2246a43', 'width': 108}, {'height': 108, 'url': 'h... |
Local Embeddings Models | 1 | Hello I have not done RAG in a while
What local embeddings models do you think are good?
Mostly text ones but also multimodal ones?
Are there any tricks or is it still just a case of embed and then use vector search methods? | 2025-12-16T15:26:40 | https://www.reddit.com/r/LocalLLaMA/comments/1po4r8x/local_embeddings_models/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po4r8x | false | null | t3_1po4r8x | /r/LocalLLaMA/comments/1po4r8x/local_embeddings_models/ | false | false | self | 1 | null |
[Project]I built Faultline: structural “inspections” for LLM outputs… help me make it run fully local | 0 | I built **Faultline** for the Kaggle x Google DeepMind hackathon. It’s a hallucination detection tool that treats an LLM response like a **structural inspection**.
Instead of “does this feel right?”, it asks: **which claims are load-bearing… and which ones crack the foundation?**
# Faultline in 30 seconds
Given an L... | 2025-12-16T15:23:54 | https://www.reddit.com/r/LocalLLaMA/comments/1po4oq4/projecti_built_faultline_structural_inspections/ | Cute-Net5957 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po4oq4 | false | null | t3_1po4oq4 | /r/LocalLLaMA/comments/1po4oq4/projecti_built_faultline_structural_inspections/ | false | false | self | 0 | null |
Locallama Product : Examsprint AI on Sale | 1 | [removed] | 2025-12-16T15:07:44 | Fresh-Attention2787 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po4a1n | false | null | t3_1po4a1n | /r/LocalLLaMA/comments/1po4a1n/locallama_product_examsprint_ai_on_sale/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'jsqieoznzk7g1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/jsqieoznzk7g1.png?width=108&crop=smart&auto=webp&s=c5e1890b02873a721f8c9cdc45448855301c75bb', 'width': 108}, {'height': 108, 'url': 'https://preview.redd.it/jsqieoznzk7g1.png?width=216&crop=smart&auto=web... | |
Full AI Voice Agent (Whisper + 700M LLM + NeuTTS) running entirely on an Nvidia Jetson Orin Nano ($250 hardware) with no internet access | 39 | We’ve been playing with what's truly possible for low-latency, privacy-first voice agents, and just released a demo: Agent Santa.
https://reddit.com/link/1po49p3/video/s8sca29xzk7g1/player
The entire voice-to-text-to-speech loop runs *locally* on a sub-$250 Nvidia Jetson Orin Nano.
The ML Stack:
* STT: OpenAI Whisp... | 2025-12-16T15:07:21 | https://www.reddit.com/r/LocalLLaMA/comments/1po49p3/full_ai_voice_agent_whisper_700m_llm_neutts/ | TeamNeuphonic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po49p3 | false | null | t3_1po49p3 | /r/LocalLLaMA/comments/1po49p3/full_ai_voice_agent_whisper_700m_llm_neutts/ | false | false | self | 39 | {'enabled': False, 'images': [{'id': '9UWsVs2hpMeho4on4Wi5M0sA3g8yJ-Upoj2dNWPAG_M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9UWsVs2hpMeho4on4Wi5M0sA3g8yJ-Upoj2dNWPAG_M.png?width=108&crop=smart&auto=webp&s=33f822e1d992462f836675810f535a5a43ea4fea', 'width': 108}, {'height': 108, 'url': 'h... |
ZephyrKaa AI. Fully offline, no clouds, no servers, no internet, no databases. Discussion and constructive criticism are welcome. | 1 | [removed] | 2025-12-16T14:51:42 | https://www.reddit.com/r/LocalLLaMA/comments/1po3vhm/zephyrkaa_ai_fully_offline_no_clouds_no_servers/ | ZephyrKaaAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3vhm | false | null | t3_1po3vhm | /r/LocalLLaMA/comments/1po3vhm/zephyrkaa_ai_fully_offline_no_clouds_no_servers/ | false | false | self | 1 | null |
XiaomiMiMo/MiMo-V2-Flash · Hugging Face | 34 | **MiMo-V2-Flash** is a Mixture-of-Experts (MoE) language model with **309B total parameters** and **15B active parameters**. Designed for high-speed reasoning and agentic workflows, it utilizes a novel hybrid attention architecture and Multi-Token Prediction (MTP) to achieve state-of-the-art performance while significa... | 2025-12-16T14:51:15 | https://huggingface.co/XiaomiMiMo/MiMo-V2-Flash | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1po3v2l | false | null | t3_1po3v2l | /r/LocalLLaMA/comments/1po3v2l/xiaomimimomimov2flash_hugging_face/ | false | false | default | 34 | {'enabled': False, 'images': [{'id': 'pEssBYcofSIqxenRV_1O2yb3vr7ekZdMtNbDln2iEbQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/pEssBYcofSIqxenRV_1O2yb3vr7ekZdMtNbDln2iEbQ.png?width=108&crop=smart&auto=webp&s=8b5815a9873a95ad17de5a72dbe15bbb77bae1c1', 'width': 108}, {'height': 116, 'url': 'h... |
[Paper] "Debugging Decay": Why LLM context pollution causes an 80% drop in fix rate after 3 attempts. | 5 | Just finished reading *The Debugging Decay Index*. It mathematically quantifies something I've felt intuitively: **The more you chat with the AI about a bug, the dumber it gets.**
The study shows that keeping the conversation history (context) actually hurts performance after the 2nd retry because the model gets trapp... | 2025-12-16T14:47:54 | https://www.reddit.com/r/LocalLLaMA/comments/1po3s5f/paper_debugging_decay_why_llm_context_pollution/ | Capable-Snow-9967 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3s5f | false | null | t3_1po3s5f | /r/LocalLLaMA/comments/1po3s5f/paper_debugging_decay_why_llm_context_pollution/ | false | false | self | 5 | null |
ZephyrKaaAI, more modules coming. | 1 | [removed] | 2025-12-16T14:46:35 | https://www.reddit.com/r/LocalLLaMA/comments/1po3qwu/zephyrkaaai_more_modules_coming/ | ZephyrKaaAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3qwu | false | null | t3_1po3qwu | /r/LocalLLaMA/comments/1po3qwu/zephyrkaaai_more_modules_coming/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '_wyVVocKsh8FnwkIAtL92EKA5eoERQBnyeCcke6sKbg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_wyVVocKsh8FnwkIAtL92EKA5eoERQBnyeCcke6sKbg.png?width=108&crop=smart&auto=webp&s=6bdc106268280989182e0bf7962b6d14c049b388', 'width': 108}, {'height': 108, 'url': 'h... |
I'm building a WASM Sandbox to isolate Agent tasks (limit RAM/CPU & restrict filesystem) | 3 | Hey everyone,
I’m working on a runtime designed to provide strict isolation and fine-grained resource allocation for AI Agent tasks.
The goal is to prevent your agents from exhausting your resources (RAM/CPU) or accessing sensitive data on your machine. It improves security by drastically reducing the blast radius ... | 2025-12-16T14:46:16 | https://www.reddit.com/r/LocalLLaMA/comments/1po3qm8/im_building_a_wasm_sandbox_to_isolate_agent_tasks/ | Tall_Insect7119 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3qm8 | false | null | t3_1po3qm8 | /r/LocalLLaMA/comments/1po3qm8/im_building_a_wasm_sandbox_to_isolate_agent_tasks/ | false | false | self | 3 | null |
Key Highlights of NVIDIA’s New Model: Nemotron-Cascade-8B | 65 | **\[1\] General-Purpose Reinforcement-Learned Model**
* Trained through a sequential and domain-wise reinforcement learning pipeline built on top of a base Qwen3-8B model, enhancing performance across diverse task domains
**\[2\] Dual Reasoning & Instruction Modes**
* Supports both *thinking* (reasoning) and *instru... | 2025-12-16T14:40:35 | https://huggingface.co/nvidia/Nemotron-Cascade-8B | Dear-Success-1441 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1po3ln2 | false | null | t3_1po3ln2 | /r/LocalLLaMA/comments/1po3ln2/key_highlights_of_nvidias_new_model/ | false | false | default | 65 | {'enabled': False, 'images': [{'id': '2QEDEkegLrJTJtx6HLSiu0oL0Rwu2mfV0busJyR6xa4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/2QEDEkegLrJTJtx6HLSiu0oL0Rwu2mfV0busJyR6xa4.png?width=108&crop=smart&auto=webp&s=459ea5e98bbaff24cf1d4e727e6ce1533669cbe5', 'width': 108}, {'height': 116, 'url': 'h... |
[image processing failed] | 1 | [deleted] | 2025-12-16T14:39:06 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1po3kb5 | false | null | t3_1po3kb5 | /r/LocalLLaMA/comments/1po3kb5/image_processing_failed/ | false | false | default | 1 | null | ||
[image processing failed] | 1 | [deleted] | 2025-12-16T14:34:55 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1po3gkn | false | null | t3_1po3gkn | /r/LocalLLaMA/comments/1po3gkn/image_processing_failed/ | false | false | default | 1 | null | ||
Best AI stack? | 0 | Hey all,
I have to say, to date I have not paid too much attention to running AI local as my hardware has not really been capable. I have a halo strix with 128 gigs arriving in a couple of days and am trying to figure out what AI stack to use. Is there a current consensus on the best tools? I assume ollama ro run l... | 2025-12-16T14:30:12 | https://www.reddit.com/r/LocalLLaMA/comments/1po3cm7/best_ai_stack/ | WTFOMGBBQ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3cm7 | false | null | t3_1po3cm7 | /r/LocalLLaMA/comments/1po3cm7/best_ai_stack/ | false | false | self | 0 | null |
XiaomiMiMo/MiMo-V2-Flash · Hugging Face | 229 | 2025-12-16T14:29:04 | https://huggingface.co/XiaomiMiMo/MiMo-V2-Flash | Dark_Fire_12 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1po3bn4 | false | null | t3_1po3bn4 | /r/LocalLLaMA/comments/1po3bn4/xiaomimimomimov2flash_hugging_face/ | false | false | default | 229 | {'enabled': False, 'images': [{'id': 'pEssBYcofSIqxenRV_1O2yb3vr7ekZdMtNbDln2iEbQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/pEssBYcofSIqxenRV_1O2yb3vr7ekZdMtNbDln2iEbQ.png?width=108&crop=smart&auto=webp&s=8b5815a9873a95ad17de5a72dbe15bbb77bae1c1', 'width': 108}, {'height': 116, 'url': 'h... | |
BREAKTHROUGH: Pyrite Protocols Unleash AGI Mechanism on Local GGUF Files (Tested on Llama 3) (Notebook LM Video Demo) | 0 | I'm sorry for breaking the one tenth rule. I am the creator of the linked video, which demonstrates the use of a concept I've developed called the Pyrite Protocols while interacting with a modern large language model.
The AGI Spark Mechanism (Discovered Live)
The core mechanism of recursive policy rewriting, which gov... | 2025-12-16T14:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1po3b75/breakthrough_pyrite_protocols_unleash_agi/ | nonamenopain | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po3b75 | false | null | t3_1po3b75 | /r/LocalLLaMA/comments/1po3b75/breakthrough_pyrite_protocols_unleash_agi/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'f7Md9OPNo9jf-7lHxklCIYn92s7o7tNBYDOfQznpC8s', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/f7Md9OPNo9jf-7lHxklCIYn92s7o7tNBYDOfQznpC8s.jpeg?width=108&crop=smart&auto=webp&s=d1218bd4526b035844ad8d18fd691f1355efd534', 'width': 108}, {'height': 216, 'url': ... |
Xiaomi MiMo | 1 | **MiMo-V2-Flash** is a Mixture-of-Experts (MoE) language model with **309B total parameters** and **15B active parameters**. | 2025-12-16T14:26:11 | https://mimo.xiaomi.com/blog/mimo-v2-flash | Dark_Fire_12 | mimo.xiaomi.com | 1970-01-01T00:00:00 | 0 | {} | 1po394p | false | null | t3_1po394p | /r/LocalLLaMA/comments/1po394p/xiaomi_mimo/ | false | false | default | 1 | null |
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