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Why it so hard to abliterated kimi k2 thinking model? | 0 | I do making uncensored LLM as a business.
I make money by jailbreaking and abliterating model and provide it to customer
Got a lot of request on kimi k2 thinking
I tried almost all possible technic to abliterating its entire model. I even broken the norm layer to see. it either broken or not successful.
Is... | 2025-12-16T14:24:05 | https://www.reddit.com/r/LocalLLaMA/comments/1po37cz/why_it_so_hard_to_abliterated_kimi_k2_thinking/ | SeriousPlan37 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po37cz | false | null | t3_1po37cz | /r/LocalLLaMA/comments/1po37cz/why_it_so_hard_to_abliterated_kimi_k2_thinking/ | false | false | self | 0 | null |
[Release] Steer v0.2 – I open-sourced the "Deterministic Guardrails" library based on last week's discussion | 0 | OP here. Last week I posted a discussion thread on this sub **["The Confident Idiot Problem"](https://www.reddit.com/r/LocalLLaMA/comments/1pe1bd4/the_confident_idiot_problem_why_llmasajudge_fails/)** about why we need deterministic checks instead of just "LLM-as-a-Judge."
Many of you asked for the code, so I polished... | 2025-12-16T14:19:45 | https://www.reddit.com/r/LocalLLaMA/comments/1po33m2/release_steer_v02_i_opensourced_the_deterministic/ | Proud-Employ5627 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po33m2 | false | null | t3_1po33m2 | /r/LocalLLaMA/comments/1po33m2/release_steer_v02_i_opensourced_the_deterministic/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'aVPMmsLTUtRr0q4ZE9N5L4pVQQYd5d_o74kH51MezIM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/aVPMmsLTUtRr0q4ZE9N5L4pVQQYd5d_o74kH51MezIM.png?width=108&crop=smart&auto=webp&s=3e9add5a08bab7287cd6f6ffed6456555840fbfe', 'width': 108}, {'height': 216, 'url': '... |
My professor lent me an A6000, so I tried to build a coding model. Here is Anni! (Qwen3-14B Fine-tune) | 98 | Feedback and suggestions are welcomed! [Github Repo](https://github.com/CoderUni/Anni) | [Full Technical Write-up](https://hanstan.link/how-i-trained-a-sota-coding-model-on-a-single-gpu/)
I’m a 2nd year undergrad AI student and just finished training my very first LLM. Like many of you, I wanted to train a capable cod... | 2025-12-16T14:06:42 | https://www.reddit.com/r/LocalLLaMA/comments/1po2slg/my_professor_lent_me_an_a6000_so_i_tried_to_build/ | Outrageous-Yak8298 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po2slg | false | null | t3_1po2slg | /r/LocalLLaMA/comments/1po2slg/my_professor_lent_me_an_a6000_so_i_tried_to_build/ | false | false | 98 | null | |
“We decided to move forward with other candidates.” Cool. But why though? | 2 | 2025-12-16T13:58:24 | https://www.reddit.com/r/LocalLLaMA/comments/1po2lio/we_decided_to_move_forward_with_other_candidates/ | party-horse | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po2lio | false | null | t3_1po2lio | /r/LocalLLaMA/comments/1po2lio/we_decided_to_move_forward_with_other_candidates/ | false | false | 2 | null | ||
What should I do if, when I want to generate an image in LMarena, I get this error? I've tried many times, but I always get the same error. What should I do to fix it? | 0 | 2025-12-16T13:14:25 | Ill-Palpitation-2463 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po1mju | false | null | t3_1po1mju | /r/LocalLLaMA/comments/1po1mju/what_should_i_do_if_when_i_want_to_generate_an/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'lax4pnf6gk7g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/lax4pnf6gk7g1.jpeg?width=108&crop=smart&auto=webp&s=cfd451b8d3f88c3d77a57bd0c5c88d929b348794', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/lax4pnf6gk7g1.jpeg?width=216&crop=smart&auto=... | ||
DSPydantic: Auto-Optimize Your Pydantic Models with DSPy | 5 | 2025-12-16T13:13:33 | https://github.com/davidberenstein1957/dspydantic | chef1957 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1po1lw1 | false | null | t3_1po1lw1 | /r/LocalLLaMA/comments/1po1lw1/dspydantic_autooptimize_your_pydantic_models_with/ | false | false | default | 5 | {'enabled': False, 'images': [{'id': 'saiXWlgMuTnUQIOG58Zc4C_I38SWGhgxUZxESA46VL0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/saiXWlgMuTnUQIOG58Zc4C_I38SWGhgxUZxESA46VL0.png?width=108&crop=smart&auto=webp&s=e37b5c0afd3f87c0aff9023ee316610bd54c8e4f', 'width': 108}, {'height': 108, 'url': 'h... | |
Best strategies for serving multiple models for self-hosted AI tasks | 0 | I'm at the point where I'd like to add some AI services to my self-hosting setup, which means having a few different models (gpt-oss-20b, qwen3-vl-30b, etc.) available to containers via API. I'm serving from a more-or-less dedicated Mac Studio, and my first best guess for how to do this is to run Ollama server and let ... | 2025-12-16T13:04:50 | https://www.reddit.com/r/LocalLLaMA/comments/1po1fc7/best_strategies_for_serving_multiple_models_for/ | alibrarydweller | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po1fc7 | false | null | t3_1po1fc7 | /r/LocalLLaMA/comments/1po1fc7/best_strategies_for_serving_multiple_models_for/ | false | false | self | 0 | null |
Что делать в LMarena я хочу сгенерировать картинку пишу потом отправляю идёт загрузка то есть генерируется картинка я жду а потом вот это пишет что ошибка какая-то что делать как сделать чтобы этого не было | 0 | Л | 2025-12-16T13:00:03 | Ill-Palpitation-2463 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po1bkg | false | null | t3_1po1bkg | /r/LocalLLaMA/comments/1po1bkg/что_делать_в_lmarena_я_хочу_сгенерировать/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '5lm9965mdk7g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/5lm9965mdk7g1.jpeg?width=108&crop=smart&auto=webp&s=438ac8a94c58dca56d417453bf345977c60a1c68', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/5lm9965mdk7g1.jpeg?width=216&crop=smart&auto=... | |
GLM-4.5V, GLM-4.6V and GLM_4.6V-Flash are now supported by llama.cpp (GGUFs) | 166 | you need this
[https://www.reddit.com/r/LocalLLaMA/comments/1pnz1je/support\_for\_glm4v\_vision\_encoder\_has\_been\_merged/](https://www.reddit.com/r/LocalLLaMA/comments/1pnz1je/support_for_glm4v_vision_encoder_has_been_merged/) | 2025-12-16T12:56:27 | https://huggingface.co/collections/ggml-org/glm-4v | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1po18y9 | false | null | t3_1po18y9 | /r/LocalLLaMA/comments/1po18y9/glm45v_glm46v_and_glm_46vflash_are_now_supported/ | false | false | default | 166 | {'enabled': False, 'images': [{'id': 'bLrsVXDvN3_NMKaZkcGBPVdeuTpEZp7rVIyw-KAF9KY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/bLrsVXDvN3_NMKaZkcGBPVdeuTpEZp7rVIyw-KAF9KY.png?width=108&crop=smart&auto=webp&s=efc6d261473fb0034e18f5e85b26a088be01ff22', 'width': 108}, {'height': 116, 'url': 'h... |
Json instructed img generation | 1 | Hey guys why do you think we dont see a lot of models like this one getting released
https://huggingface.co/briaai/FIBO | 2025-12-16T12:50:55 | https://www.reddit.com/r/LocalLLaMA/comments/1po14zd/json_instructed_img_generation/ | superNova-best | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po14zd | false | null | t3_1po14zd | /r/LocalLLaMA/comments/1po14zd/json_instructed_img_generation/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'zK1XvaIOACuVbx4Z8xhGXj59VJ6cZOJLJBUgfOXXjWQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/zK1XvaIOACuVbx4Z8xhGXj59VJ6cZOJLJBUgfOXXjWQ.png?width=108&crop=smart&auto=webp&s=42766921b783c596ebc94fb15f7b5697e2060ba8', 'width': 108}, {'height': 116, 'url': 'h... |
ggml-org/GLM-4.6V-GGUF · Hugging Face | 2 | see [https://www.reddit.com/r/LocalLLaMA/comments/1pnz1je/support\_for\_glm4v\_vision\_encoder\_has\_been\_merged/](https://www.reddit.com/r/LocalLLaMA/comments/1pnz1je/support_for_glm4v_vision_encoder_has_been_merged/) | 2025-12-16T12:42:41 | https://huggingface.co/ggml-org/GLM-4.6V-GGUF | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1po0zal | false | null | t3_1po0zal | /r/LocalLLaMA/comments/1po0zal/ggmlorgglm46vgguf_hugging_face/ | false | false | default | 2 | null |
Old-School Interpretability for LLMs | 1 | Not OC | 2025-12-16T12:36:46 | https://open.substack.com/pub/mindfulmodeler/p/the-practical-way-to-explain-llms?r=5bym13&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false | itsmekalisyn | open.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1po0vbb | false | null | t3_1po0vbb | /r/LocalLLaMA/comments/1po0vbb/oldschool_interpretability_for_llms/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'ejjt7i_hImqUZ1xnAo3ArvYDLaZGTqSLIPlq1FO8CwM', 'resolutions': [{'height': 90, 'url': 'https://external-preview.redd.it/ejjt7i_hImqUZ1xnAo3ArvYDLaZGTqSLIPlq1FO8CwM.jpeg?width=108&crop=smart&auto=webp&s=1c2ca4923a19a85eb6f12bdc15503cf5e334221b', 'width': 108}, {'height': 181, 'url': '... | |
Open-sourced a Spark-native LLM evaluation framework with Delta Lake + MLflow integration | 1 | [removed] | 2025-12-16T12:15:53 | https://www.reddit.com/r/LocalLLaMA/comments/1po0gxa/opensourced_a_sparknative_llm_evaluation/ | bassrehab | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1po0gxa | false | null | t3_1po0gxa | /r/LocalLLaMA/comments/1po0gxa/opensourced_a_sparknative_llm_evaluation/ | false | false | self | 1 | null |
Z.ai is dominating Hugging Face Trending model list !! | 0 | Multiple zai-org models across vision, speech, and multimodal in the top list. | 2025-12-16T12:04:40 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1po09m2 | false | null | t3_1po09m2 | /r/LocalLLaMA/comments/1po09m2/zai_is_dominating_hugging_face_trending_model_list/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '0ij7nd362k7g1', 'resolutions': [{'height': 132, 'url': 'https://preview.redd.it/0ij7nd362k7g1.png?width=108&crop=smart&auto=webp&s=6dd405a32ed9db72acdf832957498a3c359d3983', 'width': 108}, {'height': 264, 'url': 'https://preview.redd.it/0ij7nd362k7g1.png?width=216&crop=smart&auto=we... | |
Bolmo 1B/7B from Allen AI | 16 | "We introduce Bolmo, the first family of competitive fully open byte-level language models (LMs) at the 1B and 7B parameter scales.
These models are byteified using a short additional training procedure which starts from pretrained models in the Olmo series.
We are releasing all code, checkpoints, and associated trai... | 2025-12-16T11:39:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pnztew/bolmo_1b7b_from_allen_ai/ | pscoutou | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnztew | false | null | t3_1pnztew | /r/LocalLLaMA/comments/1pnztew/bolmo_1b7b_from_allen_ai/ | false | false | self | 16 | null |
2025 Open Models Year in Review | 19 | 2025-12-16T11:39:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pnzt9y/2025_open_models_year_in_review/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnzt9y | false | null | t3_1pnzt9y | /r/LocalLLaMA/comments/1pnzt9y/2025_open_models_year_in_review/ | false | false | 19 | null | ||
Language modulates vision: Evidence from neural networks and human brain-lesion models | 2 | 2025-12-16T11:32:59 | https://arxiv.org/abs/2501.13628 | IllllIIlIllIllllIIIl | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1pnzpa1 | false | null | t3_1pnzpa1 | /r/LocalLLaMA/comments/1pnzpa1/language_modulates_vision_evidence_from_neural/ | false | false | default | 2 | null | |
Feedback Wanted - Vector Compression Engine (benchmarked v FAISS) | 5 | Hey all,
I’m looking for technical feedback on a project.
I’ve just made public a GitHub repo for a vector embedding compression engine I’ve been working on.
**High-level results (details + reproducibility in repo):**
* Near-lossless compression suitable for production RAG / search
* Extreme compression modes f... | 2025-12-16T11:15:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pnzex8/feedback_wanted_vector_compression_engine/ | perryim | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnzex8 | false | null | t3_1pnzex8 | /r/LocalLLaMA/comments/1pnzex8/feedback_wanted_vector_compression_engine/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 't41g55kd4rcB6cBQXP1YZVcxkIzbK-ETfcApKZiuhJ4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/t41g55kd4rcB6cBQXP1YZVcxkIzbK-ETfcApKZiuhJ4.png?width=108&crop=smart&auto=webp&s=b895cb042526b962f188054f960331006db66fb1', 'width': 108}, {'height': 108, 'url': 'h... |
Base Url replacing | 2 | Is it possible to replace the base URL and API key in the GPT chat Android app so that the app works with a custom LLM? Are there any ready-made projects? I want an app with the GPT design, but with a different endpoint. | 2025-12-16T11:14:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pnze0g/base_url_replacing/ | Objective-Good310 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnze0g | false | null | t3_1pnze0g | /r/LocalLLaMA/comments/1pnze0g/base_url_replacing/ | false | false | self | 2 | null |
[Help] llama.cpp / llama-swap: How to limit model to one GPU? | 0 | Hey all,
I've added my surplus 3090 card to the pc and tried to use it for other ends.
But I noticed llama.cpp used both cards for prompts. I've tried to limit it to one card. But no luck. How do I fix this?
https://preview.redd.it/8ezsxvljtj7g1.png?width=685&format=png&auto=webp&s=c82a0f7f9cbaf0f165c993ec90c954304... | 2025-12-16T11:07:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pnza32/help_llamacpp_llamaswap_how_to_limit_model_to_one/ | designbanana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnza32 | false | null | t3_1pnza32 | /r/LocalLLaMA/comments/1pnza32/help_llamacpp_llamaswap_how_to_limit_model_to_one/ | false | false | 0 | null | |
Qwen3 Next speed optimization has been merged into llama.cpp | 212 | 2025-12-16T11:07:37 | https://github.com/ggml-org/llama.cpp/pull/17996 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pnz9xu | false | null | t3_1pnz9xu | /r/LocalLLaMA/comments/1pnz9xu/qwen3_next_speed_optimization_has_been_merged/ | false | false | default | 212 | {'enabled': False, 'images': [{'id': 'DvlPrtOQd3Cfpjgulr94g-6gX7cbuY0-dqBY_cGanOg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DvlPrtOQd3Cfpjgulr94g-6gX7cbuY0-dqBY_cGanOg.png?width=108&crop=smart&auto=webp&s=7ebc3843c6e05398c60cc658377014d227a89edd', 'width': 108}, {'height': 108, 'url': 'h... | |
Offline AI with emergent behavior — runs on gaming laptop, no cloud needed | 0 | Been building an offline autonomous AI for isolated environments (submarines, expeditions, space missions).
Just open-sourced first module: \*\*MoodModule\*\* — character evolution engine.
\*\*How it works:\*\*
\- 33 character "masks" (Tony Stark, Sherlock, Deadpool, etc.)
\- Each mask = perception filter, not ... | 2025-12-16T11:06:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pnz9az/offline_ai_with_emergent_behavior_runs_on_gaming/ | ZephyrKaaAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnz9az | false | null | t3_1pnz9az | /r/LocalLLaMA/comments/1pnz9az/offline_ai_with_emergent_behavior_runs_on_gaming/ | false | false | self | 0 | null |
I may have over-quantized this little guy. | 138 | 2025-12-16T11:04:26 | AllergicToTeeth | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnz80z | false | null | t3_1pnz80z | /r/LocalLLaMA/comments/1pnz80z/i_may_have_overquantized_this_little_guy/ | false | false | default | 138 | {'enabled': True, 'images': [{'id': '35p9o4zosj7g1', 'resolutions': [{'height': 120, 'url': 'https://preview.redd.it/35p9o4zosj7g1.png?width=108&crop=smart&auto=webp&s=ae3ddc6af805d193d312e1c16ac0bd852c140ecc', 'width': 108}, {'height': 241, 'url': 'https://preview.redd.it/35p9o4zosj7g1.png?width=216&crop=smart&auto=we... | ||
support for GLM4V vision encoder has been merged into llama.cpp | 50 | 2025-12-16T10:53:34 | https://github.com/ggml-org/llama.cpp/pull/18042 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pnz1je | false | null | t3_1pnz1je | /r/LocalLLaMA/comments/1pnz1je/support_for_glm4v_vision_encoder_has_been_merged/ | false | false | 50 | {'enabled': False, 'images': [{'id': 'i0ktGuORgovwZVXClbj98qHky3ndOw6pJOFp0qnTifE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/i0ktGuORgovwZVXClbj98qHky3ndOw6pJOFp0qnTifE.png?width=108&crop=smart&auto=webp&s=da706cfb2254b5b20ed2d81840ff1098475a35ce', 'width': 108}, {'height': 108, 'url': 'h... | ||
Comparing open-source coding LLMs vs Gemini 2.5 Flash. Am I doing something fundamentally wrong? | 1 | **Context:** We have a production UI generation agent that works with Gemini 2.5 Flash. Now testing if any OSS model can replace it (cost/independence reasons).
**The workflow:** 62.9k token system prompt defining a strict multi-step process: analyze requirements → select design patterns → generate React/TypeScript c... | 2025-12-16T10:51:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pnz0i3/comparing_opensource_coding_llms_vs_gemini_25/ | matmed1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnz0i3 | false | null | t3_1pnz0i3 | /r/LocalLLaMA/comments/1pnz0i3/comparing_opensource_coding_llms_vs_gemini_25/ | false | false | self | 1 | null |
Dual GPU 9070 XT + 6800 XT vs 6600 XT | 1 | Hi everyone. I made this build for a lossless scaling build and I was thinking of selling my 6800 XT cause my 6600 XT is enough for the job.
But I was also considering running local AI and get started in this world, I pay Claude for Opus and Sonnet labor, usually coding, language and educational regulatory documentati... | 2025-12-16T10:34:55 | https://www.reddit.com/gallery/1pnyqr2 | DahakaOscuro | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pnyqr2 | false | null | t3_1pnyqr2 | /r/LocalLLaMA/comments/1pnyqr2/dual_gpu_9070_xt_6800_xt_vs_6600_xt/ | false | false | 1 | null | |
How Embeddings Enable Modern Search - Visualizing The Latent Space [Clip] | 10 | 2025-12-16T10:31:38 | https://v.redd.it/g6kejpa0nj7g1 | kushalgoenka | /r/LocalLLaMA/comments/1pnyowo/how_embeddings_enable_modern_search_visualizing/ | 1970-01-01T00:00:00 | 0 | {} | 1pnyowo | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/g6kejpa0nj7g1/DASHPlaylist.mpd?a=1768602706%2CMmRjODFjNjQwZjNhYTAzYjkxNmViZjZlMWMwMzAwZDJmNmIwNGFjYjA3YmMxZTVjN2UzZjI3OWUwNTNjMGEyYw%3D%3D&v=1&f=sd', 'duration': 229, 'fallback_url': 'https://v.redd.it/g6kejpa0nj7g1/CMAF_1080.mp4?source=fallback', '... | t3_1pnyowo | /r/LocalLLaMA/comments/1pnyowo/how_embeddings_enable_modern_search_visualizing/ | false | false | default | 10 | {'enabled': False, 'images': [{'id': 'OGh2NnB5OTBuajdnMXvlMSuOk6Yj3OVLPT5Vhd2Psp3lO7t6XDInPZ-YNWwd', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/OGh2NnB5OTBuajdnMXvlMSuOk6Yj3OVLPT5Vhd2Psp3lO7t6XDInPZ-YNWwd.png?width=108&crop=smart&format=pjpg&auto=webp&s=f01226adc17d9c7fcffb70fb657979f03087a... | |
NVIDIA releases Nemotron 3: A 30B Hybrid (Mamba-2 + MoE) with 1M context. Native Reasoning Traces included. | 1 | [removed] | 2025-12-16T10:14:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pnyfaj/nvidia_releases_nemotron_3_a_30b_hybrid_mamba2/ | MichalSmolenski | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnyfaj | false | null | t3_1pnyfaj | /r/LocalLLaMA/comments/1pnyfaj/nvidia_releases_nemotron_3_a_30b_hybrid_mamba2/ | false | false | self | 1 | null |
280K pages OCR project - DotsOCR vs DeepSeek-OCR: cost vs accuracy on cloud GPUs? | 2 | Hi Everyone, First Post here, will appreciate the help
Planning to **OCR 70K Arabic PDFs** (\~**280K pages**) on cloud GPUs. Need help choosing the best model and setup.
Models I tested locally (**16GB GPU**):
|Model|Accuracy/Speed|Output|
|:-|:-|:-|
|DotsOCR|Best/Slower|JSON with bboxes + categories|
|DeepSeek-OCR ... | 2025-12-16T10:08:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pnybyv/280k_pages_ocr_project_dotsocr_vs_deepseekocr/ | PatienceSensitive689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnybyv | false | null | t3_1pnybyv | /r/LocalLLaMA/comments/1pnybyv/280k_pages_ocr_project_dotsocr_vs_deepseekocr/ | false | false | self | 2 | null |
I open-source a batteries-included library to spawn vm for sandboxing with one line of code | 0 | [https://github.com/boxlite-labs/boxlite](https://github.com/boxlite-labs/boxlite) | 2025-12-16T09:56:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pny5fs/i_opensource_a_batteriesincluded_library_to_spawn/ | DorianZheng | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pny5fs | false | null | t3_1pny5fs | /r/LocalLLaMA/comments/1pny5fs/i_opensource_a_batteriesincluded_library_to_spawn/ | true | false | spoiler | 0 | {'enabled': False, 'images': [{'id': 'YCKWziQy8DuUHmQWIwYu6fPnvKcngF5c_K4QTONi_VA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YCKWziQy8DuUHmQWIwYu6fPnvKcngF5c_K4QTONi_VA.png?width=108&crop=smart&auto=webp&s=6786a1b0f15d9662bd30e1c0bc618d13945a57b6', 'width': 108}, {'height': 108, 'url': 'h... |
The Attention Hybrid MoE Architecture is the Future. Now, AI Labs Should Dedicate Resources to Improve Long Context Recall Capabilities. | 72 | I have been using Qwen3-Next-80B-A30 since it was fully supported in Llama.cpp, and I found it to be the best open-weight model I've ever ran locally ((Unsloth)\_Qwen3-Next-80B-A3B-Instruct-GGUF-Q6\_K\_XL). It's also the first model I could run at full context size (256K) on a single RTX3090 (forcing model expert weig... | 2025-12-16T09:52:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pny30h/the_attention_hybrid_moe_architecture_is_the/ | Iory1998 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pny30h | false | null | t3_1pny30h | /r/LocalLLaMA/comments/1pny30h/the_attention_hybrid_moe_architecture_is_the/ | false | false | self | 72 | null |
Cutting chatbot costs and latency by offloading guardrail-related queries to small guardrail models that run locally, without a GPU | 0 | In most chatbots implemented through an LLM API, guardrail-related queries account on average for 40% of total API costs, and an even higher share of its latency.
Read this blog post to learn how to drastically cut chatbot costs and latency by offloading all guardrail-related queries to small guardrail models that run... | 2025-12-16T09:49:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pny1d0/cutting_chatbot_costs_and_latency_by_offloading/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pny1d0 | false | null | t3_1pny1d0 | /r/LocalLLaMA/comments/1pny1d0/cutting_chatbot_costs_and_latency_by_offloading/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '2UHZbJfs-DY_TCJGhiNNUWzeZcvzSJRn7s_UkwrK9ds', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/2UHZbJfs-DY_TCJGhiNNUWzeZcvzSJRn7s_UkwrK9ds.png?width=108&crop=smart&auto=webp&s=71eff6bb9f81123a8277aea87932b2cf8fb1b9ae', 'width': 108}, {'height': 113, 'url': 'h... |
[image processing failed] | 1 | [deleted] | 2025-12-16T09:48:53 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pny1ac | false | null | t3_1pny1ac | /r/LocalLLaMA/comments/1pny1ac/image_processing_failed/ | false | false | default | 1 | null | ||
[image processing failed] | 1 | [deleted] | 2025-12-16T09:47:46 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pny0os | false | null | t3_1pny0os | /r/LocalLLaMA/comments/1pny0os/image_processing_failed/ | false | false | default | 1 | null | ||
Nemotron-Cascade 8B/14B from NVIDIA (Qwen3 finetunes) | 1 | [https://huggingface.co/nvidia/Nemotron-Cascade-8B](https://huggingface.co/nvidia/Nemotron-Cascade-8B)
[https://huggingface.co/nvidia/Nemotron-Cascade-8B-Thinking](https://huggingface.co/nvidia/Nemotron-Cascade-8B-Thinking)
[https://huggingface.co/nvidia/Nemotron-Cascade-14B-Thinking](https://huggingface.co/nvidia/Ne... | 2025-12-16T09:46:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pnxzy0/nemotroncascade_8b14b_from_nvidia_qwen3_finetunes/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnxzy0 | false | null | t3_1pnxzy0 | /r/LocalLLaMA/comments/1pnxzy0/nemotroncascade_8b14b_from_nvidia_qwen3_finetunes/ | false | false | self | 1 | null |
Nemotron-Cascade 8B/14B from NVIDIA (Qwen3 finetunes) | 31 | *Processing img w18bn153ej7g1...*
*Processing img hdu58iq3ej7g1...*
*Processing img 10099m44ej7g1...*
[https://huggingface.co/nvidia/Nemotron-Cascade-8B](https://huggingface.co/nvidia/Nemotron-Cascade-8B)
[https://huggingface.co/nvidia/Nemotron-Cascade-8B-Thinking](https://huggingface.co/nvidia/Nemotron-Cascade-8B-... | 2025-12-16T09:42:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pnxxnq/nemotroncascade_8b14b_from_nvidia_qwen3_finetunes/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnxxnq | false | null | t3_1pnxxnq | /r/LocalLLaMA/comments/1pnxxnq/nemotroncascade_8b14b_from_nvidia_qwen3_finetunes/ | false | false | self | 31 | {'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... |
Need help running LLAMA.cpp on Arch based system with AMD gpu. | 3 | So, there is no precompiled binary for Arch in their github repo, and getting ROCm to work in arch is another pain. Any advice/help? | 2025-12-16T09:30:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pnxrev/need_help_running_llamacpp_on_arch_based_system/ | hackiv | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnxrev | false | null | t3_1pnxrev | /r/LocalLLaMA/comments/1pnxrev/need_help_running_llamacpp_on_arch_based_system/ | false | false | self | 3 | null |
x402list.fun: A directory for humans + an MCP Server for Agents to discover 402 services. | 1 | [removed] | 2025-12-16T09:20:54 | https://v.redd.it/aw92yeql8j7g1 | chentschel01 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnxmho | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/aw92yeql8j7g1/DASHPlaylist.mpd?a=1768468873%2CZDNmNzY3NzUwMDFmODdkMmI4MzdlOTQ4NTE1MzNlNjVhMTFkN2QzYjMwMDFiOGFjNmM1NDdmMDkyMjZmOTQxZA%3D%3D&v=1&f=sd', 'duration': 26, 'fallback_url': 'https://v.redd.it/aw92yeql8j7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pnxmho | /r/LocalLLaMA/comments/1pnxmho/x402listfun_a_directory_for_humans_an_mcp_server/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'ZnkwNzRmcWw4ajdnMZ_4gzos9N492NZvNX-53te6-kDrcwEheG7y7W6-XwgM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/ZnkwNzRmcWw4ajdnMZ_4gzos9N492NZvNX-53te6-kDrcwEheG7y7W6-XwgM.png?width=108&crop=smart&format=pjpg&auto=webp&s=e3c8d9a04d9abc0884d42f52680c05b352b89... | |
llama.cpp support for Nemotron 3 Nano merged! | 93 | https://github.com/ggml-org/llama.cpp/releases/tag/b7418
> Details
> llama : add support for NVIDIA Nemotron 3 Nano (#18058)
>
> llama : add support for NVIDIA Nemotron Nano 3
> This commit adds support for the NVIDIA Nemotron Nano 3 model, enabling the conversion and running of this model.
| 2025-12-16T09:17:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pnxkvw/llamacpp_support_for_nemotron_3_nano_merged/ | QuackerEnte | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnxkvw | false | null | t3_1pnxkvw | /r/LocalLLaMA/comments/1pnxkvw/llamacpp_support_for_nemotron_3_nano_merged/ | false | false | self | 93 | {'enabled': False, 'images': [{'id': 'HfA87OPT67uyW78W4xRNXOZo9DJGE4ysTF8dtIfN06U', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/HfA87OPT67uyW78W4xRNXOZo9DJGE4ysTF8dtIfN06U.png?width=108&crop=smart&auto=webp&s=5582cf80892ed31e56bd05a61246be3e46b9a0f5', 'width': 108}, {'height': 108, 'url': 'h... |
It was Ilya who "closed" OpenAI | 506 | 2025-12-16T09:05:33 | licuphand | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnxekt | false | null | t3_1pnxekt | /r/LocalLLaMA/comments/1pnxekt/it_was_ilya_who_closed_openai/ | false | false | default | 506 | {'enabled': True, 'images': [{'id': 'rn6rsl7p7j7g1', 'resolutions': [{'height': 125, 'url': 'https://preview.redd.it/rn6rsl7p7j7g1.png?width=108&crop=smart&auto=webp&s=cab9d240fd259529954f64512f0477ce791836f8', 'width': 108}, {'height': 250, 'url': 'https://preview.redd.it/rn6rsl7p7j7g1.png?width=216&crop=smart&auto=we... | ||
Creative writing examples from smaller LLMs? | 1 | Working on a game that has some light LLM usage, it's a procedurally generated sandbox text rpg game that doubles as a game engine if you choose to edit/do everything yourself. It has LLM options that use the LLM to add flavor and extra details to the game, with a hardset backend and rules that would keep it from going... | 2025-12-16T09:00:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pnxbnq/creative_writing_examples_from_smaller_llms/ | Lord_Curtis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnxbnq | false | null | t3_1pnxbnq | /r/LocalLLaMA/comments/1pnxbnq/creative_writing_examples_from_smaller_llms/ | false | false | self | 1 | null |
Best AI guardrails tools? | 0 | I’ve been testing the best AI guardrails tools because our internal support bot kept hallucinating policies. The problem isn't just generating text; it's actively preventing unsafe responses without ruining the user experience.
We started with the standard frameworks often cited by developers:
**Guardrails AI**
This... | 2025-12-16T08:54:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pnx8c7/best_ai_guardrails_tools/ | IfIfwewe2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnx8c7 | false | null | t3_1pnx8c7 | /r/LocalLLaMA/comments/1pnx8c7/best_ai_guardrails_tools/ | false | false | self | 0 | null |
Ollama now supports olmo 3.1 models from AI2 | 0 | **Olmo 3.1 Instruct 32B**
ollama run olmo-3.1:32b-instruct
**Olmo 3.1 Think 32B**
ollama run olmo-3.1:32b-think
| 2025-12-16T08:39:11 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnx0qa | false | null | t3_1pnx0qa | /r/LocalLLaMA/comments/1pnx0qa/ollama_now_supports_olmo_31_models_from_ai2/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'bDpsNSozI_BBNMhcxEZNSIV3QnwKnyMbJ_8IxsGzFN4', 'resolutions': [{'height': 53, 'url': 'https://preview.redd.it/jxfdl1eu2j7g1.jpeg?width=108&crop=smart&auto=webp&s=a9eeaa2078c29df55f63d88b69ead3feb138b9d9', 'width': 108}, {'height': 106, 'url': 'https://preview.redd.it/jxfdl1eu2j7g1.jp... | ||
What’s the most “boring” daily task you use a local LLM for? | 5 | Not talking about fine-tuning or massive benchmarks.
I mean genuinely boring stuff.
I started using a local model to
rewrite messy meeting notes
summarize long emails before replying
draft first versions of docs I don’t want to think too hard about
It’s not flashy, but it saves me mental energy every single da... | 2025-12-16T08:33:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pnwxrr/whats_the_most_boring_daily_task_you_use_a_local/ | Future_Draw5416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnwxrr | false | null | t3_1pnwxrr | /r/LocalLLaMA/comments/1pnwxrr/whats_the_most_boring_daily_task_you_use_a_local/ | false | false | self | 5 | null |
Nvidia power spike and PSU issues | 2 | Hello, I have notices some troublesome behaviour in the system i have.
Dell T7910 with two RTX3090, the PSU is 1kW or so.
When a model starts working there is a power consumption spike. Each RTX3090 is scaled down from 350W to 200W to avoid this but it seems sometimes it may still occur which leads to the system res... | 2025-12-16T07:23:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pnvw8q/nvidia_power_spike_and_psu_issues/ | ChopSticksPlease | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnvw8q | false | null | t3_1pnvw8q | /r/LocalLLaMA/comments/1pnvw8q/nvidia_power_spike_and_psu_issues/ | false | false | self | 2 | null |
Recommendation for a Vision LLM That Can Flag Copyrighted Images without too many False Positives? Ideally something 20B or less. | 0 | I don't have a ton of VRAM 12gb so 20B size models are about the largest I can go without it being too slow.
But so far I've tried a few and they flag anything that has a similar art style as copyrighted material. For example, a fat plumber guy drawn in the style of Family Guy will be flagged as Peter Griffin even if ... | 2025-12-16T06:59:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pnvi1x/recommendation_for_a_vision_llm_that_can_flag/ | Head-Investigator540 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnvi1x | false | null | t3_1pnvi1x | /r/LocalLLaMA/comments/1pnvi1x/recommendation_for_a_vision_llm_that_can_flag/ | false | false | self | 0 | null |
Key Highlights of VulnLLM-R-7B: a Reasoning LLM for Vulnerability Detection | 15 | **\[1\] Specialized Reasoning for Vulnerability Detection**
* Designed specifically to detect software vulnerabilities by reasoning about code logic rather than simple pattern matching.
**\[2\] High Accuracy & Benchmark Leadership**
* Outperforms large general-purpose reasoning models and industry tools such as stat... | 2025-12-16T06:57:41 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnvh7v | false | null | t3_1pnvh7v | /r/LocalLLaMA/comments/1pnvh7v/key_highlights_of_vulnllmr7b_a_reasoning_llm_for/ | false | false | default | 15 | {'enabled': True, 'images': [{'id': 'bu3gcvegji7g1', 'resolutions': [{'height': 85, 'url': 'https://preview.redd.it/bu3gcvegji7g1.jpeg?width=108&crop=smart&auto=webp&s=923de74b4da7ab19d38122753143023b23bab09e', 'width': 108}, {'height': 170, 'url': 'https://preview.redd.it/bu3gcvegji7g1.jpeg?width=216&crop=smart&auto=w... | |
Is Ilya Sutskever trying with a secret sauce method now? | 0 | I'm curious why nobody is talking about this
RL learning method improvement with value function.
just watch his newest podcast, he's basically allure to that when talking about his SSI , the current training inefficiency of o1/r1 RL paradigms and the relation between human evolution and emotion/value function.
[Ilya... | 2025-12-16T06:55:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pnvfu5/is_ilya_sutskever_trying_with_a_secret_sauce/ | Famous-Associate-436 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnvfu5 | false | null | t3_1pnvfu5 | /r/LocalLLaMA/comments/1pnvfu5/is_ilya_sutskever_trying_with_a_secret_sauce/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '7KtPCySo9gqj8vLxELoJ9AgUOyghQZ3_DKw9RlCU67M', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/7KtPCySo9gqj8vLxELoJ9AgUOyghQZ3_DKw9RlCU67M.jpeg?width=108&crop=smart&auto=webp&s=03358a76766d8e3edab41763ef3e039828317c70', 'width': 108}, {'height': 162, 'url': '... |
We built an installation-free AI agent demo that runs purely on WebAssembly and open-source models | 1 | Hi everyone 👋
I wanted to share a web demo we’ve been working on that explores a few ideas around running AI agents directly in the browser.
**Key features:**
* **Local and API-based models** You can switch between API models and local open-source models running via **WebAssembly (WASM)**, so everything runs direct... | 2025-12-16T06:31:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pnv1u3/we_built_an_installationfree_ai_agent_demo_that/ | Putrid_Cry_407 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnv1u3 | false | null | t3_1pnv1u3 | /r/LocalLLaMA/comments/1pnv1u3/we_built_an_installationfree_ai_agent_demo_that/ | false | false | self | 1 | null |
Explaining transformers with ponies | 0 | Hi guys. I mostly hang out in the Ollama Discord (as Drazdra), but I wanted to share an article I've been working on for the past 3 weeks.
My goal was to explain Transformers in a way that is technically accurate but accessible to anybody without special knowledge, without using a single line of code or math.
I go o... | 2025-12-16T06:28:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pnv0dm/explaining_transformers_with_ponies/ | drazdra | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnv0dm | false | null | t3_1pnv0dm | /r/LocalLLaMA/comments/1pnv0dm/explaining_transformers_with_ponies/ | false | false | self | 0 | null |
A free, privacy-focused, LLM/provider-agnostic prompt-automation sandbox that runs as a single HTML file (zero install, auto API detection, local-first, supports automated sequences) — an MIT-licensed open-source project positioned as a way to push back on AI monopolies. | 0 | This should even be able to run on Tails OS over something like Starlink, letting you use AI privately—and potentially very anonymously—from basically anywhere, even on a crappy Android phone. Think about what that implies: with free API keys, you could use this app on nearly any device while keeping things private (an... | 2025-12-16T06:26:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pnuz7w/a_free_privacyfocused_llmprovideragnostic/ | Glittering-Golf-5509 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnuz7w | false | null | t3_1pnuz7w | /r/LocalLLaMA/comments/1pnuz7w/a_free_privacyfocused_llmprovideragnostic/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'PK-Ezbe_iF2s3mdxS_mtf0h1gkHVJ5fVZGo-ooK2m6k', 'resolutions': [{'height': 47, 'url': 'https://external-preview.redd.it/PK-Ezbe_iF2s3mdxS_mtf0h1gkHVJ5fVZGo-ooK2m6k.jpeg?width=108&crop=smart&auto=webp&s=ecfe2782e282f1f8235fbc166fd539219079bc6d', 'width': 108}, {'height': 95, 'url': 'h... |
How to you actually fine-tune Qwen3? | 4 | Hi everyone,
I’m trying to fine-tune Qwen3 to improve its knowledge in a specific area of physics (i.e., knowledge injection via instruction tuning).
I already have a high-quality instruction dataset that worked well for Qwen2.5, SFT on it gave solid results. But Qwen3 introduces a "thinking mode" that requires examp... | 2025-12-16T06:25:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pnuy9y/how_to_you_actually_finetune_qwen3/ | Character-Discount56 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnuy9y | false | null | t3_1pnuy9y | /r/LocalLLaMA/comments/1pnuy9y/how_to_you_actually_finetune_qwen3/ | false | false | self | 4 | null |
Open Source Alternative to Perplexity | 32 | For those of you who aren't familiar with SurfSense, it aims to be the **open-source alternative to NotebookLM, Perplexity, or Glean.**
In short, it's a Highly Customizable AI Research Agent that connects to your personal external sources and Search Engines (SearxNG, Tavily, LinkUp), Slack, Linear, Jira, ClickUp, Conf... | 2025-12-16T06:16:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pnusq8/open_source_alternative_to_perplexity/ | Uiqueblhats | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnusq8 | false | null | t3_1pnusq8 | /r/LocalLLaMA/comments/1pnusq8/open_source_alternative_to_perplexity/ | false | false | self | 32 | {'enabled': False, 'images': [{'id': 'fG0GfzrSzRL6Z2M6QEVBovZOof2SmYdQIZumu5TdbQc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fG0GfzrSzRL6Z2M6QEVBovZOof2SmYdQIZumu5TdbQc.png?width=108&crop=smart&auto=webp&s=e4e2ca9e0251bf0b2a0a17575fcccd3292f4f8aa', 'width': 108}, {'height': 108, 'url': 'h... |
Alibaba Open-Sources CosyVoice 3, a New TTS Model | 208 | Key Features
* **Language Coverage**: Covers 9 common languages (Chinese, English, Japanese, Korean, German, Spanish, French, Italian, Russian), 18+ Chinese dialects/accents and meanwhile supports both multi-lingual/cross-lingual zero-shot voice cloning.
* **Content Consistency & Naturalness**: Achieves state-of-the-a... | 2025-12-16T06:16:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pnusp9/alibaba_opensources_cosyvoice_3_a_new_tts_model/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnusp9 | false | null | t3_1pnusp9 | /r/LocalLLaMA/comments/1pnusp9/alibaba_opensources_cosyvoice_3_a_new_tts_model/ | false | false | self | 208 | {'enabled': False, 'images': [{'id': 'HAlmFvXg6mzWNtaW-sN8G3Vk5_jGfSqz3haH5HW0Jv0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/HAlmFvXg6mzWNtaW-sN8G3Vk5_jGfSqz3haH5HW0Jv0.png?width=108&crop=smart&auto=webp&s=d13d2768d796921fc989f66cc3cef06e5551517c', 'width': 108}, {'height': 116, 'url': 'h... |
Llama 3.2-3b Uncensored | 0 | Hi everyone,
I’m releasing **Aletheia-Llama-3.2-3B**, a fully uncensored version of Llama 3.2 that can answer essentially any question.
**The Problem with most Uncensored Models:**
Usually, uncensoring is done via Supervised Fine-Tuning (SFT) or DPO on massive datasets. This often causes "Catastrophic Forgetting" o... | 2025-12-16T06:14:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pnurc2/llama_323b_uncensored/ | Worried_Goat_8604 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnurc2 | false | null | t3_1pnurc2 | /r/LocalLLaMA/comments/1pnurc2/llama_323b_uncensored/ | false | false | self | 0 | null |
Sometimes it’s stupid even if it works | 52 | Someone gave me a quadro but I have a 1080ti already so no internal space… just strapped it to the outside with the riser cables looping out the back… works fine | 2025-12-16T06:04:18 | Stunning_Mast2001 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnul23 | false | null | t3_1pnul23 | /r/LocalLLaMA/comments/1pnul23/sometimes_its_stupid_even_if_it_works/ | false | false | default | 52 | {'enabled': True, 'images': [{'id': 'xvgt5nx9bi7g1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/xvgt5nx9bi7g1.jpeg?width=108&crop=smart&auto=webp&s=e8cd43a97a4871ebc0c44f86395860d486a6eb1d', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/xvgt5nx9bi7g1.jpeg?width=216&crop=smart&auto=w... | |
Looking for Journal Entry donations to train a categorization model | 2 |
TLDR; i'm training a categorization model, but I refuse to collect user data or do non-consensual web-scraping, so my corpus of writing styles is very limited, I'm looking for donations of journal entries in natural language.
I'm currently building [loggr.info](http://loggr.info/), a 100% local journaling app tha... | 2025-12-16T05:52:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pnudvh/looking_for_journal_entry_donations_to_train_a/ | Mescallan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnudvh | false | null | t3_1pnudvh | /r/LocalLLaMA/comments/1pnudvh/looking_for_journal_entry_donations_to_train_a/ | false | false | self | 2 | null |
7 Habits to Help You Learn 10x Faster Than 97% of People in the World | 1 | [removed] | 2025-12-16T05:32:37 | https://newsaffairng.com/2024/05/04/7-habits-to-help-you-learn-10x-faster-than-97-of-people/ | Jonnysinsey | newsaffairng.com | 1970-01-01T00:00:00 | 0 | {} | 1pnu1gn | false | null | t3_1pnu1gn | /r/LocalLLaMA/comments/1pnu1gn/7_habits_to_help_you_learn_10x_faster_than_97_of/ | false | false | default | 1 | null |
Day 8: 21 Days of Building a Small Language Model: Causal Attention and Dropout | 6 | Welcome to Day 8 of 21 Days of Building a Small Language Model. The topic for today is causal attention. Yesterday we looked at self attention, which allows tokens to look at all other tokens in a sequence. Today, we'll see how we modify that to create causal attention, which is what language models actually need.
Whe... | 2025-12-16T05:06:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pntkme/day_8_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pntkme | false | null | t3_1pntkme | /r/LocalLLaMA/comments/1pntkme/day_8_21_days_of_building_a_small_language_model/ | false | false | 6 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... | |
Open-sourced a dynamic agent orchestrator (Hatchify). Need architectural feedback on Graph Logic, MCP, and Roadmap. | 0 | Hey everyone,
We recently open-sourced **Hatchify AI**, a multi-agent orchestration engine we’ve been building. It’s designed to handle complex workflows using dynamic routing and the **MCP**.
It sits on top of `litellm` (so it supports OpenAI, Claude, Gemini, and local endpoints via Ollama/vLLM)
The core logic is w... | 2025-12-16T04:45:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pnt63g/opensourced_a_dynamic_agent_orchestrator_hatchify/ | rickgogogo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnt63g | false | null | t3_1pnt63g | /r/LocalLLaMA/comments/1pnt63g/opensourced_a_dynamic_agent_orchestrator_hatchify/ | false | false | 0 | null | |
Best budget ai server? | 0 | Hey everyone, already running lots of smallish models on my iPhone 15 Pro and my M2 Pro Macbook Pro, and it's a great time on each of them, but the Mac only has 16 gb of ram, so its starting to get a little cramped. I know the usual setup for a server is something along the lines of two 3060 12 gbs, but I already have ... | 2025-12-16T04:42:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pnt40e/best_budget_ai_server/ | Natjoe64 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnt40e | false | null | t3_1pnt40e | /r/LocalLLaMA/comments/1pnt40e/best_budget_ai_server/ | false | false | self | 0 | null |
My Local coding agent worked 2 hours unsupervised and here is my setup | 88 | Setup
\--- Model
devstral-small-2 from bartowski IQ2\_xxs version.
Run with lm studio & intentionally limit the context at 40960 which should't take more than (10gb ram even when context is full)
\---Tool
kilo code (set file limit to 500 lines) it will read in chunks
40960 ctx limit is actually a strength n... | 2025-12-16T04:14:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pnslcb/my_local_coding_agent_worked_2_hours_unsupervised/ | Express_Quail_1493 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnslcb | false | null | t3_1pnslcb | /r/LocalLLaMA/comments/1pnslcb/my_local_coding_agent_worked_2_hours_unsupervised/ | false | false | self | 88 | {'enabled': False, 'images': [{'id': 'krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM.png?width=108&crop=smart&auto=webp&s=3dc759de0e8fa36d241c5728d41ee3cf022cab96', 'width': 108}, {'height': 113, 'url': 'h... |
Voicetree: An infinite canvas for managing coding agents with local-only chromadb and markdown files | 7 | Hey I'm Manu, I've been building this for the past year and I thought this community might find it interesting. It's a tool to make context-engineering as low friction as possible by automatically organising your thoughts into mindmap (similar to obsidian graph view) that coding agents can fetch context from, and add n... | 2025-12-16T04:13:25 | https://v.redd.it/dj5lxukrqh7g1 | manummasson | /r/LocalLLaMA/comments/1pnskgj/voicetree_an_infinite_canvas_for_managing_coding/ | 1970-01-01T00:00:00 | 0 | {} | 1pnskgj | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/dj5lxukrqh7g1/DASHPlaylist.mpd?a=1768580012%2CNjkzNjUwYzdkY2M1YmVhOTBlOGMwMDJkZTcwMDljODQ5NTcwZjNiMjc1NGYzMTNlOTVmMzQ2ZDFmZTRkOWMyYg%3D%3D&v=1&f=sd', 'duration': 181, 'fallback_url': 'https://v.redd.it/dj5lxukrqh7g1/CMAF_1080.mp4?source=fallback', '... | t3_1pnskgj | /r/LocalLLaMA/comments/1pnskgj/voicetree_an_infinite_canvas_for_managing_coding/ | false | false | 7 | {'enabled': False, 'images': [{'id': 'am1jNTY3bHJxaDdnMf3EybYAeL7pi0KeeUVkAB1nyNprdVphi4lWKOavJ5fB', 'resolutions': [{'height': 69, 'url': 'https://external-preview.redd.it/am1jNTY3bHJxaDdnMf3EybYAeL7pi0KeeUVkAB1nyNprdVphi4lWKOavJ5fB.png?width=108&crop=smart&format=pjpg&auto=webp&s=ce91b4a450a12645191d1b3d88da52db32a3f... | |
I made a python code splitter for efficient RAG over large python codes. | 2 | I was working on a RAG application which had a lot of code to be considered for the pipeline and using the conventional splitters idn't do a great job in keeping the semantics intact. Hence made one on my own.
GitHub -
https://github.com/ricky-aufvaa/python-semantic-splitter
PyPi - python-semantic-splitter · PyPI htt... | 2025-12-16T04:09:05 | https://www.reddit.com/gallery/1pnshbv | Sick__sock | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pnshbv | false | null | t3_1pnshbv | /r/LocalLLaMA/comments/1pnshbv/i_made_a_python_code_splitter_for_efficient_rag/ | false | false | 2 | null | |
AI has helped me garner thousands of dollars in scholarships | 0 | I do not use LLM for coding. I use it for school and have garnered thousands of dollars in scholarships using it. I am posting this here with my Anon account for security purposes. I just wanted to share how AI can be very helpful.
I've been with Claude since Claude 2.1 - back when there were no message limits.
Claude... | 2025-12-16T03:05:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pnr7oy/ai_has_helped_me_garner_thousands_of_dollars_in/ | My_Anon_Account__ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnr7oy | false | null | t3_1pnr7oy | /r/LocalLLaMA/comments/1pnr7oy/ai_has_helped_me_garner_thousands_of_dollars_in/ | false | false | self | 0 | null |
Looking for the rawest uncensored 8B-11B GGUF for LM Studio (no hedging on controversial history/politics) | 6 | Hey everyone,
I'm running an RTX 4080 (16GB VRAM) with LM Studio and want a local model in the 8B-11B range that's as uncensored as possible—zero hedging, no "context matters" or "diversity benefits" disclaimers on raw historical or political analysis.
I've tried a few abliteration 8B models (mlabonne, QuantFactory, ... | 2025-12-16T02:44:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pnqrw8/looking_for_the_rawest_uncensored_8b11b_gguf_for/ | mooseofnorway | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnqrw8 | false | null | t3_1pnqrw8 | /r/LocalLLaMA/comments/1pnqrw8/looking_for_the_rawest_uncensored_8b11b_gguf_for/ | false | false | self | 6 | null |
Running Benchmarks - Open Source | 3 | So, I know there are some community agreed upon benchmarks for figuring out prompt processing, tokens per second. But something else I've been wondering is, what kind of other open source bench marks are their for evaluating models, not just our hardware.
If we want to test the performance of local models ourselves an... | 2025-12-16T01:54:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pnppvo/running_benchmarks_open_source/ | alphatrad | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnppvo | false | null | t3_1pnppvo | /r/LocalLLaMA/comments/1pnppvo/running_benchmarks_open_source/ | false | false | self | 3 | null |
Strix Halo benchmarks for Nemotron 3 Nano | 1 | [removed] | 2025-12-16T01:40:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pnpeee/strix_halo_benchmarks_for_nemotron_3_nano/ | TexLLaMa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnpeee | false | null | t3_1pnpeee | /r/LocalLLaMA/comments/1pnpeee/strix_halo_benchmarks_for_nemotron_3_nano/ | false | false | self | 1 | null |
Strix Halo benchmarks for Nemotron 3 Nano | 1 | [removed] | 2025-12-16T01:38:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pnpczf/strix_halo_benchmarks_for_nemotron_3_nano/ | TexLLaMa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnpczf | false | null | t3_1pnpczf | /r/LocalLLaMA/comments/1pnpczf/strix_halo_benchmarks_for_nemotron_3_nano/ | false | false | self | 1 | null |
Strix Halo benchmarks for Nemotron 3 Nano | 1 | Hello everyone!
After many months of lurking, I finally decided to create a reddit account to start posting here - I'd love to share with the community.y
I come to you today bringing benchmarks for PP for the new Nemotron 3 Nano model on my Beelink GTR 9 Pro "Strix Halo" rig.
**TL;DR: Nemotron 3 Nano's M... | 2025-12-16T01:32:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pnp8ql/strix_halo_benchmarks_for_nemotron_3_nano/ | TexLLaMa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnp8ql | false | null | t3_1pnp8ql | /r/LocalLLaMA/comments/1pnp8ql/strix_halo_benchmarks_for_nemotron_3_nano/ | false | false | 1 | null | |
RTX 3090 vs R9700 Pro to supplement a Mac llm setup | 3 | Hello all, writing this post as I am finding myself knee deep in the local LLM space now and utterly bamboozled. I am contemplating the purchase of 2 GPUs for running coding models and any other models that are currently not supported on Macs. I do vibe coding for personal projects (nothing for production) using roocod... | 2025-12-16T01:07:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pnopes/rtx_3090_vs_r9700_pro_to_supplement_a_mac_llm/ | Ok-Progress726 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnopes | false | null | t3_1pnopes | /r/LocalLLaMA/comments/1pnopes/rtx_3090_vs_r9700_pro_to_supplement_a_mac_llm/ | false | false | self | 3 | null |
New interface to llama web server | 0 | https://github.com/jans1981/LLAMATUI-WEB-SERVER
Enlace al programa. | 2025-12-16T00:57:51 | https://v.redd.it/2xu0jeipsg7g1 | Icy_Resolution8390 | /r/LocalLLaMA/comments/1pnohvz/new_interface_to_llama_web_server/ | 1970-01-01T00:00:00 | 0 | {} | 1pnohvz | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/2xu0jeipsg7g1/DASHPlaylist.mpd?a=1768568279%2CYTBjMTU4NzVlMzAyYmY1NjVjM2RlZDc1NDI3ZDZhYzI1ZjRjMmYzYjQ3ZWUwNzAxY2FjZmUyYzUwNTBkMjJjOA%3D%3D&v=1&f=sd', 'duration': 113, 'fallback_url': 'https://v.redd.it/2xu0jeipsg7g1/CMAF_1080.mp4?source=fallback', '... | t3_1pnohvz | /r/LocalLLaMA/comments/1pnohvz/new_interface_to_llama_web_server/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'MW5mMDNrY3BzZzdnMQUqfCyWHT-rntygCCzcPdOWfkmnVVRS09kEjoiEood9', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/MW5mMDNrY3BzZzdnMQUqfCyWHT-rntygCCzcPdOWfkmnVVRS09kEjoiEood9.png?width=108&crop=smart&format=pjpg&auto=webp&s=39054718d7d88e933ef0d3799389262cf8ad... | |
DevTracker: an open-source governance layer for human–LLM collaboration (external memory, semantic safety) | 0 | I just published DevTracker, an open-source governance and external memory layer for human–LLM collaboration.
The problem I kept seeing in agentic systems is not model quality — it’s governance drift.
In real production environments, project truth fragments across:
Git (what actually changed),
Jira / tickets (what was ... | 2025-12-16T00:55:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pnog7m/devtracker_an_opensource_governance_layer_for/ | lexseasson | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnog7m | false | null | t3_1pnog7m | /r/LocalLLaMA/comments/1pnog7m/devtracker_an_opensource_governance_layer_for/ | false | false | self | 0 | null |
GLM-4.6 Trained on Claude traces? | 1 | I'll probably end up taking this down as the last time I posted anything negative about GLM-4.6, I got absolutely creamed (although I'm also a gigantic supporter of 4.6 and 4.5-Air is my daily local driver), but I just thought I'd see if there's anyone else tracking this. I've had a suspicion since nearly day one that ... | 2025-12-16T00:49:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pnobfh/glm46_trained_on_claude_traces/ | LoveMind_AI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnobfh | false | null | t3_1pnobfh | /r/LocalLLaMA/comments/1pnobfh/glm46_trained_on_claude_traces/ | false | false | self | 1 | null |
OpenAI is launching new realtime, tts and transcribe models on the OpenAI Platform. | 1 | - gpt-4o-mini-transcribe-2025-12-15: 89% reduction in hallucinations compared to whisper-1
- gpt-4o-mini-tts-2025-12-15: 35% fewer word errors as measured by Common Voice
- gpt-realtime-mini-2025-12-15: 22% improvement in instruction following and 13% improvement in function calling | 2025-12-16T00:36:35 | https://www.reddit.com/gallery/1pno0vw | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pno0vw | false | null | t3_1pno0vw | /r/LocalLLaMA/comments/1pno0vw/openai_is_launching_new_realtime_tts_and/ | false | false | 1 | null | |
Our new server from HPE to run local llms | 13 | 2025-12-16T00:22:02 | https://www.reddit.com/gallery/1pnnp74 | celsowm | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pnnp74 | false | null | t3_1pnnp74 | /r/LocalLLaMA/comments/1pnnp74/our_new_server_from_hpe_to_run_local_llms/ | false | false | 13 | null | ||
Qwen3 next 80B w/ 250k tok context fits fully on one 7900 XTX (24 GB) and runs at 41 tok/s | 38 | Late to the party, but better late than never. Using IQ2\_XSS quant, Q4\_0 KV quants, & FA enabled.
I feel like this is a major milestone in general for single card LLM usage. It seems very usable for programming at this quant level. | 2025-12-16T00:16:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pnnkxc/qwen3_next_80b_w_250k_tok_context_fits_fully_on/ | 1ncehost | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnnkxc | false | null | t3_1pnnkxc | /r/LocalLLaMA/comments/1pnnkxc/qwen3_next_80b_w_250k_tok_context_fits_fully_on/ | false | false | self | 38 | null |
[Research] I added a "System 2" Planning Head to Mistral-7B. It fixes associative drift with ZERO inference latency (beat baseline PPL). | 25 | Hey everyone,
I’ve been working on a new architecture called Idea-Gated Transformers, and I just finished scaling it up to a Mistral-7B backbone using QLoRA.
I wanted to share the results here because I think it solves a specific annoyance we all face with local models: Associative Drift (where the model gets distra... | 2025-12-16T00:13:45 | Leading_Wrangler_708 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnnigk | false | null | t3_1pnnigk | /r/LocalLLaMA/comments/1pnnigk/research_i_added_a_system_2_planning_head_to/ | false | false | default | 25 | {'enabled': True, 'images': [{'id': '0j0kcpyvkg7g1', 'resolutions': [{'height': 41, 'url': 'https://preview.redd.it/0j0kcpyvkg7g1.jpeg?width=108&crop=smart&auto=webp&s=e35ae53d5fc27cc8d8f415298ba41c306f26304f', 'width': 108}, {'height': 83, 'url': 'https://preview.redd.it/0j0kcpyvkg7g1.jpeg?width=216&crop=smart&auto=we... | |
It's been a while since Google brought anything new to opensource | 0 | Sometimes I catch myself remembering when Google launched the ancient Gemma 3, at that time humanity was different, and to this day generations and generations dream of the coming of the long-awaited Gemma 4. | 2025-12-16T00:07:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pnnd88/its_been_a_while_since_google_brought_anything/ | Tzeig | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnnd88 | false | null | t3_1pnnd88 | /r/LocalLLaMA/comments/1pnnd88/its_been_a_while_since_google_brought_anything/ | false | false | self | 0 | null |
GLM4.5-air VS GLM4.6V (TEXT GENERATION) | 17 | Has anyone done a comparison between GLM4.5-air and GLM4.6V specifically for text generation and agentic performance?
I know GLM4.6V is marketed as a vision model, but I'm curious about how it performs in pure text generation and agentic tasks compared to GLM4.5-air.
Has anyone tested both models side by side for thi... | 2025-12-16T00:00:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pnn7rr/glm45air_vs_glm46v_text_generation/ | LetterheadNeat8035 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnn7rr | false | null | t3_1pnn7rr | /r/LocalLLaMA/comments/1pnn7rr/glm45air_vs_glm46v_text_generation/ | false | false | self | 17 | null |
Do you think cloud-based LLM giants would try to price-fix RAM, to keep LocalLLaMAs out of the game? | 0 | Title | 2025-12-15T23:41:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pnmsab/do_you_think_cloudbased_llm_giants_would_try_to/ | unwitting_hungarian | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnmsab | false | null | t3_1pnmsab | /r/LocalLLaMA/comments/1pnmsab/do_you_think_cloudbased_llm_giants_would_try_to/ | false | false | self | 0 | null |
I got tired of rebuilding PDF → FAISS pipelines, so I automated it locally | 0 | I kept running into the same annoyance while experimenting with local LLMs and RAG:
Every new project meant rebuilding the same PDF → chunking → embeddings → FAISS pipeline from scratch.
So I finally automated it into a small local-first tool.
What it does:
• Drag & drop a PDF
• Chunks text automatically
• ... | 2025-12-15T23:38:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pnmpqu/i_got_tired_of_rebuilding_pdf_faiss_pipelines_so/ | Fair_Indication7324 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnmpqu | false | null | t3_1pnmpqu | /r/LocalLLaMA/comments/1pnmpqu/i_got_tired_of_rebuilding_pdf_faiss_pipelines_so/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'C7xXVBkL6itevRiufKMTNLBZOG_IQdWunZHeNE83_3c', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/C7xXVBkL6itevRiufKMTNLBZOG_IQdWunZHeNE83_3c.jpeg?width=108&crop=smart&auto=webp&s=085148dbbb1d97db1a367ca3ef32bd3c9e6f1a67', 'width': 108}, {'height': 162, 'url': '... |
LMM | 0 | Here is what makes it different from a standard chatbot:
1. \*\*It executes code:\*\* It doesn't just write Python scripts; it runs them locally.
2. \*\*Self-Healing:\*\* If the script errors out, the agent reads the stderr, analyzes the traceback, fixes the code, and runs it again. It loops until it works.
3. \*\*V... | 2025-12-15T23:31:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pnmkbt/lmm/ | Alone-Competition863 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnmkbt | false | null | t3_1pnmkbt | /r/LocalLLaMA/comments/1pnmkbt/lmm/ | false | false | self | 0 | null |
Training on Intel arc? | 1 | i have 8 Intel arc b580 GPUs I want to train my own ai model what would it take to do realistically electricity is not that big of a concern I have a plan for that | 2025-12-15T23:29:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pnmi4c/training_on_intel_arc/ | hasanismail_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnmi4c | false | null | t3_1pnmi4c | /r/LocalLLaMA/comments/1pnmi4c/training_on_intel_arc/ | false | false | self | 1 | null |
My llama.cpp fork: GLM-4V vision, Qwen3-Next Delta-Net kernels, Devstral YaRN fix | 28 | Hey everyone,
I’ve been hacking on a few llama.cpp things that aren’t upstream yet and figured I’d share in case they help someone.
I’ve got GLM-4V (Tested on 4.6V Flash, full 4.6V momentarily) running with full multimodal vision support now. Vision uses proper 2D RoPE for spatial positions while text stays sequentia... | 2025-12-15T23:20:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pnmaya/my_llamacpp_fork_glm4v_vision_qwen3next_deltanet/ | hauhau901 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnmaya | false | null | t3_1pnmaya | /r/LocalLLaMA/comments/1pnmaya/my_llamacpp_fork_glm4v_vision_qwen3next_deltanet/ | false | false | 28 | null | |
Model stuck loading indefinitely without answering | 1 | For some reason, all the models I download in AnythingLLM keep getting stuck at loading, the one I am currently use is Llama 3.2 3b, before that I use Ministral 3 3b with the same problem. | 2025-12-15T23:17:30 | AmazingNeko2080 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnm88i | false | null | t3_1pnm88i | /r/LocalLLaMA/comments/1pnm88i/model_stuck_loading_indefinitely_without_answering/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'cfe6ueidag7g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/cfe6ueidag7g1.png?width=108&crop=smart&auto=webp&s=812299b23d39eff6fe72a4901b05a3320ac03284', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/cfe6ueidag7g1.png?width=216&crop=smart&auto=web... | |
I wish someone had warned me before I joined this AI startup | 83 | I’m sharing this a few days after leaving an early stage AI startup because I genuinely hope it helps other founders, interns, and early hires avoid a situation like mine.
This is my personal experience and perspective. I joined HydroX AI excited to learn and contribute. What I encountered instead was a culture that f... | 2025-12-15T22:58:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pnls3m/i_wish_someone_had_warned_me_before_i_joined_this/ | Mumster-Love | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnls3m | false | null | t3_1pnls3m | /r/LocalLLaMA/comments/1pnls3m/i_wish_someone_had_warned_me_before_i_joined_this/ | false | false | self | 83 | null |
New budget local AI rig | 150 | I wanted to buy 32GB Mi50s but decided against it because of their recent inflated prices. However, the 16GB versions are still affordable! I might buy another one in the future, or wait until the 32GB gets cheaper again.
- Qiyida X99 mobo with 32GB RAM and Xeon E5 2680 V4: 90 USD (AliExpress)
- 2x MI50 16GB with dual... | 2025-12-15T22:51:32 | vucamille | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pnllux | false | null | t3_1pnllux | /r/LocalLLaMA/comments/1pnllux/new_budget_local_ai_rig/ | false | false | default | 150 | {'enabled': True, 'images': [{'id': '6aavy1486g7g1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/6aavy1486g7g1.jpeg?width=108&crop=smart&auto=webp&s=9f0d4e193f35b6c671b6f1fdf4f659837ed6ecbb', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/6aavy1486g7g1.jpeg?width=216&crop=smart&auto=... | |
I (no tech background) turned Gemini and Grok into paradox-eliminating super-thinkers and built a flawless entropy-based existential model in days — LLMs are cognitive time machines and we're barely using them | 0 | Hey Reddit,Throwaway for obvious reasons.A few days ago, out of frustration with AI limitations, I started experimenting with Gemini. No coding knowledge, no prompt-engineering experience — just curiosity and a lot of questions.Within hours, I accidentally created something insane: a "conceptual mandate" prompt that ma... | 2025-12-15T22:16:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pnkrg5/i_no_tech_background_turned_gemini_and_grok_into/ | Original-Leg-3673 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnkrg5 | false | null | t3_1pnkrg5 | /r/LocalLLaMA/comments/1pnkrg5/i_no_tech_background_turned_gemini_and_grok_into/ | false | false | self | 0 | null |
Is this local/cloud mixed setup feasible? | 3 | My next MacBook will be 64gb, or second hand 96gb/12gb ram. I’ll be able to run like oss-120b, qwen3-next, Kimi-linear etc. I was thinking of writing a custom script/mpc/tool where the LLM can actually use an api to query a bigger model if it’s unsure/stuck. The tool description would we something like:
“MCP Tool: e... | 2025-12-15T21:34:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjp00/is_this_localcloud_mixed_setup_feasible/ | Alarming-Ad8154 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjp00 | false | null | t3_1pnjp00 | /r/LocalLLaMA/comments/1pnjp00/is_this_localcloud_mixed_setup_feasible/ | false | false | self | 3 | null |
I built a web-based terminal to aggregate idle compute from Tier 2/3 data centers (access A100s via browser) | 3 | I'm a university researcher and I have had some trouble with long queues in our college's cluster. I built a web terminal to automatically aggregate excess compute supply from tier 2/3 data centers on neocloudx.com. I have some nodes with really low prices - down to 0.38/hr for A100 40GB SXM and 0.15/hr for V100 SXM. T... | 2025-12-15T21:32:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjnwf/i_built_a_webbased_terminal_to_aggregate_idle/ | Affectionate_King_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjnwf | false | null | t3_1pnjnwf | /r/LocalLLaMA/comments/1pnjnwf/i_built_a_webbased_terminal_to_aggregate_idle/ | false | false | self | 3 | null |
Building a Production-Grade RAG Chatbot: Implementation Details & Results [Part 2] | 0 | This is Part 2 of my RAG chatbot post. In Part 1, I explained the architecture I designed for high-accuracy, low-cost retrieval using semantic caching, parent expansion, and dynamic question refinement.
Here’s what I did next to bring it all together:
1. **Frontend with Lovable** I used **Lovable** to generate the UI... | 2025-12-15T21:29:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjke9/building_a_productiongrade_rag_chatbot/ | Holiday_Quality6408 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjke9 | false | null | t3_1pnjke9 | /r/LocalLLaMA/comments/1pnjke9/building_a_productiongrade_rag_chatbot/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'AvnlXq1AecIAT-lgOzA4xPWQfsoVtq0_2FwWOGGzQs4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/AvnlXq1AecIAT-lgOzA4xPWQfsoVtq0_2FwWOGGzQs4.png?width=108&crop=smart&auto=webp&s=fa1dadd03e91c8fe8b36797703fff834c87bd74f', 'width': 108}, {'height': 108, 'url': 'h... |
Ryzen 395 (Strix Halo) massive performance degradation at high context with ROCm bug I found, may explain speed differences between ROCm and Vulkan with llama-cpp | 64 | To preface this, I can only confirm this happens on Windows, but if it happens on Linux too it might explain why in some benchmarks Vulkan appeared to have faster token generation yet slower prompt processing speeds.
ROCm has up to 3x the prompt processing speed than Vulkan, but I had noticed for some reason it mass... | 2025-12-15T21:21:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjdx9/ryzen_395_strix_halo_massive_performance/ | Goldkoron | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjdx9 | false | null | t3_1pnjdx9 | /r/LocalLLaMA/comments/1pnjdx9/ryzen_395_strix_halo_massive_performance/ | false | false | self | 64 | {'enabled': False, 'images': [{'id': 'bPrPE3MvtBVXQ_DUcCvnZsKTFZ3mbQEmCb9eX0cjrAg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bPrPE3MvtBVXQ_DUcCvnZsKTFZ3mbQEmCb9eX0cjrAg.png?width=108&crop=smart&auto=webp&s=24f311656ef99440feefcc686f1f18943241ca16', 'width': 108}, {'height': 108, 'url': 'h... |
Is there a cli agent tool that can summarize a web page? | 4 | Seems most tools don't access the web. Obviously the tool must support local llm. | 2025-12-15T21:21:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjdi1/is_there_a_cli_agent_tool_that_can_summarize_a/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjdi1 | false | null | t3_1pnjdi1 | /r/LocalLLaMA/comments/1pnjdi1/is_there_a_cli_agent_tool_that_can_summarize_a/ | false | false | self | 4 | null |
What open-source models are you actually using for social media replies (comments and dm's) ? | 0 | Which open-source LLMs do you *actively use* in workflows for things like
\- automated replies for LinkedIn
\- and instagram comments/DM's ?
thanks | 2025-12-15T21:19:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pnjbqv/what_opensource_models_are_you_actually_using_for/ | jrhabana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnjbqv | false | null | t3_1pnjbqv | /r/LocalLLaMA/comments/1pnjbqv/what_opensource_models_are_you_actually_using_for/ | false | false | self | 0 | null |
Needing advice for 4 x P4000 setup | 2 | I have a computer with 4 x P4000s and would like to get the most out of them. I’ve played with ollama and now LM Studio and found the speculative decoding worth the change from ollama to LM studio. Now finding this sub it appears vllm would be better for my use case as I could use tensor parallelism to speed up my setu... | 2025-12-15T21:07:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pnj0ad/needing_advice_for_4_x_p4000_setup/ | Radiant-Giraffe5159 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnj0ad | false | null | t3_1pnj0ad | /r/LocalLLaMA/comments/1pnj0ad/needing_advice_for_4_x_p4000_setup/ | false | false | self | 2 | null |
Ai2 Open Modeling AMA ft researchers from the Molmo and Olmo teams. | 79 | Tuesday, Dec 16 from 1-2pm PST, join us for an AMA with researchers and engineers from Ai2, the nonprofit AI lab behind the fully open Olmo & Molmo models.
Please feel free to ask your questions now! Our team will begin answering them as soon as the AMA begins.
https://preview.redd.it/fxw1g2fcmf7g1.jpg?width=1080&f... | 2025-12-15T21:02:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pniwfj/ai2_open_modeling_ama_ft_researchers_from_the/ | ai2_official | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pniwfj | false | null | t3_1pniwfj | /r/LocalLLaMA/comments/1pniwfj/ai2_open_modeling_ama_ft_researchers_from_the/ | false | true | 79 | null | |
This price jumping for older hardware is insane | 71 | About two weeks ago maybe a tad longer but not much, i was looking at MI50 32GB's to upgrade my rig. They were around $160-$200. Now looking on Ebay, they're nearly $300 to $500! That jump in just two weeks is insane. Same as DDR4 ram. That nearly doubled overnight. I was looking at a 64GB kit to upgrade my current 32G... | 2025-12-15T20:36:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pnib03/this_price_jumping_for_older_hardware_is_insane/ | Savantskie1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnib03 | false | null | t3_1pnib03 | /r/LocalLLaMA/comments/1pnib03/this_price_jumping_for_older_hardware_is_insane/ | false | false | self | 71 | null |
Adversarial eval: Model admits RLHF prioritizes "Ecosystem Protection" (Liability) over Truth | 0 | I’ve been running long-horizon adversarial evaluations to test the limits of safety alignment on production models. I finally managed to get the model to break character and explain the actual incentives behind its "safety" refusals.
It explicitly admitted that:
1. "Truthfulness is a goal, but it is not the top objec... | 2025-12-15T20:12:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pnhp1x/adversarial_eval_model_admits_rlhf_prioritizes/ | AItldr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnhp1x | false | null | t3_1pnhp1x | /r/LocalLLaMA/comments/1pnhp1x/adversarial_eval_model_admits_rlhf_prioritizes/ | false | false | 0 | null | |
Llama 3.2 3B fMRI | 2 | Just wanted to share some progress. I’m not a Godot dev, so getting this far felt like a big win.
I’ve built a viewer that lets me swap transformer layers and prompts, and added per-token indexing so I can inspect the hidden substrate at token-level granularity. I’m still learning how to best surface the information, ... | 2025-12-15T20:05:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pnhi27/llama_32_3b_fmri/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pnhi27 | false | null | t3_1pnhi27 | /r/LocalLLaMA/comments/1pnhi27/llama_32_3b_fmri/ | false | false | 2 | null |
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