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How to get my Local LLM to work better with OpenCode (Ez button appreciated :) ) | 2 | TLDR: how do I get OpenCode to talk better to my local LLM (Qwen-3b-32b on Ollama)
I have a gaming rig that I don't use so today I created an Ollama and served it on my local network for my laptop to use, THEN hit that api call and man was that cool, until I realized that [OpenCode](https://www.linkedin.com/compan... | 2025-12-23T20:31:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pu4a1u/how_to_get_my_local_llm_to_work_better_with/ | elrosegod | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu4a1u | false | null | t3_1pu4a1u | /r/LocalLLaMA/comments/1pu4a1u/how_to_get_my_local_llm_to_work_better_with/ | false | false | self | 2 | null |
New Project | 0 |
🔗 [https://github.com/Januka19/whisper-local-transcriber](https://github.com/Januka19/whisper-local-transcriber?utm_source=chatgpt.com) | 2025-12-23T20:30:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pu494f/new_project/ | Januka208338475 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu494f | false | null | t3_1pu494f | /r/LocalLLaMA/comments/1pu494f/new_project/ | false | false | self | 0 | null |
Teaching AI Agents Like Students (Blog + Open source tool) | 2 | **TL;DR:**
Vertical AI agents often struggle because domain knowledge is tacit and hard to encode via static system prompts or raw document retrieval.
What if we instead treat agents like students: human experts teach them through iterative, interactive chats, while the agent distills rules, definitions, and heuris... | 2025-12-23T20:25:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pu452k/teaching_ai_agents_like_students_blog_open_source/ | Unable-Living-3506 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu452k | false | null | t3_1pu452k | /r/LocalLLaMA/comments/1pu452k/teaching_ai_agents_like_students_blog_open_source/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'rj9-Mk1U12zh84O9uzwKOH6-ZjoDbBS1Ab3AQBy4ILI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rj9-Mk1U12zh84O9uzwKOH6-ZjoDbBS1Ab3AQBy4ILI.png?width=108&crop=smart&auto=webp&s=e7e53c9c4156b3d32b541d78a2a3dabbf42ce974', 'width': 108}, {'height': 108, 'url': 'h... |
🤯Weird - India’s Top AI Talent Celebrating New Year Together 🎉 | 0 | If you’re in India 🇮🇳, and don’t want to miss the craziest AI nerds party of the year then do check this:
https://www.linkedin.com/posts/india-top-1\\\_newyear-ai-talent-activity-7407772844677427200-SYsF | 2025-12-23T20:25:11 | Ambitious-End1261 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pu450p | false | null | t3_1pu450p | /r/LocalLLaMA/comments/1pu450p/weird_indias_top_ai_talent_celebrating_new_year/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '8c2rb4qej09g1', 'resolutions': [{'height': 162, 'url': 'https://preview.redd.it/8c2rb4qej09g1.jpeg?width=108&crop=smart&auto=webp&s=74d5201e9a464a7904cbd4cc253b619ae789eea8', 'width': 108}, {'height': 324, 'url': 'https://preview.redd.it/8c2rb4qej09g1.jpeg?width=216&crop=smart&auto=... | |
what personal tasks do you actually use fine-tuning for? | 2 | i have an m3 ultra with 96GB and keep reading about fine-tuning local models, but i can't figure out where it would actually help in my daily life
i already pay for Claude and it handles most complex tasks fine. i get that fine-tuning won't make a 7B model smarter, because it's more about format, style, and specific p... | 2025-12-23T20:19:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pu407g/what_personal_tasks_do_you_actually_use/ | Appropriate_Car_5599 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu407g | false | null | t3_1pu407g | /r/LocalLLaMA/comments/1pu407g/what_personal_tasks_do_you_actually_use/ | false | false | self | 2 | null |
Merry Christmas from the dual 3090 Club! Favorite llama.cpp Parameters and Model Swap | 1 | [removed] | 2025-12-23T20:16:50 | https://www.reddit.com/gallery/1pu3xuw | RedKnightRG | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pu3xuw | false | null | t3_1pu3xuw | /r/LocalLLaMA/comments/1pu3xuw/merry_christmas_from_the_dual_3090_club_favorite/ | false | false | 1 | null | |
nvidia p2p - not possible on all mobos? | 4 | I got this fine specimen (Asrock ROMED8-2T) for the 7 x PCIE 4.0 slots. I didn't realise it would be impossible to enable p2p because each slot sits behind it's own root complex?
Is there any alternative to buying yet more hardware to get around this? | 2025-12-23T20:11:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pu3t9y/nvidia_p2p_not_possible_on_all_mobos/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu3t9y | false | null | t3_1pu3t9y | /r/LocalLLaMA/comments/1pu3t9y/nvidia_p2p_not_possible_on_all_mobos/ | false | false | self | 4 | null |
Merry Christmas from the Dual 3090 Club; Llama.ccp Parameters and Favorite Model Swap | 1 | [removed] | 2025-12-23T20:10:57 | https://www.reddit.com/gallery/1pu3smx | RedKnightRG | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pu3smx | false | null | t3_1pu3smx | /r/LocalLLaMA/comments/1pu3smx/merry_christmas_from_the_dual_3090_club_llamaccp/ | false | false | 1 | null | |
Best small model for code review | 0 | Looking for folks opinions on actual usage . What’s the best 14b or less models that can do agentic code review. Think stuff like explore a codebase and point out potential bugs. I’ve been using qwen30b which is great but q4 seems a bit dumb and I’m trying to deploy on TPUs which only have 16gb vram. I’ve had luck with... | 2025-12-23T19:49:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pu39tk/best_small_model_for_code_review/ | thepetek | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu39tk | false | null | t3_1pu39tk | /r/LocalLLaMA/comments/1pu39tk/best_small_model_for_code_review/ | false | false | self | 0 | null |
WaveHelix - Would love some input on side project ive been working on | 0 | Quick Context: I am a backend engineer working mostly on spring microservices and the like so I am very out of my depth in ML research. Ive played around with training local models and building some toy transformers but if im being honest that is the extent of my ML "background"
Now ive been experimenting with a few d... | 2025-12-23T19:39:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pu30gr/wavehelix_would_love_some_input_on_side_project/ | CelebrationMinimum50 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu30gr | false | null | t3_1pu30gr | /r/LocalLLaMA/comments/1pu30gr/wavehelix_would_love_some_input_on_side_project/ | false | false | self | 0 | null |
New Update - Mistral Vibe v1.3.0 | 99 | A new [**Vibe**](https://github.com/mistralai/mistral-vibe) update is here! We’re keeping the momentum going by including [Agent Skills](https://agentskills.io/home) in this latest Vibe update. Agent Skills are **collections of instructions, scripts, and resources that agents can discover and use to perform tasks** mor... | 2025-12-23T19:10:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pu2bwy/new_update_mistral_vibe_v130/ | Nefhis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu2bwy | false | null | t3_1pu2bwy | /r/LocalLLaMA/comments/1pu2bwy/new_update_mistral_vibe_v130/ | false | false | self | 99 | {'enabled': False, 'images': [{'id': 'soghN5GoZXbAPaCVmdJcR4K35i8G8Kd15dtBZXruNdI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/soghN5GoZXbAPaCVmdJcR4K35i8G8Kd15dtBZXruNdI.png?width=108&crop=smart&auto=webp&s=3893f6dfd40e153f2c68b4fc57d9784f65f8890a', 'width': 108}, {'height': 108, 'url': 'h... |
Releasing NegotiateBench: a benchmark where models negotiate against each other | 6 | The goal is to identify which LLMs perform best in environments where no correct solution can be known in advance (ex: during training time).
Code: https://github.com/Mihaiii/NegotiateBench
Huggingface Space: https://mihaiii-negotiatebench.hf.space/ | 2025-12-23T19:09:25 | https://mihaiii-negotiatebench.hf.space | Either-Job-341 | mihaiii-negotiatebench.hf.space | 1970-01-01T00:00:00 | 0 | {} | 1pu2ajz | false | null | t3_1pu2ajz | /r/LocalLLaMA/comments/1pu2ajz/releasing_negotiatebench_a_benchmark_where_models/ | false | false | default | 6 | null |
Ollama not outputing for Qwen3 80B Next Instruct, but works for Thinking model | 1 | I have a weird issue where Ollama does not give me any output for Gwen3 Next 80B Instruct though it gives me token results. I see the same thing running in terminal. When I pull up the log I don't see anything useful. Anyone come accross something like this? Everythign is on the latest version.
https://preview.red... | 2025-12-23T18:57:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pu1zvx/ollama_not_outputing_for_qwen3_80b_next_instruct/ | vulcan4d | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu1zvx | false | null | t3_1pu1zvx | /r/LocalLLaMA/comments/1pu1zvx/ollama_not_outputing_for_qwen3_80b_next_instruct/ | false | false | 1 | null | |
Whats the best open weight model for orchestration? | 0 | Hey everyone,
I’m exploring AI orchestration systems and I’m curious about what the community would use.
What I was thinking is instead of relying on a single model for everything, I’m thinking in a multi agent system orchestrator: one central model coordinates multiple specialized agents like a developer agent, code... | 2025-12-23T18:53:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pu1whs/whats_the_best_open_weight_model_for_orchestration/ | cride20 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu1whs | false | null | t3_1pu1whs | /r/LocalLLaMA/comments/1pu1whs/whats_the_best_open_weight_model_for_orchestration/ | false | false | self | 0 | null |
Saw this on local marketplace, must be from a fellow r/LocalLLaMA here | 180 | 2025-12-23T18:51:52 | bobaburger | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pu1uq6 | false | null | t3_1pu1uq6 | /r/LocalLLaMA/comments/1pu1uq6/saw_this_on_local_marketplace_must_be_from_a/ | false | false | default | 180 | {'enabled': True, 'images': [{'id': 'rd8mxp4l209g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/rd8mxp4l209g1.png?width=108&crop=smart&auto=webp&s=e76e7a8472599b93fcb45371d68721a83934d09d', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/rd8mxp4l209g1.png?width=216&crop=smart&auto=we... | ||
Everyone’s using vectors and graphs for AI memory. We discovered Agentic Search. | 0 | When we first started building with LLMs, the gap was obvious: The models could reason well in the moment, but as soon as the repo got large or the session got long, things started to fall apart.
An agent would edit the wrong file, pull in a “similar” function instead of the exact one or slow to a crawl trying to sema... | 2025-12-23T18:16:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pu0zeb/everyones_using_vectors_and_graphs_for_ai_memory/ | Julianna_Faddy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu0zeb | false | null | t3_1pu0zeb | /r/LocalLLaMA/comments/1pu0zeb/everyones_using_vectors_and_graphs_for_ai_memory/ | false | false | self | 0 | null |
My 2x5090 training benchmarks | 4 | Wanted to share my results using the below benchmark. These seem surprisingly hard to come by, so I'm hoping others can run this and share what your results are. To limit power to the cards I ran: `sudo nvidia-smi -pl <whatever watts you want>`
Note this is a rough benchmark but from the results from the guys who mad... | 2025-12-23T18:14:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pu0xnf/my_2x5090_training_benchmarks/ | john0201 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu0xnf | false | null | t3_1pu0xnf | /r/LocalLLaMA/comments/1pu0xnf/my_2x5090_training_benchmarks/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '-5SF42qHjp5Lohol_KrdEHEqz0McSDj8b3OokB4klFY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/-5SF42qHjp5Lohol_KrdEHEqz0McSDj8b3OokB4klFY.png?width=108&crop=smart&auto=webp&s=aca96d4b99aa402c21b59293bd56f4df1ed1a607', 'width': 108}, {'height': 108, 'url': 'h... |
WaveHelix: a weight-free dynamical learner (spirals + wavebank + energy) | toy env results + request for critique / prior art | 0 | Hey so let me preface this by saying im new to the field...my background is in backend engineering with spirng microservices and the like, but I’m super interested in learnign how LLMs work and have built some minor toy transformers. Im now exploring an alternative learning setup that avoids gradient descent and instea... | 2025-12-23T18:11:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pu0uc3/wavehelix_a_weightfree_dynamical_learner_spirals/ | CelebrationMinimum50 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu0uc3 | false | null | t3_1pu0uc3 | /r/LocalLLaMA/comments/1pu0uc3/wavehelix_a_weightfree_dynamical_learner_spirals/ | false | false | self | 0 | null |
Seedance-1.5 Pro now Available for APIs (Lip Sync Test) - Will Smith Eating Spaghetti | 22 | Just released Seedance-1.5 Pro for Public APIs. This update focuses primarily on lip synchronization and facial micro-expressions. Created this video using Prompt : "Will Smith eating spaghetti." using Higgsfield
| 2025-12-23T18:04:02 | https://v.redd.it/xiw0xde4uz8g1 | Educational-Pound269 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pu0nuo | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/xiw0xde4uz8g1/DASHPlaylist.mpd?a=1769105059%2COWMwZmI5OWEwYzM0N2I0M2Q0OTE5OGM0NzA2YmViZjZjMDgwZTJjZmNlYjVmZDI4NjVkMDdlZGJiMDhmMGYwNg%3D%3D&v=1&f=sd', 'duration': 12, 'fallback_url': 'https://v.redd.it/xiw0xde4uz8g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1pu0nuo | /r/LocalLLaMA/comments/1pu0nuo/seedance15_pro_now_available_for_apis_lip_sync/ | false | false | 22 | {'enabled': False, 'images': [{'id': 'Z290OXhnZjR1ejhnMXoNBk7Z2yIFZ7Ejh3Sd6n-6-3FCCF2620soOqLbMyFd', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/Z290OXhnZjR1ejhnMXoNBk7Z2yIFZ7Ejh3Sd6n-6-3FCCF2620soOqLbMyFd.png?width=108&crop=smart&format=pjpg&auto=webp&s=aaaa56f7bc6449414f899ec2316569c3ec63c... | |
Do different AI models “think” differently when given the same prompt? | 1 | I've been experimenting with running the same prompt through different Al tools just to see how the reasoning paths vary. Even when the final answer looks similar, the way ideas are ordered or emphasized can feel noticeably different.
Out of curiosity, I generated one version using [AdpexWan 2.6](https://www.reddit.co... | 2025-12-23T17:51:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pu0bs7/do_different_ai_models_think_differently_when/ | Medical-Fennel-9842 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu0bs7 | false | null | t3_1pu0bs7 | /r/LocalLLaMA/comments/1pu0bs7/do_different_ai_models_think_differently_when/ | false | false | self | 1 | null |
End to end encryption for AI chats built by Moxie Marlinspike: Confer | 0 | 2025-12-23T17:48:30 | https://confer.to/blog/2025/12/confessions-to-a-data-lake/ | Jordi_Mon_Companys | confer.to | 1970-01-01T00:00:00 | 0 | {} | 1pu096o | false | null | t3_1pu096o | /r/LocalLLaMA/comments/1pu096o/end_to_end_encryption_for_ai_chats_built_by_moxie/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '5-20z4E8em8C2-JVQdVV0xMnZD2vbw7yN_SoyS38lLM', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/5-20z4E8em8C2-JVQdVV0xMnZD2vbw7yN_SoyS38lLM.png?width=108&crop=smart&auto=webp&s=97c67e9cac1f9be1d418f3120ee36580c36f66ad', 'width': 108}, {'height': 144, 'url': 'h... | |
Do different AI models “think” differently when given the same prompt? | 0 | I’ve been experimenting with running the same prompt through different AI tools just to see how the reasoning paths vary. Even when the final answer looks similar, the way ideas are ordered or emphasized can feel noticeably different.
Out of curiosity, I generated one version using [Adpex Wan 2.6](https://www.adpexai.... | 2025-12-23T17:45:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pu05xq/do_different_ai_models_think_differently_when/ | Quietly_here_28 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu05xq | false | null | t3_1pu05xq | /r/LocalLLaMA/comments/1pu05xq/do_different_ai_models_think_differently_when/ | false | false | self | 0 | null |
OKAP (Open Key Access Protocol): like OAuth, but for API keys. | 4 | Problem: Every AI app wants you to paste your OpenAI/Anthropic key. Keys spread across dozens of apps with zero visibility, and you can only revoke by rotating the key itself.
Proposal: OKAP (Open Key Access Protocol) like OAuth, but for API keys.
How it works:
1. Keys stay in YOUR v... | 2025-12-23T17:42:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pu03gc/okap_open_key_access_protocol_like_oauth_but_for/ | init0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pu03gc | false | null | t3_1pu03gc | /r/LocalLLaMA/comments/1pu03gc/okap_open_key_access_protocol_like_oauth_but_for/ | false | false | self | 4 | null |
4.6 air any day now. | 0 | 2025-12-23T17:28:07 | https://www.reddit.com/r/LocalLLaMA/comments/1ptzqj9/46_air_any_day_now/ | gamblingapocalypse | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptzqj9 | false | null | t3_1ptzqj9 | /r/LocalLLaMA/comments/1ptzqj9/46_air_any_day_now/ | false | false | 0 | null | ||
Representation Engineering / activation steering: “prompting vs finetuning vs steering vectors” (practical notes + demo) | 30 | Been exploring Representation Engineering (RepE) / activation steering recently and it feels like a useful “third lever” between prompting and fine-tuning.
High-level framing (practitioner view):
* Prompting: fast to iterate, but persona/behavior can drift over long contexts.
* Fine-tuning: powerful but costly, and... | 2025-12-23T17:16:21 | AstraNorth | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptzft4 | false | null | t3_1ptzft4 | /r/LocalLLaMA/comments/1ptzft4/representation_engineering_activation_steering/ | false | false | default | 30 | {'enabled': True, 'images': [{'id': 'pbgq9willz8g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/pbgq9willz8g1.png?width=108&crop=smart&auto=webp&s=ec8cf4aeeac6936683005ae9eef33e6bd3913420', 'width': 108}, {'height': 120, 'url': 'https://preview.redd.it/pbgq9willz8g1.png?width=216&crop=smart&auto=web... | |
Fine-tuning llms on dgx spark from nvidia webpage | 2 | https://blogs.nvidia.com/blog/rtx-ai-garage-fine-tuning-unsloth-dgx-spark/
Hi I'd like to discuss the numbers pertaining dgx spark performance from "How to Fine-Tune an LLM on Nvidia GPUs With Unsloth".
### Llama 3.3 70B
- Method: Qlora
- Backend: Pytorch
- Config:
- Sequence length: 2,048
- Batch size: 8... | 2025-12-23T17:11:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ptzb5y/finetuning_llms_on_dgx_spark_from_nvidia_webpage/ | siegevjorn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptzb5y | false | null | t3_1ptzb5y | /r/LocalLLaMA/comments/1ptzb5y/finetuning_llms_on_dgx_spark_from_nvidia_webpage/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'uPoOwWXcR-Bb-K79pa6Sl4WtJjppjeJuuKURuHtyavw', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/uPoOwWXcR-Bb-K79pa6Sl4WtJjppjeJuuKURuHtyavw.jpeg?width=108&crop=smart&auto=webp&s=cbed0d19d62c592648484ca018e10e1892dda315', 'width': 108}, {'height': 114, 'url': '... |
AudioGhost AI: Run Meta's SAM-Audio on 4GB-6GB VRAM with a Windows One-Click Installer 👻🎵 | 116 | Hey everyone,
Meta's **SAM-Audio** is a breakthrough for object-oriented audio separation (e.g., "extract the violin from this busy track" using natural language), but the original repo has a massive VRAM footprint. Many users (including myself) experienced OOM errors even on high-end cards because it loads vision enc... | 2025-12-23T17:06:40 | https://v.redd.it/ovsyaleljz8g1 | GGwithRabbit | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptz6xy | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ovsyaleljz8g1/DASHPlaylist.mpd?a=1769101614%2CYjI1NWU1MTBmOGZiMzE1M2FmMTIwNDQ5OWM3NTRlNTY1ZDQxN2EyOGE1M2YwYjUwODYxMGRhNTBmYjZkZWZhYQ%3D%3D&v=1&f=sd', 'duration': 41, 'fallback_url': 'https://v.redd.it/ovsyaleljz8g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1ptz6xy | /r/LocalLLaMA/comments/1ptz6xy/audioghost_ai_run_metas_samaudio_on_4gb6gb_vram/ | false | false | 116 | {'enabled': False, 'images': [{'id': 'NzF3YWpkZmxqejhnMSn9Bvgd5F2HIaI4NgTX7xfRCm50JCfHFGJKJxKbbOUZ', 'resolutions': [{'height': 107, 'url': 'https://external-preview.redd.it/NzF3YWpkZmxqejhnMSn9Bvgd5F2HIaI4NgTX7xfRCm50JCfHFGJKJxKbbOUZ.png?width=108&crop=smart&format=pjpg&auto=webp&s=d63fc23ba747de43b405ca8756c9bf3abb7c... | |
Hey, where are the weights for Minimax M2.1? | 14 | People are waiting! Is it coming soon? It takes time for someone like Unsloth or MLX community to convert it into GGUF or MLX and upload it unless they did it already... Thanks! | 2025-12-23T17:03:53 | https://www.reddit.com/r/LocalLLaMA/comments/1ptz4fz/hey_where_are_the_weights_for_minimax_m21/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptz4fz | false | null | t3_1ptz4fz | /r/LocalLLaMA/comments/1ptz4fz/hey_where_are_the_weights_for_minimax_m21/ | false | false | self | 14 | null |
Two new 12B finetunes for adventure, role play and writing | 89 | This one was **cooking for \~4 month**. I'll give here the TL;DR for each model, for full details, check the model cards:
**Impish\_Bloodmoon\_12B** 😈
1. Frontier-adjacent like capabilities, now locally available in 12B! (Stats, items, traits triggering, and so much more).
2. **Very strong theory of mind!**
3. Well ... | 2025-12-23T16:52:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ptytig/two_new_12b_finetunes_for_adventure_role_play_and/ | Sicarius_The_First | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptytig | false | null | t3_1ptytig | /r/LocalLLaMA/comments/1ptytig/two_new_12b_finetunes_for_adventure_role_play_and/ | false | false | self | 89 | {'enabled': False, 'images': [{'id': '-y_gD2boHGKwiuYZQC1oyv5gT5X6ChOYJf0QXzF6V3Y', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/-y_gD2boHGKwiuYZQC1oyv5gT5X6ChOYJf0QXzF6V3Y.png?width=108&crop=smart&auto=webp&s=caf82911ae64735c109917fe7f749aadab233bc0', 'width': 108}, {'height': 116, 'url': 'h... |
Testing Tinyllama with Discord Bot | 0 | I have recently had some success using Tinyllama strictly for Q&A as command for my Discord Bot. Has anyone tested any other LLM's with Discord Bots? As far as asking it to define words and concepts I feel it is perfect for Discord Bots. Fast, can be concise. I'm looking to upgrade the model soon for sure. Just le... | 2025-12-23T16:38:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ptyh9w/testing_tinyllama_with_discord_bot/ | Individual-Light-188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptyh9w | false | null | t3_1ptyh9w | /r/LocalLLaMA/comments/1ptyh9w/testing_tinyllama_with_discord_bot/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'I2qLu-b7QWvKEkYg22XOtSV7Q68TD37OetaDMG66p4w', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/I2qLu-b7QWvKEkYg22XOtSV7Q68TD37OetaDMG66p4w.jpeg?width=108&crop=smart&auto=webp&s=a29ad1908926ebd8b750a47532466e4f1a839139', 'width': 108}, {'height': 162, 'url': '... |
The future of AI is safe and free for the people and the memory card could be.. a USB stick. | 1 | [removed] | 2025-12-23T16:31:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ptyays/the_future_of_ai_is_safe_and_free_for_the_people/ | These_Management_429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptyays | false | null | t3_1ptyays | /r/LocalLLaMA/comments/1ptyays/the_future_of_ai_is_safe_and_free_for_the_people/ | false | false | self | 1 | null |
Qwen released Qwen-Image-Edit-2511 — a major upgrade over 2509 | 223 | Hugging face: [https://huggingface.co/Qwen/Qwen-Image-Edit-2511](https://huggingface.co/Qwen/Qwen-Image-Edit-2511)
What’s new in 2511:
👥 Stronger multi-person consistency for group photos and complex scenes
🧩 Built-in popular community LoRAs — no extra tuning required
💡 Enhanced industrial & product design generati... | 2025-12-23T16:24:27 | https://www.reddit.com/gallery/1pty4l1 | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pty4l1 | false | null | t3_1pty4l1 | /r/LocalLLaMA/comments/1pty4l1/qwen_released_qwenimageedit2511_a_major_upgrade/ | false | false | 223 | null | |
Sam Altman and Big AI cannot be allowed to Silo this. | 1 | [removed] | 2025-12-23T16:23:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pty3n4/sam_altman_and_big_ai_cannot_be_allowed_to_silo/ | These_Management_429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pty3n4 | false | null | t3_1pty3n4 | /r/LocalLLaMA/comments/1pty3n4/sam_altman_and_big_ai_cannot_be_allowed_to_silo/ | false | false | self | 1 | null |
Intel x Nvidia Serpent Lake leaks as Strix Halo rival: capable CPU, RTX Rubin iGPU, 16x LPDDR6. | 62 | "These powerful RTX iGPUs are reportedly coming with Intel Serpent Lake. Described as Intel's response to AMD Strix Halo/ Zen 6 Medusa Halo APUs...
[...]
For the GPU chiplet, Intel is said to be partnering with Nvidia to use the latter's RTX Rubin GPU architecture, or a close variant, for integrated graphics. The iG... | 2025-12-23T16:20:02 | https://www.notebookcheck.net/Intel-x-Nvidia-Serpent-Lake-leaks-as-Strix-Halo-rival-with-capable-CPU-and-big-GeForce-RTX-Rubin-iGPU.1190608.0.html | CYTR_ | notebookcheck.net | 1970-01-01T00:00:00 | 0 | {} | 1pty0kf | false | null | t3_1pty0kf | /r/LocalLLaMA/comments/1pty0kf/intel_x_nvidia_serpent_lake_leaks_as_strix_halo/ | false | false | default | 62 | {'enabled': False, 'images': [{'id': 'zDVzxhAxQ5w8_AjaN1AtROq_Cu1ubeOIqtKDbvjiOZA', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/zDVzxhAxQ5w8_AjaN1AtROq_Cu1ubeOIqtKDbvjiOZA.jpeg?width=108&crop=smart&auto=webp&s=7cabbbc48aa9129296b0f77197d6da98d2da8484', 'width': 108}, {'height': 162, 'url': '... |
AMA With Z.AI, The Lab Behind GLM-4.7 | 539 | Hi r/LocalLLaMA
Today we are having [Z.AI](http://Z.AI), the research lab behind the GLM 4.7. We’re excited to have them open up and answer your questions directly.
Our participants today:
* Yuxuan Zhang, u/YuxuanZhangzR
* Qinkai Zheng, u/QinkaiZheng
* Aohan Zeng, u/Sengxian
* Zhenyu Hou, u/ZhenyuHou
* Xin... | 2025-12-23T16:04:23 | https://www.reddit.com/r/LocalLLaMA/comments/1ptxm3x/ama_with_zai_the_lab_behind_glm47/ | zixuanlimit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptxm3x | false | null | t3_1ptxm3x | /r/LocalLLaMA/comments/1ptxm3x/ama_with_zai_the_lab_behind_glm47/ | false | true | self | 539 | null |
Web-based GGUF recipe merger for GGUF-Tool-Suite | 7 | I’ve been working on making the GGUF-Tool-Suite more accessible, and as part of that effort I created a small web-based GGUF merger tool for GGUF-Tool-Suite recipe files:
👉 [https://gguf.thireus.com/quant\_downloader.html](https://gguf.thireus.com/quant_downloader.html)
It lets you load a GGUF recipe and automatical... | 2025-12-23T15:55:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ptxdtx/webbased_gguf_recipe_merger_for_gguftoolsuite/ | Thireus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptxdtx | false | null | t3_1ptxdtx | /r/LocalLLaMA/comments/1ptxdtx/webbased_gguf_recipe_merger_for_gguftoolsuite/ | false | false | self | 7 | null |
How to lower token API cost? | 0 | Is there any service or product which helps you to lower your cost and also smartly manage model inference APIs? Costs are killing me for my clients’s projects. | 2025-12-23T15:53:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ptxbun/how_to_lower_token_api_cost/ | s3309 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptxbun | false | null | t3_1ptxbun | /r/LocalLLaMA/comments/1ptxbun/how_to_lower_token_api_cost/ | false | false | self | 0 | null |
i need to talk | 1 | i have rtx3050 8gb whit ryzen5 5500,16gb ram i use lm studio
i run qwen3 4b right now but i want use qwen3 8b is any better 8b model for me(i tried deepseek r1 qwen3 8b model but i dont like it its run smooth like 38token/second but its think so unescarry and have halluncination) | 2025-12-23T15:49:21 | https://www.reddit.com/r/LocalLLaMA/comments/1ptx8bs/i_need_to_talk/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptx8bs | false | null | t3_1ptx8bs | /r/LocalLLaMA/comments/1ptx8bs/i_need_to_talk/ | false | false | self | 1 | null |
gemma-3-4b-it-Cognitive-Liberty | Attempting to fix the "Lobotomy Tax" | MMLU Marketing 85%, Politics 83% | 0% Refusal | 27 | Hi everyone,
I’ve been experimenting with a new fine-tuning approach to address a common issue with "uncensored" models: usually, when you strip away the safety rails (abliteration/unaligning), the model loses IQ points. It becomes compliant but incoherent, or just agrees with everything you say.
I wanted to see if I... | 2025-12-23T15:41:53 | https://www.reddit.com/r/LocalLLaMA/comments/1ptx1pu/gemma34bitcognitiveliberty_attempting_to_fix_the/ | AlexHardy08 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptx1pu | false | null | t3_1ptx1pu | /r/LocalLLaMA/comments/1ptx1pu/gemma34bitcognitiveliberty_attempting_to_fix_the/ | false | false | self | 27 | {'enabled': False, 'images': [{'id': 'ef5BHuFlbzuVDdmZafUvgEcuuQ_CzfvY7WRZele6O_E', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ef5BHuFlbzuVDdmZafUvgEcuuQ_CzfvY7WRZele6O_E.png?width=108&crop=smart&auto=webp&s=9443da6b9777f898c8e6e35f1172f99546f6905b', 'width': 108}, {'height': 116, 'url': 'h... |
I don't understand people buying Mac Studio when NVIDIA exists | 0 | When there are beasts like RTX 5090, RTX 6000 Pro, or even DGX Spark on the market, why do people go and buy Mac Studio
Think about it. No CUDA support, and like %90 of the ML/AI ecosystem is built on CUDA. Raw GPU power is way behind NVIDIA. PyTorch MPS backend is still not as mature as CUDA. Training is pretty much ... | 2025-12-23T15:33:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ptwujs/i_dont_understand_people_buying_mac_studio_when/ | Sensitive_Sweet_1850 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptwujs | false | null | t3_1ptwujs | /r/LocalLLaMA/comments/1ptwujs/i_dont_understand_people_buying_mac_studio_when/ | false | false | self | 0 | null |
llama.cpp -- when browsing Hugging Face, how do I know a particular model is GGUF or compatible with llama.cpp? And how do I run image-generation, TTS, etc. models on llama.cpp UI? | 0 | These are two separate questions, but because llama.cpp UI is so new, I feel there aren't many guides or resources for them.
So I've been trying to search for solutions, but it seems that they are either wrong (LLM generated posts) or the YouTube tutorials are outdated (llama.cpp UI is very recent anyway), so I feel a... | 2025-12-23T15:20:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ptwiiw/llamacpp_when_browsing_hugging_face_how_do_i_know/ | jinnyjuice | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptwiiw | false | null | t3_1ptwiiw | /r/LocalLLaMA/comments/1ptwiiw/llamacpp_when_browsing_hugging_face_how_do_i_know/ | false | false | self | 0 | null |
Could it be GLM 4.7 Air? | 80 | > Head of Global Brand & Partnerships @Zai_org
says:
> We have a new model coming soon. Stay tuned! 😝
https://x.com/louszbd/status/2003153617013137677
Maybe the Air version is next? | 2025-12-23T15:05:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ptw5ol/could_it_be_glm_47_air/ | noiserr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptw5ol | false | null | t3_1ptw5ol | /r/LocalLLaMA/comments/1ptw5ol/could_it_be_glm_47_air/ | false | false | self | 80 | null |
Stop trying to fix context rot with bigger prompts. | 1 | [removed] | 2025-12-23T15:04:02 | https://www.reddit.com/r/LocalLLaMA/comments/1ptw4iu/stop_trying_to_fix_context_rot_with_bigger_prompts/ | REVenue_GENeratorium | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptw4iu | false | null | t3_1ptw4iu | /r/LocalLLaMA/comments/1ptw4iu/stop_trying_to_fix_context_rot_with_bigger_prompts/ | false | false | self | 1 | null |
A DIY option for the latest beefy LLMs | 6 | There have been a bunch of powerful new LLMs that are too big to use in even multiple consumer GPUs:
• GLM 4.7 358b
• Mimo V2 flash 310b
• Devstral 2 125b
• Minimax M2 229b
• Qwen3-Nemotron 235b a22b
Just to name a few. Even Strix Halo systems with their 128GB limit will struggle with most of them.
This reminds me of... | 2025-12-23T14:50:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ptvssj/a_diy_option_for_the_latest_beefy_llms/ | Zyj | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptvssj | false | null | t3_1ptvssj | /r/LocalLLaMA/comments/1ptvssj/a_diy_option_for_the_latest_beefy_llms/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'QLldEh6cHckh0zu3VOF5RuY9ywGiZCt_x-CXw1nKwvM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/QLldEh6cHckh0zu3VOF5RuY9ywGiZCt_x-CXw1nKwvM.jpeg?width=108&crop=smart&auto=webp&s=723c429643a0665c386f4eb9342e3fff35a5b79c', 'width': 108}, {'height': 162, 'url': '... |
Best multilingual STT/ASR? | 1 | Mostly for Arabic/Hindi in addition to English, don't mind the size necessarily and it does not need to be real time. Would appreciate pointers! | 2025-12-23T14:35:33 | https://www.reddit.com/r/LocalLLaMA/comments/1ptvg5u/best_multilingual_sttasr/ | Mark__27 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptvg5u | false | null | t3_1ptvg5u | /r/LocalLLaMA/comments/1ptvg5u/best_multilingual_sttasr/ | false | false | self | 1 | null |
[Open Source] Built the first Local Stable Diffusion client using Kotlin Multiplatform (Android & Desktop) 🚀 | 5 | Hi everyone!
I wanted to share a free tool I created called Mine StableDiffusion. It allows you to run Stable Diffusion models locally on your phone (Android) or desktop without needing any subscriptions or cloud APIs. | 2025-12-23T14:32:00 | https://github.com/Onion99/KMP-MineStableDiffusion | Adventurous_Onion189 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ptvdbn | false | null | t3_1ptvdbn | /r/LocalLLaMA/comments/1ptvdbn/open_source_built_the_first_local_stable/ | false | false | default | 5 | {'enabled': False, 'images': [{'id': 'LH8kNGJRCwPyroi6J7tuHePVU-rPOqfPK36TaMi7C0Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/LH8kNGJRCwPyroi6J7tuHePVU-rPOqfPK36TaMi7C0Q.png?width=108&crop=smart&auto=webp&s=5068dc81eeb7a548014209e1b3b98e35bb7cd694', 'width': 108}, {'height': 108, 'url': 'h... |
Container Apps | 1 | I’m playing around with hosting some small LLMs in Azure Container Apps. Qwen 30b for example.
I’m curious, is anyone else doing this or something similar in one of the other cloud providers? I’m wondering how many nodes/resources are realistically needed to serve let’s say 100 requests at a time with average context ... | 2025-12-23T14:31:06 | https://www.reddit.com/r/LocalLLaMA/comments/1ptvcml/container_apps/ | thepetek | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptvcml | false | null | t3_1ptvcml | /r/LocalLLaMA/comments/1ptvcml/container_apps/ | false | false | self | 1 | null |
Anyone using the Windsurf plugin with local or hybrid models? | 4 | I’ve been experimenting more with local and hybrid LLM setups and was curious how the windsurf plugin behaves when model quality isn’t top-tier. Some tools really fall apart once latency or reasoning drops.
In JetBrains, Sweep AI has held up better for me with weaker models because it relies more on IDE context. Has a... | 2025-12-23T14:30:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ptvbsg/anyone_using_the_windsurf_plugin_with_local_or/ | adriano26 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptvbsg | false | null | t3_1ptvbsg | /r/LocalLLaMA/comments/1ptvbsg/anyone_using_the_windsurf_plugin_with_local_or/ | false | false | self | 4 | null |
Runtime optimizing llama.cpp | 15 | You often hear the criticism that AI consumes too much energy and that a bunch of new nuclear power plants will have to be built to operate the many AI models.
One approach to refute this is to optimize the algorithms so that they run faster on the same hardware.
And I have now shown that llama.cpp and ggml also ha... | 2025-12-23T14:28:13 | go-nz-ale-s | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptva10 | false | null | t3_1ptva10 | /r/LocalLLaMA/comments/1ptva10/runtime_optimizing_llamacpp/ | false | false | default | 15 | {'enabled': True, 'images': [{'id': '0kehku3moy8g1', 'resolutions': [{'height': 50, 'url': 'https://preview.redd.it/0kehku3moy8g1.png?width=108&crop=smart&auto=webp&s=18791c5071dbea6af29eff8d3d6d0a2a2f58009a', 'width': 108}, {'height': 101, 'url': 'https://preview.redd.it/0kehku3moy8g1.png?width=216&crop=smart&auto=web... | |
A client-side text scrubber for your prompts (No Server / Offline Capable) | 1 | Hey all, I built a small utility to sanitize text before feeding it to LLMs (whether local or hosted).
It uses local regex patterns to strip PII, Credit Cards, and Infrastructure data (IPv6/MAC addresses) inside the browser. Since we all care about data leaking into training sets, I thought this might be useful for yo... | 2025-12-23T14:25:02 | https://cleanmyprompt.io | Fit_Highlight_1857 | cleanmyprompt.io | 1970-01-01T00:00:00 | 0 | {} | 1ptv7c7 | false | null | t3_1ptv7c7 | /r/LocalLLaMA/comments/1ptv7c7/a_clientside_text_scrubber_for_your_prompts_no/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': '3pU7xfWo_UsEd8wy5qtXOxmfJUR1C8oOQEcrhJBeGGs', 'resolutions': [{'height': 43, 'url': 'https://external-preview.redd.it/3pU7xfWo_UsEd8wy5qtXOxmfJUR1C8oOQEcrhJBeGGs.png?width=108&crop=smart&auto=webp&s=8d6604ad877d9c9972d47c46754ae3dd924ff246', 'width': 108}, {'height': 86, 'url': 'ht... |
Headline: Beyond Standard Prompts: How I achieved 99.7% Logical Consistency in AI Agents through a Sovereign 188-Module Kernel. | 0 | Content:
"I’ve spent months reverse-engineering AI logic to solve the biggest pain point in the industry: Hallucination.
Most AI systems drift after long conversations, but I've developed the KENSEI V6.1 Architecture. By utilizing a proprietary TAVM (Thought Accuracy & Vector Matching) module, my system maintains a 9... | 2025-12-23T14:07:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ptusso/headline_beyond_standard_prompts_how_i_achieved/ | KENSEIHYBRID | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptusso | false | null | t3_1ptusso | /r/LocalLLaMA/comments/1ptusso/headline_beyond_standard_prompts_how_i_achieved/ | false | false | self | 0 | null |
I'm very satisfied with MiniMax 2.1 on Claude Code! - My Experience | 17 | I'm just taking the time to share my experience (a couple of hours) of using MiniMax m2.1 on Claude Code. I'm using NanoGpt (not affiliated at all) so I'm not sure if the model they use is quantized or not (probably haven't had the time to quantize it yet, since it is so new).
Anyway, This model rips on Claude Co... | 2025-12-23T14:07:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ptusnm/im_very_satisfied_with_minimax_21_on_claude_code/ | FigZestyclose7787 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptusnm | false | null | t3_1ptusnm | /r/LocalLLaMA/comments/1ptusnm/im_very_satisfied_with_minimax_21_on_claude_code/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': '7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U.png?width=108&crop=smart&auto=webp&s=efe307f51ff2874b18960bc89ca5a18a1b551442', 'width': 108}, {'height': 113, 'url': 'h... |
Created a DSL/control layer for multi-agent workflows - feedback welcome | 0 | So for the past 6 months I've been working on how to get LLMs to communication between each other in a way that actually keeps things focused.
I'm not going to get AI to write my intro, so ironically it's gonna be a lot more verbose than what I've created. But essentially, it's:
* a shorthand that LLMs can use to exp... | 2025-12-23T13:57:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ptukgi/created_a_dslcontrol_layer_for_multiagent/ | sbuswell | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptukgi | false | null | t3_1ptukgi | /r/LocalLLaMA/comments/1ptukgi/created_a_dslcontrol_layer_for_multiagent/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'oxormfJhni1tXNvIH5prk-bPeoMZrAxEgdaEudhl0AU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/oxormfJhni1tXNvIH5prk-bPeoMZrAxEgdaEudhl0AU.png?width=108&crop=smart&auto=webp&s=0c8a7150451ef3a3ba900d241f4689b549c04026', 'width': 108}, {'height': 108, 'url': 'h... |
SPARKLE Announces Intel® Arc Pro B60 Series Now Available | 0 | 2025-12-23T13:56:41 | https://www.sparkle.com.tw/en/sparkle-news/view/93E0b95ea8A0 | reps_up | sparkle.com.tw | 1970-01-01T00:00:00 | 0 | {} | 1ptujsp | false | null | t3_1ptujsp | /r/LocalLLaMA/comments/1ptujsp/sparkle_announces_intel_arc_pro_b60_series_now/ | false | false | default | 0 | null | |
Any uncensored image generation models in LM Studio? | 0 | As the title. Are there any uncensored models that generate images within lm studio? If not what should I look at, I want something I can run locally and is uncensored. Cheers | 2025-12-23T13:47:28 | https://www.reddit.com/r/LocalLLaMA/comments/1ptucgk/any_uncensored_image_generation_models_in_lm/ | damoC1988 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptucgk | false | null | t3_1ptucgk | /r/LocalLLaMA/comments/1ptucgk/any_uncensored_image_generation_models_in_lm/ | false | false | self | 0 | null |
Research: Perceived rate of AI progress | 1 | [removed] | 2025-12-23T13:39:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ptu63l/research_perceived_rate_of_ai_progress/ | t-_-ji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptu63l | false | null | t3_1ptu63l | /r/LocalLLaMA/comments/1ptu63l/research_perceived_rate_of_ai_progress/ | false | false | self | 1 | null |
MNIST handwritten digit recognition, independently completed by Kimi K2 | 8 | As a beginner in machine learning, it feels amazing that a neural network has implemented another neural network by itself.
https://preview.redd.it/3y4nu42wiy8g1.png?width=949&format=png&auto=webp&s=3651c1cfbba9adef613055b3406da64c51615059
[Demo](https://5vbqmgatvcymq.ok.kimi.link/) | 2025-12-23T13:39:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ptu5wm/mnist_handwritten_digit_recognition_independently/ | InternationalAsk1490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptu5wm | false | null | t3_1ptu5wm | /r/LocalLLaMA/comments/1ptu5wm/mnist_handwritten_digit_recognition_independently/ | false | false | 8 | null | |
A reproducible workflow for multi-file bug fixing with AI agents (Recon → Plan → Patch → Verify) | 1 | [removed] | 2025-12-23T13:35:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ptu2p9/a_reproducible_workflow_for_multifile_bug_fixing/ | Unique_Can_2569 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptu2p9 | false | null | t3_1ptu2p9 | /r/LocalLLaMA/comments/1ptu2p9/a_reproducible_workflow_for_multifile_bug_fixing/ | false | false | self | 1 | null |
Quick survey about AI-assisted RPGs | 1 | [removed] | 2025-12-23T13:30:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pttzd6/quick_survey_about_aiassisted_rpgs/ | Nice_State_1990 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pttzd6 | false | null | t3_1pttzd6 | /r/LocalLLaMA/comments/1pttzd6/quick_survey_about_aiassisted_rpgs/ | false | false | self | 1 | null |
How to run the GLM-4.7 model locally on your own device (guide) | 163 | * GLM-4.7 is Z.ai’s latest thinking model, delivering stronger coding, agent, and chat performance than GLM-4.6
* It achieves SOTA performance on on SWE-bench (73.8%, +5.8), SWE-bench Multilingual (66.7%, +12.9), and Terminal Bench 2.0 (41.0%, +16.5).
* The full 355B parameter model requires **400GB** of disk space, w... | 2025-12-23T13:23:03 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptttcm | false | null | t3_1ptttcm | /r/LocalLLaMA/comments/1ptttcm/how_to_run_the_glm47_model_locally_on_your_own/ | false | false | default | 163 | {'enabled': True, 'images': [{'id': 'b995ei5mfy8g1', 'resolutions': [{'height': 115, 'url': 'https://preview.redd.it/b995ei5mfy8g1.png?width=108&crop=smart&auto=webp&s=b20d2fd167da2b5ec2a43e7dce29cf3dd7dda6e3', 'width': 108}, {'height': 230, 'url': 'https://preview.redd.it/b995ei5mfy8g1.png?width=216&crop=smart&auto=we... | |
Deepseek V3 Full inference locally | 0 | Hello experts,
I’m exploring how to run **DeepSeek-V3 locally** for **multiple concurrent users** (enterprise-style setup, similar to large AI platforms). I’d like your guidance on the **best architecture and setup available today**. Also with the budget for each proposed setup.
Thank you! | 2025-12-23T13:04:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pttfkh/deepseek_v3_full_inference_locally/ | zsupportAi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pttfkh | false | null | t3_1pttfkh | /r/LocalLLaMA/comments/1pttfkh/deepseek_v3_full_inference_locally/ | false | false | self | 0 | null |
Trying to make an LLM stop | 0 | Trying to make an LLM stop.
Turns out it really doesn’t like stopping lol. Outputs keep looking plausible,
so everything just moves on to the next step.
Later it’s obvious
yeah… this is where we should’ve stopped.
But in the moment there’s no signal.
So for now it’s mostly human gut feeling, or postmortems after thin... | 2025-12-23T13:03:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pttexp/trying_to_make_an_llm_stop/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pttexp | false | null | t3_1pttexp | /r/LocalLLaMA/comments/1pttexp/trying_to_make_an_llm_stop/ | false | false | self | 0 | null |
[PROJECT] I updated EntropyGuard a CLI tool to deduplicate RAG data locally on CPU before embedding. Saves ~40% tokens, handles 100GB+ files, and just got Checkpointing. (Open Source) | 27 | Hey everyone,
Like many of you, I've been building local RAG pipelines and got tired of the "garbage in, garbage out" problem. I noticed my vector database (and context window) was often bloated with duplicate chunks, things like recurring headers/footers in PDFs, identical error logs, or scraped pages that are 99% th... | 2025-12-23T12:51:02 | Low-Flow-6572 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptt5xj | false | null | t3_1ptt5xj | /r/LocalLLaMA/comments/1ptt5xj/project_i_updated_entropyguard_a_cli_tool_to/ | false | false | default | 27 | {'enabled': True, 'images': [{'id': 'j1j9f7j6ay8g1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/j1j9f7j6ay8g1.png?width=108&crop=smart&auto=webp&s=c711e10e56e752ae80ba41fc15688aa678f9d616', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/j1j9f7j6ay8g1.png?width=216&crop=smart&auto=web... | |
I integrated llama.cpp's new router mode into llamactl with web UI support | 17 | I've shared my project [llamactl](https://github.com/lordmathis/llamactl) here a few times, and wanted to update you on some major new features, especially the integration of llama.cpp's recently released router mode.
Llamactl is a unified management system for running local LLMs across llama.cpp, MLX, and vLLM backen... | 2025-12-23T12:49:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ptt4uf/i_integrated_llamacpps_new_router_mode_into/ | RealLordMathis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptt4uf | false | null | t3_1ptt4uf | /r/LocalLLaMA/comments/1ptt4uf/i_integrated_llamacpps_new_router_mode_into/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': 'PWj_UN80BjsaQaIGHBsYJ0vKFcDJgLneQTHAkNEUDss', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/PWj_UN80BjsaQaIGHBsYJ0vKFcDJgLneQTHAkNEUDss.png?width=108&crop=smart&auto=webp&s=090b9e8cf887b069b494d001a2b1e6f22237d3f1', 'width': 108}, {'height': 108, 'url': 'h... |
5 Healthy Plants Every Professional Must Have In Their Houses | 1 | [removed] | 2025-12-23T12:43:32 | https://newsaffairng.com/2024/08/11/5-healthy-plants-every-professional-must-have-in-their-houses/ | Jonnysinsey | newsaffairng.com | 1970-01-01T00:00:00 | 0 | {} | 1ptt0lw | false | null | t3_1ptt0lw | /r/LocalLLaMA/comments/1ptt0lw/5_healthy_plants_every_professional_must_have_in/ | false | false | default | 1 | null |
Self-hosted AI coding agent - runs fully offline with local LLMs | 1 | ERROR: type should be string, got "https://preview.redd.it/5npt47ff7y8g1.png?width=1974&format=png&auto=webp&s=52b668a78c00abfb727a2103e7554b0516c17326\n\n\n\nForked Google's Gemini CLI to remove the Google account requirement. Now works with local LLMs (MLX, llama.cpp, vLLM) for completely offline use - no data leaves your machine.\n\nAlso supports OpenAI/Anthropic APIs if you prefer cloud, but the main point is you can run it 100% locally.\n\n \n [https://github.com/limkcreply/open-gemini-cli](https://github.com/limkcreply/open-gemini-cli)" | 2025-12-23T12:37:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ptswqg/selfhosted_ai_coding_agent_runs_fully_offline/ | Honest-Fun-5279 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptswqg | false | null | t3_1ptswqg | /r/LocalLLaMA/comments/1ptswqg/selfhosted_ai_coding_agent_runs_fully_offline/ | false | false | 1 | null | |
The prompt technique that collapsed 12 models into 1 | 0 | \*\*Hot Take: Deliberative Refinement is the only prompt engineering technique that matters in 2026\*\*
Tired of AI outputs that sound smart but collapse under scrutiny? Same. Here's what's actually working.
\*\*The core idea:\*\* Stop asking AI for answers. Make it defend them.
\*\*How it works:\*\*
\- You... | 2025-12-23T12:10:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ptsdr7/the_prompt_technique_that_collapsed_12_models/ | CantaloupeNo6326 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptsdr7 | false | null | t3_1ptsdr7 | /r/LocalLLaMA/comments/1ptsdr7/the_prompt_technique_that_collapsed_12_models/ | false | false | self | 0 | null |
I got tired of Python venvs breaking my Agent setup, so I built a native Go runtime for MCP (giving Llama 3 Browser + File access) | 0 | > | 2025-12-23T11:52:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pts1re/i_got_tired_of_python_venvs_breaking_my_agent/ | AgencySpecific | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pts1re | false | null | t3_1pts1re | /r/LocalLLaMA/comments/1pts1re/i_got_tired_of_python_venvs_breaking_my_agent/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'rCsteW4-4rAZ8zyH5CZEbRFcfS3gd3paZtzluTkwZfQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rCsteW4-4rAZ8zyH5CZEbRFcfS3gd3paZtzluTkwZfQ.png?width=108&crop=smart&auto=webp&s=799aa4352a90cde8d2dd27ef637f9d87bb9097bc', 'width': 108}, {'height': 108, 'url': 'h... |
1 Year in the AI Trenches: My AI Tier List | 0 | Don't take it too seriously, feel free to disagree
# Tier S
[AI news by Smol.ai](https://news.smol.ai/): "not much happened today". Sure, sure.
Alibaba: Qwen 2.5 was just the warmup, now you are just showing off how good you are.
Anthropic: Everything. And yes, Claude Code.
China: And now, you are doing robotics t... | 2025-12-23T11:24:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ptrkey/1_year_in_the_ai_trenches_my_ai_tier_list/ | ewqeqweqweqweqweqw | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptrkey | false | null | t3_1ptrkey | /r/LocalLLaMA/comments/1ptrkey/1_year_in_the_ai_trenches_my_ai_tier_list/ | false | false | self | 0 | null |
RAG Paper 25.12.22 | 4 | 1. [Event Extraction in Large Language Model](http://arxiv.org/abs/2512.19537v1)
2. [A Large-Language-Model Framework for Automated Humanitarian Situation Reporting](http://arxiv.org/abs/2512.19475v1)
3. [Generative vector search to improve pathology foundation models across multimodal vision-language tasks](http://arx... | 2025-12-23T11:13:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ptrdod/rag_paper_251222/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptrdod | false | null | t3_1ptrdod | /r/LocalLLaMA/comments/1ptrdod/rag_paper_251222/ | false | false | self | 4 | null |
I tested GPT-5.2 Codex vs Gemini 3 Pro vs Claude Opus on real dev tasks | 10 | Okay, so we have three AI models leading the coding leaderboards and they are the talk of the town on Twitter and literally everywhere.
The names are pretty obvious: Claude Opus, Gemini 3 Pro, and OpenAI's GPT-5.2 (Codex).
They're also the most recent "agentic" models, and given that they have pretty much the same be... | 2025-12-23T11:09:00 | https://www.reddit.com/r/LocalLLaMA/comments/1ptrbc1/i_tested_gpt52_codex_vs_gemini_3_pro_vs_claude/ | shricodev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptrbc1 | false | null | t3_1ptrbc1 | /r/LocalLLaMA/comments/1ptrbc1/i_tested_gpt52_codex_vs_gemini_3_pro_vs_claude/ | false | false | self | 10 | {'enabled': False, 'images': [{'id': '4BDYNQSdDt_sKX-uN8DLae8MzxAm3rTHzdr-cNV5HMY', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/4BDYNQSdDt_sKX-uN8DLae8MzxAm3rTHzdr-cNV5HMY.png?width=108&crop=smart&auto=webp&s=29afe5c308e3f6fcb6b9595cba48c2f251cfde40', 'width': 108}, {'height': 113, 'url': 'h... |
[Project] I built a Python framework for "Offline-First" Agents (Sync-Queues + Hybrid Routing) | 6 | Hi everyone, I've been working on solving the 'Agentic Gap' where agents crash in low-resource environments (bad internet/power).
I just open-sourced **Contextual Engineering Patterns**. It includes:
1. A **Sync-Later Queue** (SQLite) that saves actions when offline and syncs when connectivity returns.
2. A **Hybrid ... | 2025-12-23T11:06:03 | https://www.reddit.com/r/LocalLLaMA/comments/1ptr9lk/project_i_built_a_python_framework_for/ | Ok-Dark9977 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptr9lk | false | null | t3_1ptr9lk | /r/LocalLLaMA/comments/1ptr9lk/project_i_built_a_python_framework_for/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'zTrkUOjkc1ATVgXWgYkOpYPcjhnR36hteeP5C0PNSoI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zTrkUOjkc1ATVgXWgYkOpYPcjhnR36hteeP5C0PNSoI.png?width=108&crop=smart&auto=webp&s=f3bbe90f6d56bb103a16ade2d7b2a59e8bd455cb', 'width': 108}, {'height': 108, 'url': 'h... |
r/LocalLLaMA - a year in review | 116 | I'm the same guy that made [2024 edition](https://www.reddit.com/r/LocalLLaMA/comments/1hov3y9/rlocalllama_a_year_in_review/), here we are again.
This community has been the central hub for open-source AI for another year, and what a year 2025 has been. Let me take you back to the most notable things happened here dur... | 2025-12-23T10:56:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ptr3lv/rlocalllama_a_year_in_review/ | Everlier | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptr3lv | false | null | t3_1ptr3lv | /r/LocalLLaMA/comments/1ptr3lv/rlocalllama_a_year_in_review/ | false | false | self | 116 | {'enabled': False, 'images': [{'id': 'JtVvJz_3p9gkpLWB6adlC3-5M7zJIyvCc23zaC-6JV0', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/JtVvJz_3p9gkpLWB6adlC3-5M7zJIyvCc23zaC-6JV0.png?width=108&crop=smart&auto=webp&s=fb938070528b77b6d79d0697ba9a989eeda923c7', 'width': 108}, {'height': 113, 'url': 'h... |
Using Mistral OCR 3 (VLM) for building annotation datasets for VLM training — anyone tested this? | 1 | Hi everyone,
I’ve been experimenting with **Mistral OCR 3 (SaaS)**, released in **December 2025**, and wanted to share some observations and ask for feedback from others who may have tested its **annotation capabilities** for **VLM training datasets**.
# Context
Mistral OCR 3 is positioned as a VLM-based, end-to-end... | 2025-12-23T10:46:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ptqy28/using_mistral_ocr_3_vlm_for_building_annotation/ | dzdzdzd85888 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptqy28 | false | null | t3_1ptqy28 | /r/LocalLLaMA/comments/1ptqy28/using_mistral_ocr_3_vlm_for_building_annotation/ | false | false | self | 1 | null |
Speed Minimax M2 on 3090? | 0 | I want to try minimax m2 at Q4-Q8. I have an rtx 3090 and 256gb of ddr4.
Has anyone with a similar setup tried it? What speeds could you get and which config did you used? | 2025-12-23T10:29:25 | https://www.reddit.com/r/LocalLLaMA/comments/1ptqomm/speed_minimax_m2_on_3090/ | Smooth-Cow9084 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptqomm | false | null | t3_1ptqomm | /r/LocalLLaMA/comments/1ptqomm/speed_minimax_m2_on_3090/ | false | false | self | 0 | null |
Post of appreciation for mxfp4, derestricted, Felladrin/gguf-MXFP4-gpt-oss-20b-Derestricted | 5 | When derestricted was announced, I (and many others) tought immediately to gpt-oss-20B which is made inconclusive by far by the safeguard.
However, when the model was requantized to Q4/Q5 it was completely broken, a delusion.
In the past days I had the chance to appreciate the fact that Nemotron-3-nano, which in Q... | 2025-12-23T10:20:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ptqjt7/post_of_appreciation_for_mxfp4_derestricted/ | R_Duncan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptqjt7 | false | null | t3_1ptqjt7 | /r/LocalLLaMA/comments/1ptqjt7/post_of_appreciation_for_mxfp4_derestricted/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'ZjFv4-16zFHBNT7nerqbpnqF5M21aY-LlFpcPLw4YRM', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ZjFv4-16zFHBNT7nerqbpnqF5M21aY-LlFpcPLw4YRM.png?width=108&crop=smart&auto=webp&s=20f69b106b50cde9865088668dd7b4abf8157a21', 'width': 108}, {'height': 116, 'url': 'h... |
Built a small client-side LLM preprocessor to reduce API token costs — looking for honest feedback | 1 | [removed] | 2025-12-23T10:08:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ptqd4l/built_a_small_clientside_llm_preprocessor_to/ | Admirable-Degree2876 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptqd4l | false | null | t3_1ptqd4l | /r/LocalLLaMA/comments/1ptqd4l/built_a_small_clientside_llm_preprocessor_to/ | false | false | self | 1 | null |
GLM 4.7 vs. Minimax M2.1. My test & subscription decision | 85 | I've been really excited about these two releases since I subscribed to both as potential offloads for my Claude Pro subscription.
I grabbed the GLM 4.7 subscription in early October on the quarterly plan (expires in \~2 weeks), and the Minimax M2.1 $2/month plan about 3 weeks ago to test it out. With both subscriptio... | 2025-12-23T09:59:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ptq7rc/glm_47_vs_minimax_m21_my_test_subscription/ | Psychological_Box406 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptq7rc | false | null | t3_1ptq7rc | /r/LocalLLaMA/comments/1ptq7rc/glm_47_vs_minimax_m21_my_test_subscription/ | false | false | self | 85 | null |
AI-Doomsday-Toolbox Android app | 6 | Hello, I’ve been in this sub for quite some time, and like all of you, I love running AI locally. A while ago, I made a script to run different AI instances from Termux. With the launch of Antigravity, I saw an opportunity to learn Android app development and create an app that brings together all my previous projects ... | 2025-12-23T09:50:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ptq2st/aidoomsdaytoolbox_android_app/ | ManuXD32 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptq2st | false | null | t3_1ptq2st | /r/LocalLLaMA/comments/1ptq2st/aidoomsdaytoolbox_android_app/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'YRi3YWb2u-szQVWPf7d1S9aFjzDGBM57B_mQdVAFDCk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YRi3YWb2u-szQVWPf7d1S9aFjzDGBM57B_mQdVAFDCk.png?width=108&crop=smart&auto=webp&s=d4570201c7d121e04728dc10dda4cb0057e709d9', 'width': 108}, {'height': 108, 'url': 'h... |
[Technical Log] Observed 'Phase Shift' in 120B+ LLMs using a custom Hand-off Engine | 1 | **\[Technical Log\] Observed 'Phase Shift' in 120B+ LLMs using a custom Hand-off Engine**
Re-posting with the corrected video link. I've been experimenting with structural interventions in **various cloud-based LLM environments (120B+ parameters)**. Using a custom 'Hand-off Engine,' I captured a moment where these mod... | 2025-12-23T09:47:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ptq16s/technical_log_observed_phase_shift_in_120b_llms/ | Consistent_Tie5875 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptq16s | false | null | t3_1ptq16s | /r/LocalLLaMA/comments/1ptq16s/technical_log_observed_phase_shift_in_120b_llms/ | false | false | self | 1 | null |
500Mb Text Anonymization model to remove PII from any text locally. Easily fine-tune on any language (see example for Spanish). | 55 | [https://huggingface.co/tanaos/tanaos-text-anonymizer-v1](https://huggingface.co/tanaos/tanaos-text-anonymizer-v1)
A small (500Mb, 0.1B params) but efficient Text Anonimization model which **removes Personal Identifiable Information locally** from any type of text, without the need to send it to any third-party servic... | 2025-12-23T09:44:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ptpzs3/500mb_text_anonymization_model_to_remove_pii_from/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptpzs3 | false | null | t3_1ptpzs3 | /r/LocalLLaMA/comments/1ptpzs3/500mb_text_anonymization_model_to_remove_pii_from/ | false | false | self | 55 | {'enabled': False, 'images': [{'id': 'oMgWGxMT18w82pAKbA_Y1-VSPXucv25i8u6M6ZyYNWA', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/oMgWGxMT18w82pAKbA_Y1-VSPXucv25i8u6M6ZyYNWA.png?width=108&crop=smart&auto=webp&s=ceb64fb13b4f33ec3706a0ecb4a3e81f85e4c5a5', 'width': 108}, {'height': 116, 'url': 'h... |
500Mb Text Anonymization model to remove PII from text locally | 1 | [https://huggingface.co/tanaos/tanaos-text-anonymizer-v1](https://huggingface.co/tanaos/tanaos-text-anonymizer-v1)
A small (500Mb, 0.1B params) but efficient Text Anonimization model which **removes Personal Identifiable Information locally** from any type of text, without the need to send it to any third-party servic... | 2025-12-23T09:41:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ptpy7a/500mb_text_anonymization_model_to_remove_pii_from/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptpy7a | false | null | t3_1ptpy7a | /r/LocalLLaMA/comments/1ptpy7a/500mb_text_anonymization_model_to_remove_pii_from/ | false | false | self | 1 | null |
[Technical Log] Observed 'Phase Shift' in 120B+ LLMs using a custom Hand-off Engine | 0 | > | 2025-12-23T09:06:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ptpeyb/technical_log_observed_phase_shift_in_120b_llms/ | Consistent_Tie5875 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptpeyb | false | null | t3_1ptpeyb | /r/LocalLLaMA/comments/1ptpeyb/technical_log_observed_phase_shift_in_120b_llms/ | false | false | self | 0 | null |
PaddleOCR help | 3 | Can someone tell me how to run [PaddleOCR-VL](https://huggingface.co/PaddlePaddle/PaddleOCR-VL) locally using transformer ?? am not able to run it, running into a lot issue, like for starts it would load in in the gpu and run and but then its would just stop | 2025-12-23T09:04:28 | https://www.reddit.com/r/LocalLLaMA/comments/1ptpe1s/paddleocr_help/ | Ready-Ad4340 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptpe1s | false | null | t3_1ptpe1s | /r/LocalLLaMA/comments/1ptpe1s/paddleocr_help/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'so92btUv2x-sag9aEkVPkOEeOZ-pGD9IrU6oXVc8bYc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/so92btUv2x-sag9aEkVPkOEeOZ-pGD9IrU6oXVc8bYc.png?width=108&crop=smart&auto=webp&s=2b6867a99b296af139bf92baba4ba9c23c5190f2', 'width': 108}, {'height': 116, 'url': 'h... |
DGX spark and batch processing | 2 | I read this piece about batch token throughput and saw that b200 was a significant improvement- [AI Hardware Benchmarking & Performance Analysis | Artificial Analysis](https://artificialanalysis.ai/benchmarks/hardware)
Curious if the Spark would see the same speedups I ran some tests myself and it's pretty impress... | 2025-12-23T08:54:35 | https://www.reddit.com/r/LocalLLaMA/comments/1ptp8lq/dgx_spark_and_batch_processing/ | Icy_Lack4585 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptp8lq | false | null | t3_1ptp8lq | /r/LocalLLaMA/comments/1ptp8lq/dgx_spark_and_batch_processing/ | false | false | 2 | null | |
Need some help deciding on a GPU for our company | 5 | We want to build a local chatbot that can go through our internal documents, is fine-tuned, can handle 1 or 2 concurrent prompts. We are thinking about using llama 3.1 8B but may wish to scale to a 70B model if the 8B model turns out to be insufficient. Tokens per second should be decent, i.e. users shouldn't have to w... | 2025-12-23T08:51:59 | https://www.reddit.com/r/LocalLLaMA/comments/1ptp73u/need_some_help_deciding_on_a_gpu_for_our_company/ | RobbertGone | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptp73u | false | null | t3_1ptp73u | /r/LocalLLaMA/comments/1ptp73u/need_some_help_deciding_on_a_gpu_for_our_company/ | false | false | self | 5 | null |
exllamav3 adds support for GLM 4.7 (and 4.6V, + Ministral & OLMO 3) | 46 | Lots of updates this month to exllamav3. Support added for [GLM 4.6V](https://github.com/turboderp-org/exllamav3/commit/4d4992a8b82ae13edf86db2bb19e2de1c522c054), [Ministral](https://github.com/turboderp-org/exllamav3/commit/9b75bc5f58a70cb0e73c45f0bcd7d5959e124aa4), and [OLMO 3](https://github.com/turboderp-org/exllam... | 2025-12-23T08:13:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ptom2s/exllamav3_adds_support_for_glm_47_and_46v/ | Unstable_Llama | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptom2s | false | null | t3_1ptom2s | /r/LocalLLaMA/comments/1ptom2s/exllamav3_adds_support_for_glm_47_and_46v/ | false | false | self | 46 | {'enabled': False, 'images': [{'id': '1-KXNDhLgWor6qVvzamlIzi0stV2OnGlI-S2JgP6F9w', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/1-KXNDhLgWor6qVvzamlIzi0stV2OnGlI-S2JgP6F9w.png?width=108&crop=smart&auto=webp&s=389f5b93569d8e650d24eab43e46468fdc9d2b93', 'width': 108}, {'height': 108, 'url': 'h... |
Unpopular Opinion: We don't need AGI, we just need reliable Context. | 0 | Despite the excitement surrounding AGI, attempting to develop a long-term agent today often results in immediate failure: **hallucinations and amnesia.**
Merely making models "smarter" (with more parameters) doesn't seem to change the reality that they are inherently **stateless**. They do not naturally comprehend tim... | 2025-12-23T07:43:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pto4yu/unpopular_opinion_we_dont_need_agi_we_just_need/ | kapil-alchemyst-ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pto4yu | false | null | t3_1pto4yu | /r/LocalLLaMA/comments/1pto4yu/unpopular_opinion_we_dont_need_agi_we_just_need/ | false | false | self | 0 | null |
LocalLLM feasibility | 0 | I am sure this has been discussed before but my head is spinning with the wealth of information online.
I am fairly new to the LocalLLM topic. I recently have been obsessed with Groks hyper realism and its ability to interpret text inputs to image generation. Also it text to video generation and its AI usage to make ... | 2025-12-23T07:41:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pto3gt/localllm_feasibility/ | Gheedren | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pto3gt | false | null | t3_1pto3gt | /r/LocalLLaMA/comments/1pto3gt/localllm_feasibility/ | false | false | nsfw | 0 | null |
what is a budget friendly setup to run GLM 4.7? | 6 | ideally less than $9k | 2025-12-23T07:39:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pto2h2/what_is_a_budget_friendly_setup_to_run_glm_47/ | Odd-Ordinary-5922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pto2h2 | false | null | t3_1pto2h2 | /r/LocalLLaMA/comments/1pto2h2/what_is_a_budget_friendly_setup_to_run_glm_47/ | false | false | self | 6 | null |
NyRAG: fully open-source, no-code library to build RAG applications | 0 | Excited to announce a new open-source library to build advanced RAG system in minutes: without writing a single line of code.
Introducing NyRAG (pronounced knee-RAG): an open-source tool that makes creating production-ready RAG applications incredibly simple.
✅ Crawl websites OR process docs (PDF, DOCX, MD)
✅ ... | 2025-12-23T07:21:01 | https://www.reddit.com/r/LocalLLaMA/comments/1ptnroe/nyrag_fully_opensource_nocode_library_to_build/ | abhi1thakur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptnroe | false | null | t3_1ptnroe | /r/LocalLLaMA/comments/1ptnroe/nyrag_fully_opensource_nocode_library_to_build/ | false | false | self | 0 | null |
The "Broken Promise" of AGI: Why your smart agent still has the memory of a goldfish. | 1 | [removed] | 2025-12-23T06:51:44 | https://www.reddit.com/r/LocalLLaMA/comments/1ptna7l/the_broken_promise_of_agi_why_your_smart_agent/ | kapil-alchemyst-ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptna7l | false | null | t3_1ptna7l | /r/LocalLLaMA/comments/1ptna7l/the_broken_promise_of_agi_why_your_smart_agent/ | false | false | self | 1 | null |
Best 10-25B SOTA (instruct only) LLMs? | 8 | Thx. | 2025-12-23T06:49:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ptn90v/best_1025b_sota_instruct_only_llms/ | Own-Potential-2308 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptn90v | false | null | t3_1ptn90v | /r/LocalLLaMA/comments/1ptn90v/best_1025b_sota_instruct_only_llms/ | false | false | self | 8 | null |
What AI apps are people in places like “Photoshop that” fb group using? | 0 | Can any of local models produce such quality pictures and videos? | 2025-12-23T06:39:18 | https://www.reddit.com/r/LocalLLaMA/comments/1ptn2r2/what_ai_apps_are_people_in_places_like_photoshop/ | FatFigFresh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptn2r2 | false | null | t3_1ptn2r2 | /r/LocalLLaMA/comments/1ptn2r2/what_ai_apps_are_people_in_places_like_photoshop/ | false | false | self | 0 | null |
Batch OCR: Dockerized PaddleOCR pipeline to convert thousands of PDFs into clean text (GPU/CPU, Windows + Linux) | 27 | Dear All,
I just open-sourced Batch OCR — a Dockerized, PaddleOCR-based pipeline for turning large collections of PDFs into clean text files. After testing many OCR/model options from Hugging Face, I settled on PaddleOCR for its speed and accuracy.
https://preview.redd.it/94wg0beyfw8g1.png?width=2740&format=png&aut... | 2025-12-23T06:39:03 | https://www.reddit.com/r/LocalLLaMA/comments/1ptn2lq/batch_ocr_dockerized_paddleocr_pipeline_to/ | QuanstScientist | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptn2lq | false | null | t3_1ptn2lq | /r/LocalLLaMA/comments/1ptn2lq/batch_ocr_dockerized_paddleocr_pipeline_to/ | false | false | 27 | {'enabled': False, 'images': [{'id': 'jtfq7WMsQ6MVADp_C19uPunr_Ib9UQe2B12piwoyxvY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/jtfq7WMsQ6MVADp_C19uPunr_Ib9UQe2B12piwoyxvY.png?width=108&crop=smart&auto=webp&s=334ec98ec4f9ac9fa9a92ea62fb531c022edaea5', 'width': 108}, {'height': 108, 'url': 'h... | |
[Career Advice/Success] From New Grad to Agentic AI Architect in 1.4 years at Accenture. Now looking for the next step. | 0 | Hey everyone,
I’m reaching a milestone of 1.4 years since I started my professional journey at Accenture. I came in during the peak of the Generative AI surge and was fortunate enough to be positioned as an **Agentic AI Architect/Dev**.
It’s been a steep learning curve, but I’ve been able to move past the "wrapper" p... | 2025-12-23T06:25:02 | https://www.reddit.com/r/LocalLLaMA/comments/1ptmu1g/career_advicesuccess_from_new_grad_to_agentic_ai/ | roshan_harry | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptmu1g | false | null | t3_1ptmu1g | /r/LocalLLaMA/comments/1ptmu1g/career_advicesuccess_from_new_grad_to_agentic_ai/ | false | false | self | 0 | null |
HLE - Countdown Retro Style | 4 | 2025-12-23T05:59:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ptmdvc/hle_countdown_retro_style/ | redlikeazebra | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptmdvc | false | null | t3_1ptmdvc | /r/LocalLLaMA/comments/1ptmdvc/hle_countdown_retro_style/ | false | false | 4 | null | ||
GLM 4.7 top the chart at Rank #6 in WebDev | 136 | [https://huggingface.co/zai-org/GLM-4.7](https://huggingface.co/zai-org/GLM-4.7) | 2025-12-23T05:43:37 | https://www.reddit.com/gallery/1ptm3n4 | GeLaMi-Speaker | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ptm3n4 | false | null | t3_1ptm3n4 | /r/LocalLLaMA/comments/1ptm3n4/glm_47_top_the_chart_at_rank_6_in_webdev/ | false | false | 136 | null | |
Is MiniMax M2 a worthy general-purpose model for its size? | 13 | Seems very competent for coding. There are some references around to it being used as a general-purpose model, but is it competitive in its size tier? (Mainly vs Qwen3-235B I suppose) | 2025-12-23T05:20:51 | https://www.reddit.com/r/LocalLLaMA/comments/1ptloq5/is_minimax_m2_a_worthy_generalpurpose_model_for/ | ForsookComparison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptloq5 | false | null | t3_1ptloq5 | /r/LocalLLaMA/comments/1ptloq5/is_minimax_m2_a_worthy_generalpurpose_model_for/ | false | false | self | 13 | null |
Clusters of Spare Junk | 1 | I've seen a lot of stuff about running Exo on Mac clusters to run huge models but has anyone tried using it to network random spare devices? I've got a number of old gaming laptops that have GPUs that are otherwise just sitting around. It's would be nice to pool together my desktop card and some older computers to be... | 2025-12-23T04:43:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ptkz7d/clusters_of_spare_junk/ | spudzo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptkz7d | false | null | t3_1ptkz7d | /r/LocalLLaMA/comments/1ptkz7d/clusters_of_spare_junk/ | false | false | self | 1 | null |
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