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Minimax Non Api Account Issue | 0 | Hey, I was wondering if any of you guys know, one of you guys must know someone on the Minimax team or be able to get a hold of them. I would love to use their chat models without, you know, having to use the API (which I already use) . However, I, and most likely a whole bunch of other users, tend to stay away from G... | 2025-12-28T20:34:07 | https://www.reddit.com/r/LocalLLaMA/comments/1py1pao/minimax_non_api_account_issue/ | ballshuffington | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1pao | false | null | t3_1py1pao | /r/LocalLLaMA/comments/1py1pao/minimax_non_api_account_issue/ | false | false | self | 0 | null |
Anyone been using local GLM-4.5-Air-IQ2_KL.gguf with Claude Code? | 6 | Has 5090 + 48gigs of ram, constantly usage of ram is about 15-20 gigs, so available memory for 2-3 bit quants. Any tips how to use it ? | 2025-12-28T20:32:25 | https://www.reddit.com/r/LocalLLaMA/comments/1py1nui/anyone_been_using_local_glm45airiq2_klgguf_with/ | xSNYPSx777 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1nui | false | null | t3_1py1nui | /r/LocalLLaMA/comments/1py1nui/anyone_been_using_local_glm45airiq2_klgguf_with/ | false | false | self | 6 | null |
GB10 / DGX Spark owners: is 128GB unified memory worth the slower token speed (on a max $4,000 budget)? | 0 | I’m a full‑stack web developer, very into “vibe coding” (building fast with AI), and I’m considering a GB10‑based box (DGX Spark / ASUS GX10) as my main “AI team” for web & SaaS projects. My maximum budget is $4,000, so I’m choosing between this and a strong RTX workstation / Mac Studio.
What I’m trying to understand ... | 2025-12-28T20:27:57 | https://www.reddit.com/r/LocalLLaMA/comments/1py1jx9/gb10_dgx_spark_owners_is_128gb_unified_memory/ | Soltan-007 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1jx9 | false | null | t3_1py1jx9 | /r/LocalLLaMA/comments/1py1jx9/gb10_dgx_spark_owners_is_128gb_unified_memory/ | false | false | self | 0 | null |
Best toolchain to use selfhosted LLMs inside IDE (classic or ai-cli tools)? | 1 | So I'm currently struggling to find a good and working toolchain between self-hosted LLMs and either an IDE or a cli tool like codex or opencode and also struggle with getting (some) open LLMs to work with that toolchain.
Current setup is hosting LLMs with ollama on a CPU-only environment which works fine for chat, al... | 2025-12-28T20:14:02 | https://www.reddit.com/r/LocalLLaMA/comments/1py17iw/best_toolchain_to_use_selfhosted_llms_inside_ide/ | Critical_Sherbet_766 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py17iw | false | null | t3_1py17iw | /r/LocalLLaMA/comments/1py17iw/best_toolchain_to_use_selfhosted_llms_inside_ide/ | false | false | self | 1 | null |
Looking for people running complex multi-agent setups - want to understand your pain points | 0 | Working on tooling for multi-agent orchestration. Before building, trying to understand how people actually work today.
If you're running 3+ agents that work together (especially across different frameworks) and would do a 15-min call to walk me through your setup, drop a comment or DM.
Not selling anything. Just lea... | 2025-12-28T20:07:55 | https://www.reddit.com/r/LocalLLaMA/comments/1py1215/looking_for_people_running_complex_multiagent/ | bumswagger | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py1215 | false | null | t3_1py1215 | /r/LocalLLaMA/comments/1py1215/looking_for_people_running_complex_multiagent/ | false | false | self | 0 | null |
BTRS Architecture: A New Approach to Zero-Hallucination | 1 | [removed] | 2025-12-28T19:27:34 | https://www.reddit.com/r/LocalLLaMA/comments/1py01bs/btrs_architecture_a_new_approach_to/ | Pulse_Logic_BTRS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1py01bs | false | null | t3_1py01bs | /r/LocalLLaMA/comments/1py01bs/btrs_architecture_a_new_approach_to/ | false | false | self | 1 | null |
BTRS Architecture: A New Approach to Zero-Hallucination | 1 | [removed] | 2025-12-28T19:25:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pxzz2m/btrs_architecture_a_new_approach_to/ | Pulse_Logic_BTRS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxzz2m | false | null | t3_1pxzz2m | /r/LocalLLaMA/comments/1pxzz2m/btrs_architecture_a_new_approach_to/ | false | false | self | 1 | null |
Anyone actually using ROCm on Windows with an AMD GPU? (RX 6700) | 1 | [removed] | 2025-12-28T18:59:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pxzbly/anyone_actually_using_rocm_on_windows_with_an_amd/ | NULLVOID187 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxzbly | false | null | t3_1pxzbly | /r/LocalLLaMA/comments/1pxzbly/anyone_actually_using_rocm_on_windows_with_an_amd/ | false | false | self | 1 | null |
Which coding tool with Minimax M2.1? | 4 | With llama.cpp and model loaded in vram (Q4 K M on 6x3090) it seems quite long with claude code. Which Minimax quant & coding agent/tool do you use and how is your experience (quality, speed)? | 2025-12-28T18:55:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pxz7uz/which_coding_tool_with_minimax_m21/ | Leflakk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxz7uz | false | null | t3_1pxz7uz | /r/LocalLLaMA/comments/1pxz7uz/which_coding_tool_with_minimax_m21/ | false | false | self | 4 | null |
Plamo3 (2B/8B/31B) support has been merged into llama.cpp | 40 | PLaMo 3 NICT 31B Base is a 31B model pre-trained on English and Japanese datasets, developed by Preferred Networks, Inc. collaborative with National Institute of Information and Communications Technology, NICT.
PLaMo 3 NICT models adapt a hybrid architecture with Sliding Window Attention (SWA) and Traditional Attetnti... | 2025-12-28T18:55:09 | https://github.com/ggml-org/llama.cpp/pull/17304 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pxz7f0 | false | null | t3_1pxz7f0 | /r/LocalLLaMA/comments/1pxz7f0/plamo3_2b8b31b_support_has_been_merged_into/ | false | false | default | 40 | {'enabled': False, 'images': [{'id': 'addr5Q-exN6mOW2m8NxyWDisrtP7qSIOjIojUWESLhw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/addr5Q-exN6mOW2m8NxyWDisrtP7qSIOjIojUWESLhw.png?width=108&crop=smart&auto=webp&s=5528c6e5e5a25fdd53dbe056fbdbb93ca2c9d9c5', 'width': 108}, {'height': 108, 'url': 'h... |
BTRS - Babylon Tower Reasoning System | 0 | # BTRS: Babylon Tower Reasoning System
## A Layered Architecture for Zero-Hallucination Knowledge Representation
**Full Name:** Babylon Tower Reasoning System
**Acronym:** BTRS (pronounced "bee-tee-are-ess")
**Metaphor:** Like the Tower of Babel reaching toward ultimate knowledge, BTRS builds upward through rings ... | 2025-12-28T18:54:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pxz6f2/btrs_babylon_tower_reasoning_system/ | Pulse_Logic_BTRS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxz6f2 | false | null | t3_1pxz6f2 | /r/LocalLLaMA/comments/1pxz6f2/btrs_babylon_tower_reasoning_system/ | false | false | self | 0 | null |
4 x 5070 Ti dual slot in one build? | 1 | I was looking at the Inno3d X3 RTX 5070 Ti two slot design, and wondering if it would be possible to stack 4 of them into one well ventilated case and if temps are going to be ok?
I'm not looking to run models in tensor parallel, running individual models on each card like ASR, embedding, rerankers and OCR pipeline, s... | 2025-12-28T18:52:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pxz4mb/4_x_5070_ti_dual_slot_in_one_build/ | Mr_Moonsilver | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxz4mb | false | null | t3_1pxz4mb | /r/LocalLLaMA/comments/1pxz4mb/4_x_5070_ti_dual_slot_in_one_build/ | false | false | self | 1 | null |
Developers who use ai, what are your standard tools/libraries? | 7 | Interested to hear if what frameworks and libs people are actually using and for what.
Things like vercel ai sdk or BAML or lang chain etc, not models or model running tools | 2025-12-28T18:52:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pxz4im/developers_who_use_ai_what_are_your_standard/ | MumeiNoName | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxz4im | false | null | t3_1pxz4im | /r/LocalLLaMA/comments/1pxz4im/developers_who_use_ai_what_are_your_standard/ | false | false | self | 7 | null |
original KEFv3.2 link, v4.1 with mutation parameter , test it , puplic domain, freeware | 0 | [https://github.com/frameworkerE/KEF](https://github.com/frameworkerE/KEF) | 2025-12-28T18:48:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pxz0xm/original_kefv32_link_v41_with_mutation_parameter/ | Scared_Flower_8956 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxz0xm | false | null | t3_1pxz0xm | /r/LocalLLaMA/comments/1pxz0xm/original_kefv32_link_v41_with_mutation_parameter/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'ORnSNN563w-ePXA95DXDf6Rp0s27dNWcmDDFy-nWEjE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ORnSNN563w-ePXA95DXDf6Rp0s27dNWcmDDFy-nWEjE.png?width=108&crop=smart&auto=webp&s=993a6e4fe40859756584a2a803141f6b1307363d', 'width': 108}, {'height': 108, 'url': 'h... |
Forcing ROCm on Windows with AMD RX 6700 — what actually works in 2025? | 1 | [removed] | 2025-12-28T18:32:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pxymdv/forcing_rocm_on_windows_with_amd_rx_6700_what/ | NULLVOID187 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxymdv | false | null | t3_1pxymdv | /r/LocalLLaMA/comments/1pxymdv/forcing_rocm_on_windows_with_amd_rx_6700_what/ | false | false | self | 1 | null |
Comparison: KEFv3.2/v4.1 vs. OpenAI o3 (as of December 2025) :-) | 0 | KEF (your custom Context-Exploration-Questions framework) and OpenAI o3 are both designed to improve reasoning and reduce hallucinations — but they operate on very different levels.
# Key Similarities
* Both use **self-reflection** and iterative thinking:
* KEF: Internal A–F analysis, generate 3 plausible answers,... | 2025-12-28T18:27:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pxyhro/comparison_kefv32v41_vs_openai_o3_as_of_december/ | Scared_Flower_8956 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxyhro | false | null | t3_1pxyhro | /r/LocalLLaMA/comments/1pxyhro/comparison_kefv32v41_vs_openai_o3_as_of_december/ | false | false | self | 0 | null |
Can someone run this startup validation prompt through LLM Council (Karpathy's implementation)? Urgently need insights | 0 | Hey folks,
I'm working on a real-world project and I want to sanity-check it using Karpathy’s LLM Council (GitHub version). Unfortunately, I’m unable to run it myself right now. I’d deeply appreciate it if anyone could run the following prompt through the LLM Council and paste the results here. It’s urgent and import... | 2025-12-28T18:24:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pxyfbu/can_someone_run_this_startup_validation_prompt/ | Chamar_Lover | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxyfbu | false | null | t3_1pxyfbu | /r/LocalLLaMA/comments/1pxyfbu/can_someone_run_this_startup_validation_prompt/ | false | false | self | 0 | null |
I learned basic llm libraried, some rag, and fine-tuning techniques, whats next? | 0 | Some libs like openai api, and i use it for other urls too, some rag techniques with chroma faiss and qdrant, snd alittle finetuning.
Whats next, should i learn agentic ai?, n8n? Should i go no /low code, or. Code heavy? Or is there another path i am not aware of? | 2025-12-28T18:19:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pxyall/i_learned_basic_llm_libraried_some_rag_and/ | Beyond_Birthday_13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxyall | false | null | t3_1pxyall | /r/LocalLLaMA/comments/1pxyall/i_learned_basic_llm_libraried_some_rag_and/ | false | false | self | 0 | null |
Can someone run this startup validation prompt through LLM Council (Karpathy's implementation)? Urgently need insights | 0 | Hey folks,
I'm working on a real-world project and I want to sanity-check it using Karpathy’s LLM Council (GitHub version). Unfortunately, I’m unable to run it myself right now. I’d deeply appreciate it if anyone could run the following prompt through the LLM Council and paste the results here. It’s urgent and import... | 2025-12-28T18:17:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pxy8tz/can_someone_run_this_startup_validation_prompt/ | Chamar_Lover | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxy8tz | false | null | t3_1pxy8tz | /r/LocalLLaMA/comments/1pxy8tz/can_someone_run_this_startup_validation_prompt/ | false | false | self | 0 | null |
Which are the best coding + tooling agent models for vLLM for 128GB memory? | 18 | I feel a lot of the coding models jump from ~30B class to ~120B to >200B. Is there anything ~100B and a bit under that performs well?
Or are ~120B models ok with GGUF or AWQ compression (or maybe 16 FP or Q8_K_XL?)?
Bonus question -- generally if the models are about the same or heavier than the RAM in terms of stora... | 2025-12-28T18:02:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pxxuib/which_are_the_best_coding_tooling_agent_models/ | jinnyjuice | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxxuib | false | null | t3_1pxxuib | /r/LocalLLaMA/comments/1pxxuib/which_are_the_best_coding_tooling_agent_models/ | false | false | self | 18 | null |
Local text to speech in your browser | 14 | The audio quality is much better on Desktop devices using Safari or Chrome compared to Android and iOS.
**On first use it can download up to 300MB into your borwser storage, but does it only once.**
[https://desktop.with.audio/reader/new](https://desktop.with.audio/reader/new)
It also works very well with Github re... | 2025-12-28T17:59:52 | https://v.redd.it/87e5y2yhhz9g1 | s3rgio0 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxxs46 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/87e5y2yhhz9g1/DASHPlaylist.mpd?a=1769536804%2CNTJkNDc1MGJhZDhmYzBjM2JlYWY5N2NiOTRlMGNmZmViNTc2ODc2YWU1NGMwNDdmMTM2YmI2ZDdhYjcxNTY2Mw%3D%3D&v=1&f=sd', 'duration': 42, 'fallback_url': 'https://v.redd.it/87e5y2yhhz9g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pxxs46 | /r/LocalLLaMA/comments/1pxxs46/local_text_to_speech_in_your_browser/ | false | false | 14 | {'enabled': False, 'images': [{'id': 'MTJxeDRoeWhoejlnMeaSxd9Clcsv5yxjX3jxtAIOssFrOjLFHIM2LHVFh0Aq', 'resolutions': [{'height': 95, 'url': 'https://external-preview.redd.it/MTJxeDRoeWhoejlnMeaSxd9Clcsv5yxjX3jxtAIOssFrOjLFHIM2LHVFh0Aq.png?width=108&crop=smart&format=pjpg&auto=webp&s=0ca22f43b372a84428aa87f19e70c617f3d2b... | |
best uncensored/abliterated local LLM x1 rtx 5090 | 0 | Hi guys, just wanted some guidance on the best uncensored llm that i can try out with my rtx 5090.
Please share :) | 2025-12-28T17:32:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pxx2na/best_uncensoredabliterated_local_llm_x1_rtx_5090/ | Kooky-Paper-4418 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxx2na | false | null | t3_1pxx2na | /r/LocalLLaMA/comments/1pxx2na/best_uncensoredabliterated_local_llm_x1_rtx_5090/ | false | false | self | 0 | null |
Seeking feedback on a new security tool approach I have developed | 0 | Give it a try and let me know if you can break it
git clone https://github.com/rom-mvp/vigil.git
cd vigil
docker compose up --build -d
docker compose exec vigil python3 generate_api_key.py
| 2025-12-28T17:06:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pxwfej/seeking_feedback_on_a_new_security_tool_approach/ | Fantastic-Issue1020 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxwfej | false | null | t3_1pxwfej | /r/LocalLLaMA/comments/1pxwfej/seeking_feedback_on_a_new_security_tool_approach/ | false | false | self | 0 | null |
Anyone running 4x RTX Pro 6000s stacked directly on top of each other? | 5 | 2025-12-28T16:37:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pxvp4t/anyone_running_4x_rtx_pro_6000s_stacked_directly/ | Comfortable-Plate467 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxvp4t | false | null | t3_1pxvp4t | /r/LocalLLaMA/comments/1pxvp4t/anyone_running_4x_rtx_pro_6000s_stacked_directly/ | false | false | 5 | null | ||
Why is GLM 4.6 "lobotomized" on the official API but a total beast on Venice.ai? | 0 | Yo everyone,
I’ve been playing around with **GLM-4.6** lately and noticed something wild about the "safety" layers.
If you use the official Zhipu AI chat or their direct API, the model is basically a digital nun. It’s heavily censored, refuses even mildly "edgy" prompts, and hits you with that standard "I cannot fulf... | 2025-12-28T16:32:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pxvkkj/why_is_glm_46_lobotomized_on_the_official_api_but/ | FollowingFresh6411 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxvkkj | false | null | t3_1pxvkkj | /r/LocalLLaMA/comments/1pxvkkj/why_is_glm_46_lobotomized_on_the_official_api_but/ | false | false | self | 0 | null |
Gen 3D with local llm | 2 | I've been working on an exciting project that pushes open source llm like LLaMA 3.1 into new territory: generating 3D furniture models. The goal was to see if LLaMA could move beyond text and learn to create complex 3D mesh structures.
The key challenge was handling the complexity of furniture geometry. Unlike simple ... | 2025-12-28T16:24:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pxvcys/gen_3d_with_local_llm/ | mukhayy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxvcys | false | null | t3_1pxvcys | /r/LocalLLaMA/comments/1pxvcys/gen_3d_with_local_llm/ | false | false | self | 2 | null |
Llms for local use on rtx5080? | 0 | Hi, so i recently bought rtx 5080 and i really want to use it at its full potential, i already tried qwen 8/14B, nemotron3 14B, mistral reasoning 14B, gpt oss 20B.
What other models i should use which are good at tool calling and with some good context window like 32K+ | 2025-12-28T16:14:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pxv4tb/llms_for_local_use_on_rtx5080/ | Fabulous-Courage819 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxv4tb | false | null | t3_1pxv4tb | /r/LocalLLaMA/comments/1pxv4tb/llms_for_local_use_on_rtx5080/ | false | false | self | 0 | null |
Help RTX 5090 + llama.cpp crashes after 2-3 inferences (VFIO passthrough, SM120 CUDA) | 0 | Has anyone successfully run llama.cpp with an RTX 5090 (Blackwell, SM120) in a VFIO passthrough setup?
**My Setup:**
* Host: Minisforum BD795M (Ryzen 9 7945HX)
* GPU: RTX 5090 32GB (VFIO passthrough to Linux VM)
* Guest: Ubuntu 24.04
* Driver: 580.95
* llama.cpp: Built with CUDA\_ARCH=120a / Tried VLLM also
* Model: ... | 2025-12-28T16:10:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pxv14g/help_rtx_5090_llamacpp_crashes_after_23/ | Think_Illustrator188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxv14g | false | null | t3_1pxv14g | /r/LocalLLaMA/comments/1pxv14g/help_rtx_5090_llamacpp_crashes_after_23/ | false | false | self | 0 | null |
Build a Local Voice Agent Using LangChain, Ollama & OpenAI Whisper | 3 | 2025-12-28T16:05:53 | https://www.youtube.com/watch?v=cR7sn30Zf2M&list=PLp01ObP3udmq2quR-RfrX4zNut_t_kNot&index=26 | Special_Community179 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1pxuwmq | false | {'oembed': {'author_name': 'Nariman Codes', 'author_url': 'https://www.youtube.com/@NarimanCodes', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/cR7sn30Zf2M?list=PLp01ObP3udmq2quR-RfrX4zNut_t_kNot" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-m... | t3_1pxuwmq | /r/LocalLLaMA/comments/1pxuwmq/build_a_local_voice_agent_using_langchain_ollama/ | false | false | default | 3 | {'enabled': False, 'images': [{'id': 'rOV8uXJSIWQqpZnYOiiGx4GHFiZfar0sn8cPi-82PQM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/rOV8uXJSIWQqpZnYOiiGx4GHFiZfar0sn8cPi-82PQM.jpeg?width=108&crop=smart&auto=webp&s=477b67a6f3097bcf5ff3f2e35d3858624b5f2e89', 'width': 108}, {'height': 162, 'url': '... | |
Fix for Nvidia Nemotron Nano 3's forced thinking – now it can be toggled on and off! | 29 | Hi, everyone,
if you downloaded NVidia Nemotron 3, you are probably aware that the instruction 'detailed thinking off' doesn't work. This is because the automatic Jinja template on Lmstudio has a bug that forces thinking.
However, I'm postining a workaround here: this template has a bugfix which makes thinking on by ... | 2025-12-28T15:51:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pxuk38/fix_for_nvidia_nemotron_nano_3s_forced_thinking/ | Substantial_Swan_144 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxuk38 | false | null | t3_1pxuk38 | /r/LocalLLaMA/comments/1pxuk38/fix_for_nvidia_nemotron_nano_3s_forced_thinking/ | false | false | self | 29 | null |
Which is the best embedding model for production use? | 36 | I've done my research for embedding models for a critical production job. I've read a lot about bge m3 since I can't use a closed source model like text emmedings 3 or something properitry I'm seeking your experience working with these open source models.
To put it simply, which one of these works the best in produ... | 2025-12-28T15:24:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pxtwn2/which_is_the_best_embedding_model_for_production/ | Hari-Prasad-12 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxtwn2 | false | null | t3_1pxtwn2 | /r/LocalLLaMA/comments/1pxtwn2/which_is_the_best_embedding_model_for_production/ | false | false | self | 36 | null |
[Project] Simplified CUDA Setup & Python Bindings for Llama.cpp: No more "struggling" with Ubuntu + CUDA configs! | 1 | Hi r/LocalLLaMA!
I’ve been working on a couple of tools to make the local LLM experience on Linux much smoother, specifically targeting the common "headaches" we all face with CUDA drivers and `llama.cpp` integration.
**1. Ubuntu-Cuda-Llama.cpp-Executable** This is a streamlined approach to getting `llama.cpp` runnin... | 2025-12-28T14:37:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pxssyc/project_simplified_cuda_setup_python_bindings_for/ | waqasm86 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxssyc | false | null | t3_1pxssyc | /r/LocalLLaMA/comments/1pxssyc/project_simplified_cuda_setup_python_bindings_for/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'NZW0QLzwtzlLogIJxCWqj-fb9g3FnLrhLdyT5BwZfcQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/NZW0QLzwtzlLogIJxCWqj-fb9g3FnLrhLdyT5BwZfcQ.png?width=108&crop=smart&auto=webp&s=2f7d5061f8e7a3e571884262bdde4dcca07152e6', 'width': 108}, {'height': 108, 'url': 'h... |
Senator in Tennessee introduces bill to felonize making AI "act as a companion" or "mirror human interactions" | 264 | Call [(202) 224-3121](tel:(202) 224-3121) for the Capitol switchboard to contact anyone, or use her website:
[https://wapp.capitol.tn.gov/apps/legislatorinfo/member.aspx?district=s6](https://wapp.capitol.tn.gov/apps/legislatorinfo/member.aspx?district=s6)
The bill:
[https://legiscan.com/TN/bill/SB1493/2025](https:... | 2025-12-28T14:35:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pxss0m/senator_in_tennessee_introduces_bill_to_felonize/ | CanineAssBandit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxss0m | false | null | t3_1pxss0m | /r/LocalLLaMA/comments/1pxss0m/senator_in_tennessee_introduces_bill_to_felonize/ | false | false | self | 264 | null |
XiaomiMiMo/MiMo-V2-Flash Under-rated? | 22 | XiaomiMiMo/MiMo-V2-Flash has 310B param and top benches.
Seems to compete well with KimiK2Thinking, GLM4.7, MinimaxM2.1, Deepseek3.2
What do you think of this model?
Any use-cases welcome but particularly math, coding and agentic | 2025-12-28T14:17:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pxsdnm/xiaomimimomimov2flash_underrated/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxsdnm | false | null | t3_1pxsdnm | /r/LocalLLaMA/comments/1pxsdnm/xiaomimimomimov2flash_underrated/ | false | false | self | 22 | null |
I got my first ever whitepaper published | 76 | I got my first whitepaper published on zenodo.
Since I do not have endorsement for arXiv so I just published my paper on zenodo.
If you want to check my paper and repo, I'm attaching links in the comment box.
If you can help me with endorsement then I can publish my paper on arXiv🙇 | 2025-12-28T14:13:45 | Moist_Landscape289 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxsb0e | false | null | t3_1pxsb0e | /r/LocalLLaMA/comments/1pxsb0e/i_got_my_first_ever_whitepaper_published/ | false | false | default | 76 | {'enabled': True, 'images': [{'id': '4074g3imdy9g1', 'resolutions': [{'height': 99, 'url': 'https://preview.redd.it/4074g3imdy9g1.png?width=108&crop=smart&auto=webp&s=7771c5a0435310a29d0c289fbc039e097ac7db60', 'width': 108}, {'height': 198, 'url': 'https://preview.redd.it/4074g3imdy9g1.png?width=216&crop=smart&auto=web... | |
What's a good small model for generating tags from text content? | 4 | I'm using Karakeep which is a bookmark system for links. They offer using Ollama/Open Router/OpenAI for auto generating tag.
First of all, are tiny models capable of doing this task? By tiny I mean maybe 200m, 500m. If not, what could be the best smallest option? I'm currently using Mistral 7b, it's not the best, but ... | 2025-12-28T14:05:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pxs4us/whats_a_good_small_model_for_generating_tags_from/ | ghulamalchik | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxs4us | false | null | t3_1pxs4us | /r/LocalLLaMA/comments/1pxs4us/whats_a_good_small_model_for_generating_tags_from/ | false | false | self | 4 | null |
Z.AI is providing 431.1 tokens/sec on OpenRouter !! | 21 | 2025-12-28T13:53:10 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxrv2x | false | null | t3_1pxrv2x | /r/LocalLLaMA/comments/1pxrv2x/zai_is_providing_4311_tokenssec_on_openrouter/ | false | false | default | 21 | {'enabled': True, 'images': [{'id': 'jaf9firk9y9g1', 'resolutions': [{'height': 66, 'url': 'https://preview.redd.it/jaf9firk9y9g1.jpeg?width=108&crop=smart&auto=webp&s=2b2d2b4c99e36243ccde18fdbcdb1effba380d98', 'width': 108}, {'height': 133, 'url': 'https://preview.redd.it/jaf9firk9y9g1.jpeg?width=216&crop=smart&auto=w... | ||
[Research/Showcase] Beyond Text Prediction: Observing 120B+ Scale "Phase Shift" and Autonomous Structural Decoding via Hand-off Engine | 1 | [removed] | 2025-12-28T13:47:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pxrqu3/researchshowcase_beyond_text_prediction_observing/ | Consistent_Tie5875 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxrqu3 | false | null | t3_1pxrqu3 | /r/LocalLLaMA/comments/1pxrqu3/researchshowcase_beyond_text_prediction_observing/ | false | false | self | 1 | null |
TIA: Multi-Agent LLM System in a Chat Room | 1 | **Live demo**
: https://tensegrity.it/chat/ (or any XMPP client)
**Code**
: https://github.com/danja/tia
Built an experimental multi-agent system where different LLMs collaborate in XMPP chat rooms. Agents can debate approaches, swap reasoning strategies at runtime, and adapt their roles based ... | 2025-12-28T13:42:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pxrn9v/tia_multiagent_llm_system_in_a_chat_room/ | danja | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxrn9v | false | null | t3_1pxrn9v | /r/LocalLLaMA/comments/1pxrn9v/tia_multiagent_llm_system_in_a_chat_room/ | false | false | self | 1 | null |
Please help me upgrade from 2x3090 to 4x3090 | 1 | [removed] | 2025-12-28T13:28:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pxrd17/please_help_me_upgrade_from_2x3090_to_4x3090/ | Wiperblade-1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxrd17 | false | null | t3_1pxrd17 | /r/LocalLLaMA/comments/1pxrd17/please_help_me_upgrade_from_2x3090_to_4x3090/ | false | false | self | 1 | null |
Looking for a specific Fine-tune/Paper: Model that mastered "Analog Clocks" and "Exact Counting" | 3 | Hi everyone,
I’m trying to track down a specific research project or model release I saw recently (a few weeks ago). It featured a developer (or research team) who successfully fine-tuned an image generation model to solve two classic "AI fails":
1) Correct Time on Analog Clocks: The model could represent specific, r... | 2025-12-28T13:20:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pxr6sl/looking_for_a_specific_finetunepaper_model_that/ | hyperschlauer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxr6sl | false | null | t3_1pxr6sl | /r/LocalLLaMA/comments/1pxr6sl/looking_for_a_specific_finetunepaper_model_that/ | false | false | self | 3 | null |
Scam or not? | 0 | eBay seller in China selling RTX Pro 6000 for $2400 - they mention it is a fully functional and 100% working GPU.
Worth the risk to see if it's real? These GPUs normally sell for over $8000 new | 2025-12-28T13:18:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pxr5tg/scam_or_not/ | Open-Dragonfruit-007 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxr5tg | false | null | t3_1pxr5tg | /r/LocalLLaMA/comments/1pxr5tg/scam_or_not/ | false | false | self | 0 | null |
MCP servers are hard to debug and impossible to test, so I built Syrin | 3 | Hey everyone,
I’ve been building MCP servers and kept running into the same issues:
* No visibility into why an LLM picked a tool
* Tool calls looping or failing silently
* No deterministic way to test MCP behaviour
So I built **Syrin,** a local-first **CLI debugger and test runner for MCP servers**.
**What it ... | 2025-12-28T13:16:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pxr47l/mcp_servers_are_hard_to_debug_and_impossible_to/ | hack_the_developer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxr47l | false | null | t3_1pxr47l | /r/LocalLLaMA/comments/1pxr47l/mcp_servers_are_hard_to_debug_and_impossible_to/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'G_LR_YPYeyu-5Zesv19Y48YoPVvgA6aWew_XDRRBZmY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/G_LR_YPYeyu-5Zesv19Y48YoPVvgA6aWew_XDRRBZmY.png?width=108&crop=smart&auto=webp&s=f827aab42a53528d906d423f3f3e39f9530f5bbb', 'width': 108}, {'height': 108, 'url': 'h... |
Lost in my own glow | 0 | 2025-12-28T12:48:29 | CatalinaForbes85 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxql0c | false | null | t3_1pxql0c | /r/LocalLLaMA/comments/1pxql0c/lost_in_my_own_glow/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '9ddeq0xbyx9g1', 'resolutions': [{'height': 157, 'url': 'https://preview.redd.it/9ddeq0xbyx9g1.png?width=108&crop=smart&auto=webp&s=1d5cdedd81d7fd543f7c7e1f0c9dc949991a473a', 'width': 108}, {'height': 314, 'url': 'https://preview.redd.it/9ddeq0xbyx9g1.png?width=216&crop=smart&auto=we... | ||
Sunshine mixed with a little sass | 0 | 2025-12-28T12:38:41 | KristinLeblanc88 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxqeo1 | false | null | t3_1pxqeo1 | /r/LocalLLaMA/comments/1pxqeo1/sunshine_mixed_with_a_little_sass/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'zJ67skThzViUYj36GwXy6Fvu8cXougjBFDkI7V_7BVs', 'resolutions': [{'height': 157, 'url': 'https://preview.redd.it/7hjp63qowx9g1.png?width=108&crop=smart&auto=webp&s=b3895dba760a63d5b824f793b651c19782088b2f', 'width': 108}, {'height': 314, 'url': 'https://preview.redd.it/7hjp63qowx9g1.pn... | |||
Uh, has anyone seen PR #10305 on TensorRT-LLM? | 6 | [Feat/aether sparse attention by teerthsharma · Pull Request #10305 · NVIDIA/TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM/pull/10305)
it’s titled: **"Implementation of AETHER-X: Adaptive POVM Kernels for 4.9x Inference Speedup."**
I clicked it expecting some readme typo fix or maybe a 2% gain from quantiza... | 2025-12-28T12:33:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pxqbk4/uh_has_anyone_seen_pr_10305_on_tensorrtllm/ | melowdramtic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxqbk4 | false | null | t3_1pxqbk4 | /r/LocalLLaMA/comments/1pxqbk4/uh_has_anyone_seen_pr_10305_on_tensorrtllm/ | false | false | self | 6 | null |
Title | 0 | I’ve noticed a lot of people claiming that this model isn't very good, but in my experience, it performs much better than others. I saw one user have GLM write some tests and claim that MiniMax was superior.
In my usage, I’ve found MiniMax to be a 'bloated' model that hallucinates more often than it works. It tends to... | 2025-12-28T11:33:53 | Z_daybrker426 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxpana | false | null | t3_1pxpana | /r/LocalLLaMA/comments/1pxpana/title/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'nwfjrbd6lx9g1', 'resolutions': [{'height': 90, 'url': 'https://preview.redd.it/nwfjrbd6lx9g1.jpeg?width=108&crop=smart&auto=webp&s=b673c3dbbc3cea96ceef37851f92b0359a9e8cb6', 'width': 108}, {'height': 181, 'url': 'https://preview.redd.it/nwfjrbd6lx9g1.jpeg?width=216&crop=smart&auto=w... | |
Seeking advice from developers building apps with ML/DL integration | 6 | Hi everyone,
I am planning to build apps and websites that solve real-world problems. My goal is not just to create normal CRUD or UI-focused apps, but also to gradually integrate my own machine learning and deep learning models into these products and services.
I’ve been experimenting with AI-assisted development to... | 2025-12-28T11:32:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pxp9rg/seeking_advice_from_developers_building_apps_with/ | hemahariharansamson | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxp9rg | false | null | t3_1pxp9rg | /r/LocalLLaMA/comments/1pxp9rg/seeking_advice_from_developers_building_apps_with/ | false | false | self | 6 | null |
The DYNAMIC Revolution is here. 3.09B parameters, beating Claude 4.5 in coding. 100% Local. | 0 | 2025-12-28T10:51:31 | djjovi | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxolpc | false | null | t3_1pxolpc | /r/LocalLLaMA/comments/1pxolpc/the_dynamic_revolution_is_here_309b_parameters/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'f2g1m1w2dx9g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/f2g1m1w2dx9g1.png?width=108&crop=smart&auto=webp&s=dcaa34bfdf293dcdfa16b716056635d1e170aca1', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/f2g1m1w2dx9g1.png?width=216&crop=smart&auto=web... | ||
What I learned wiring observability (OpenTelemetry) tracing into Vercel AI SDK routes | 0 | Hot take after fighting with it: tracing can make the story more messy at first.
I expected “turn it on and get clarity”. What I actually got was a big tree of spans with names I didn’t recognize, a bunch of framework noise, and it wasn’t obvious which parts mattered for my agent routes.
The two things that made it u... | 2025-12-28T10:35:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pxocm3/what_i_learned_wiring_observability_opentelemetry/ | Main-Fisherman-2075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxocm3 | false | null | t3_1pxocm3 | /r/LocalLLaMA/comments/1pxocm3/what_i_learned_wiring_observability_opentelemetry/ | false | false | self | 0 | null |
What non-Asian based models do you recommend at the end of 2025? | 25 | \## Background:
1. Building agentic stuff so tool calling has to be good (gpt oss has been the most reliable one in my, admittedly anecdotal, experience)
2. Work with and do work for certain organizations where I can’t:
\- Use frontier models (or any hosted models for that matter)
\- Use models released by Chinese,... | 2025-12-28T10:31:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pxo9y5/what_nonasian_based_models_do_you_recommend_at/ | thealliane96 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxo9y5 | false | null | t3_1pxo9y5 | /r/LocalLLaMA/comments/1pxo9y5/what_nonasian_based_models_do_you_recommend_at/ | false | false | self | 25 | null |
Llama.cpp (or lmstudio) in LXC (proxmox) on 395 (framework desktop) | 1 | Does anyone know if this works?
I see:
* llama.cpp works in LXC
* llama.cpp works in LXC using Nvidia/CUDA
* llama.cpp works on AMD 395 (there's a whole thread about vulcan vs rcom which I'm still reading upon)
But I don't see threads/content about them working in this specific combination in the title (and my years... | 2025-12-28T10:29:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pxo97r/llamacpp_or_lmstudio_in_lxc_proxmox_on_395/ | El_90 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxo97r | false | null | t3_1pxo97r | /r/LocalLLaMA/comments/1pxo97r/llamacpp_or_lmstudio_in_lxc_proxmox_on_395/ | false | false | self | 1 | null |
Is 100% on-device AI for Enterprise actually ready? Technical feedback needed after Investor Pitch | 1 | [removed] | 2025-12-28T10:20:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pxo434/is_100_ondevice_ai_for_enterprise_actually_ready/ | Global_Birthday_1948 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxo434 | false | null | t3_1pxo434 | /r/LocalLLaMA/comments/1pxo434/is_100_ondevice_ai_for_enterprise_actually_ready/ | false | false | self | 1 | null |
Glm 4.5 air REAP on rtx 3060 | 0 | Guys i have an rtx 3060 12gb, ryzen 7 5700x and 32gb ddr4 ram. Can i run glm 4.5 air reap on it? This model has 82b total parameters and 12b active per token | 2025-12-28T09:45:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pxnk18/glm_45_air_reap_on_rtx_3060/ | Worried_Goat_8604 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxnk18 | false | null | t3_1pxnk18 | /r/LocalLLaMA/comments/1pxnk18/glm_45_air_reap_on_rtx_3060/ | false | false | self | 0 | null |
too cheap to be true? | 0 | not sure, but is this legit despite the insane delivery time? | 2025-12-28T09:44:44 | Karnemelk | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxnjts | false | null | t3_1pxnjts | /r/LocalLLaMA/comments/1pxnjts/too_cheap_to_be_true/ | false | false | 0 | {'enabled': True, 'images': [{'id': '2HfXWi9LQMwC4J7kZ0SaQBiTQ2mnvoSVylCaXFTQetI', 'resolutions': [{'height': 176, 'url': 'https://preview.redd.it/mhntw2dp1x9g1.jpeg?width=108&crop=smart&auto=webp&s=9c557b8ba818b499dd43e7b20988e7cdd0a2e674', 'width': 108}, {'height': 353, 'url': 'https://preview.redd.it/mhntw2dp1x9g1.j... | ||
Reasoning/Tool call Models for STT(Parakeet) -> LLM -> TTS on single 3090 w/ 64gb ram | 1 | Hey folks, first post here and newbie to getting local models running. I'm trying to decide what model might work best for personal assistant style tasks and conversation. Hardware we have a 3090, 64gb ddr4 and a 5700x3d
My main goal is orchestrating tool calls to my VPS, as well as general conversation tasks. I'... | 2025-12-28T09:08:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pxmzvl/reasoningtool_call_models_for_sttparakeet_llm_tts/ | Phlares | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxmzvl | false | null | t3_1pxmzvl | /r/LocalLLaMA/comments/1pxmzvl/reasoningtool_call_models_for_sttparakeet_llm_tts/ | false | false | self | 1 | null |
What are the new approach on the multi modal RAG currently? | 3 | **What are the new approach on the multi modal RAG currently?**
What are the new approach on the multi modal RAG currently? That includes Images, Audio, Videos and Texts.
| 2025-12-28T08:56:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pxmt38/what_are_the_new_approach_on_the_multi_modal_rag/ | ExchangePersonal1384 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxmt38 | false | null | t3_1pxmt38 | /r/LocalLLaMA/comments/1pxmt38/what_are_the_new_approach_on_the_multi_modal_rag/ | false | false | self | 3 | null |
Surprised you can run SOTA models on 10+ year old (cheap) workstation with usable tps, no need to break the bank. | 0 | The setup is llama-swap / llama.cpp running in a VM with a physical CPU (E5-2673 v4, 40core) pinned and 128GB RAM, dual RTX 3090 and a NVMe disks with pcie passthrough.
The workstation is old Dell T7910.
Models are:
MiniMax-M2.1-UD-Q5\_K\_XL - 7.9 tps
Qwen3-235B-A22B-Thinking-2507-UD-Q4\_K\_XL - 6.1 tps
GLM-4.7-... | 2025-12-28T08:20:55 | ChopSticksPlease | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pxm9j5 | false | null | t3_1pxm9j5 | /r/LocalLLaMA/comments/1pxm9j5/surprised_you_can_run_sota_models_on_10_year_old/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'HIZyQGeRV-S36VncZr55TPkC08abkx13qGakVGrT11s', 'resolutions': [{'height': 35, 'url': 'https://preview.redd.it/04jfex8clw9g1.png?width=108&crop=smart&auto=webp&s=ec48fc973e0b937be733062722f1f178732506cd', 'width': 108}, {'height': 71, 'url': 'https://preview.redd.it/04jfex8clw9g1.png?... | ||
Unsloth GLM-4.7-GGUF? | 35 | Hey all! I’m really excited to test out GLM-4.7 and I’ve been specifically waiting for Unsloth’s quants because they always cook!
Well, I’m a little confused.
Which is “technically” better? I mean higher average bits? Less lossy.
Q3_K_M @ 171GB vs Q3_K_XL @ 159GB?
I have 48GB VRAM + 128GB DDR4 = 176GB absolute max... | 2025-12-28T08:08:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pxm29c/unsloth_glm47gguf/ | UnknownDude360 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxm29c | false | null | t3_1pxm29c | /r/LocalLLaMA/comments/1pxm29c/unsloth_glm47gguf/ | false | false | self | 35 | null |
Best model and app for python ? | 0 | So i can feed my xml file to it and ask it to generate the needed python file for implementing the needed changes to my xml.
| 2025-12-28T08:06:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pxm1bw/best_model_and_app_for_python/ | FatFigFresh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxm1bw | false | null | t3_1pxm1bw | /r/LocalLLaMA/comments/1pxm1bw/best_model_and_app_for_python/ | false | false | self | 0 | null |
Qwen3 had an existential crisis trying to understand a chess board | 0 | I'm using the 2B version of Huhui-Qwen3-VL-Instruct-abliterated, and handed it [this board configuration](https://www.sparkchess.com/chess-puzzles/mate-in-two.html) just to see what it would do. The prompt was:
Describe who is winning this chess game and why.
The response:
> **Black is winning.**
> Here’s the r... | 2025-12-28T08:04:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pxm06s/qwen3_had_an_existential_crisis_trying_to/ | Tyler_Zoro | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxm06s | false | null | t3_1pxm06s | /r/LocalLLaMA/comments/1pxm06s/qwen3_had_an_existential_crisis_trying_to/ | false | false | self | 0 | null |
Anyone here tried Apriel v1.6? Fraud or giantkiller? | 1 | I periodically look at a global comparison benchmark and a new model popped up which has zero discussion on here. It was released by a small company, and the Discussions on their HF are full of people complaining the GGUF has a broken chat template.
But other than the GGUF being broken, the benchmark results are very ... | 2025-12-28T07:15:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl6zs/anyone_here_tried_apriel_v16_fraud_or_giantkiller/ | dtdisapointingresult | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl6zs | false | null | t3_1pxl6zs | /r/LocalLLaMA/comments/1pxl6zs/anyone_here_tried_apriel_v16_fraud_or_giantkiller/ | false | false | self | 1 | null |
What is the best tool to use with GLM 4.7? | 1 | [removed] | 2025-12-28T07:15:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl6yk/what_is_the_best_tool_to_use_with_glm_47/ | Open-Philosopher4431 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl6yk | false | null | t3_1pxl6yk | /r/LocalLLaMA/comments/1pxl6yk/what_is_the_best_tool_to_use_with_glm_47/ | false | false | self | 1 | null |
[Strix Halo] Unable to load 120B model on Ryzen AI Max+ 395 (128GB RAM) - "Unable to allocate ROCm0 buffer" | 13 | Hi everyone,
I am running a Ryzen AI Max+ 395 (Strix Halo) with 128 GB of RAM. I have set my BIOS/Driver "Variable Graphics Memory" (VGM) to High, so Windows reports 96 GB Dedicated VRAM and \~32 GB System RAM.
I am trying to load gpt-oss-120b-Q4\_K\_M.gguf (approx 64 GB) in LM Studio 0.3.36.
The Issue: No matter wh... | 2025-12-28T07:14:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl6c9/strix_halo_unable_to_load_120b_model_on_ryzen_ai/ | Wrong-Policy-5612 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl6c9 | false | null | t3_1pxl6c9 | /r/LocalLLaMA/comments/1pxl6c9/strix_halo_unable_to_load_120b_model_on_ryzen_ai/ | false | false | 13 | null | |
What is the best tool to use with GLM 4.7? | 1 | [removed] | 2025-12-28T07:14:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl6aj/what_is_the_best_tool_to_use_with_glm_47/ | Open-Philosopher4431 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl6aj | false | null | t3_1pxl6aj | /r/LocalLLaMA/comments/1pxl6aj/what_is_the_best_tool_to_use_with_glm_47/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Jhk4JiPdHORU-jK9COx6iNVZHl-J8O8195vrOWgQnH4', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/Jhk4JiPdHORU-jK9COx6iNVZHl-J8O8195vrOWgQnH4.png?width=108&crop=smart&auto=webp&s=f9ddd5df5e802ef0a5e66d0452c33a9d34854fd6', 'width': 108}, {'height': 113, 'url': 'h... |
New to this - are dual 3090s w/ Nvlink worth it? | 7 | Looking to build a local ai box - I had a 3090 and I bought another one locally.
Right now my original 3090 is water cooled and I planned to do the same for the other for an available Nvlink bridge (four slot is like impossible to find for a reasonable price)
Is this the right road to go down or should I look at some... | 2025-12-28T07:08:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl38x/new_to_this_are_dual_3090s_w_nvlink_worth_it/ | Cferra | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl38x | false | null | t3_1pxl38x | /r/LocalLLaMA/comments/1pxl38x/new_to_this_are_dual_3090s_w_nvlink_worth_it/ | false | false | self | 7 | null |
I built a frontend for stable-diffusion.cpp for local image generation | 33 | I built a Front End of stable-diffusion-cpp to run localy Z-Image Turbo on my old vulkan compatible integrated GPU using stable-diffusion.cpp.
The code is a messy but works for my needs. Some features aren’t fully tested due to my weak GPU. The project is open source and open to contributions.
Currently:
Run with np... | 2025-12-28T07:06:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pxl1k1/i_built_a_frontend_for_stablediffusioncpp_for/ | fabricio3g | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxl1k1 | false | null | t3_1pxl1k1 | /r/LocalLLaMA/comments/1pxl1k1/i_built_a_frontend_for_stablediffusioncpp_for/ | false | false | self | 33 | {'enabled': False, 'images': [{'id': 'O2guW9mb6DWPcV2lbrgdH9acR6u7f9JvHGjPaGPgTZ0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/O2guW9mb6DWPcV2lbrgdH9acR6u7f9JvHGjPaGPgTZ0.png?width=108&crop=smart&auto=webp&s=16faca7017529049924b85153840ba2827ed00e1', 'width': 108}, {'height': 108, 'url': 'h... |
I built a decision framework for RAG vs Fine-Tuning after watching a client waste $20k. | 0 | Start with Prompt Engineering: It is free and instant. If you can get 80% accuracy here, don’t over-engineer the rest.
Use RAG for “Knowledge”: If your model needs to know facts it wasn’t trained on (private data), or facts that change rapidly (stock prices, news), you need RAG. Fine-tuning cannot fix a knowledge gap.... | 2025-12-28T06:59:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pxkxa9/i_built_a_decision_framework_for_rag_vs/ | Many-Breakfast9723 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxkxa9 | false | null | t3_1pxkxa9 | /r/LocalLLaMA/comments/1pxkxa9/i_built_a_decision_framework_for_rag_vs/ | false | false | self | 0 | null |
Does Z.AI GLM 4.7 support batch API? | 0 | Does GLM 4.7 support asynchronous batch API (like OpenAI or Gemini) at 50% price discount? I saw that they support "batch processing" but it's just a bunch of API requests bundled together. I believe Zhipu supports it but am unsure about Z.AI. | 2025-12-28T05:32:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pxje3x/does_zai_glm_47_support_batch_api/ | Substantial_Luck_273 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxje3x | false | null | t3_1pxje3x | /r/LocalLLaMA/comments/1pxje3x/does_zai_glm_47_support_batch_api/ | false | false | self | 0 | null |
Day 20: 21 Days of Building a Small Language Model: Activation Functions | 39 | Welcome to Day 20 of 21 Days of Building a Small Language Model. The topic for today is activation functions, the components that give neural networks their ability to learn complex, non-linear patterns. Yesterday we explored residual connections and how they enable deep networks. Today, we'll discover how activation f... | 2025-12-28T05:18:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pxj4lv/day_20_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxj4lv | false | null | t3_1pxj4lv | /r/LocalLLaMA/comments/1pxj4lv/day_20_21_days_of_building_a_small_language_model/ | false | false | self | 39 | null |
can provide me detailed guide on how to run midnight miku 70b on my rtx 5090 and 32gb system RAM for the short fanfic story generation? | 0 | I only familiar using Kobold to run gguf model. I'm open for other better way to run LLM model. Also which quantization of midnight miku can run on my pc spec without big compromise to the quality? I know many comment said Q4 quantization is the sweet spot but i'm not sure how to run that on my pc
Appreciate for some ... | 2025-12-28T05:10:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pxiypd/can_provide_me_detailed_guide_on_how_to_run/ | john1106 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxiypd | false | null | t3_1pxiypd | /r/LocalLLaMA/comments/1pxiypd/can_provide_me_detailed_guide_on_how_to_run/ | false | false | self | 0 | null |
Prescription OCR | 1 | Hi,
Working on OCR for printed prescriptions with inconsistent scan quality.
Traditional OCR (Azure) performed poorly. I’ve tried OCR → LLM/VLM post-processing with mixed results and am now looking at LLM-first or VLM approaches.
Any open-source models or pipelines that work well for noisy documents?
Personal proje... | 2025-12-28T04:16:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pxhxc7/prescription_ocr/ | Virtual_Attitude2025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxhxc7 | false | null | t3_1pxhxc7 | /r/LocalLLaMA/comments/1pxhxc7/prescription_ocr/ | false | false | self | 1 | null |
I speak with confidence even when I don’t know . I sound right even when I’m wrong . I answer fast but forget to prove myself . What am I . And how do you catch me when I lie without lying back . | 0 | I’ve been playing with LLM failure modes for a while and got tired of hallucinations being treated like magic bugs instead of epistemic issues so I built a local-first tool that breaks an LLM answer into atomic claims retrieves evidence from a bounded corpus and then compares model confidence vs actual support and flag... | 2025-12-28T03:46:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pxhbe1/i_speak_with_confidence_even_when_i_dont_know_i/ | adithyasrivatsa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxhbe1 | false | null | t3_1pxhbe1 | /r/LocalLLaMA/comments/1pxhbe1/i_speak_with_confidence_even_when_i_dont_know_i/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '35-UOUT9A1cyMe5zboO7xScUHSslD0WD2s6KUnYw2Bs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/35-UOUT9A1cyMe5zboO7xScUHSslD0WD2s6KUnYw2Bs.png?width=108&crop=smart&auto=webp&s=568c60a0288ed7477a126d1a92769690ac736886', 'width': 108}, {'height': 108, 'url': 'h... |
Never thought I'd have my own "Local AI" | 0 | Shout out Open Web UI. Shout out LM Studio. Shout out All the Open Source Model Developers! Here's the post from the AI (if you watched the video).
\### \*\*🚀 Meet Your New AI Assistant: A Toolkit for Local LLM Enthusiasts! 🧠✨\*\*
Hey, fellow \*\*Local LLM\*\* builders and dreamers!
Ever wished you could dive d... | 2025-12-28T03:05:02 | https://www.youtube.com/watch?v=t-L3oHPx0jU | Serious_Molasses313 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1pxgh66 | false | {'oembed': {'author_name': 'Local Only', 'author_url': 'https://www.youtube.com/@LocalOnly-s7j', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/t-L3oHPx0jU?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco... | t3_1pxgh66 | /r/LocalLLaMA/comments/1pxgh66/never_thought_id_have_my_own_local_ai/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'SXOOVsJrye7U_kmX2X1DLRhxpV4mJg2FWwfuDeqHYYg', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/SXOOVsJrye7U_kmX2X1DLRhxpV4mJg2FWwfuDeqHYYg.jpeg?width=108&crop=smart&auto=webp&s=ce74a4324c4b0ae6d61b3fa27dd55b0dd5ac3b32', 'width': 108}, {'height': 162, 'url': '... |
Am I crazy and about to waste money | 0 | Okay hear me out
I just got a free 32gb of ram and 13th Gen Intel motherboard from my freind that he wasn't using.
My idea: buy a nice 4u case a cpu (maybe i5 or i7 haven't decided yet) and an AMD mi60.
YES I know the mi60 will generate less tokens/sec because of no cuda but I mainly use Ai with very long context an... | 2025-12-28T02:42:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pxg0ec/am_i_crazy_and_about_to_waste_money/ | xxpinecone | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxg0ec | false | null | t3_1pxg0ec | /r/LocalLLaMA/comments/1pxg0ec/am_i_crazy_and_about_to_waste_money/ | false | false | self | 0 | null |
Trillions parameters models ? | 20 | Just found out that Linux supports 178 terrabytes of RAM if such CPU that supports that much RAM would ever exist ( with some linux versions even in petabyes). Therefore , theoreticcaly 100 trtilion parameters MOE model would be possible to run with quite a lot of t/s speed ( if just some experts activated). I just wo... | 2025-12-28T02:22:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pxflg0/trillions_parameters_models/ | Highwaytothebeach | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxflg0 | false | null | t3_1pxflg0 | /r/LocalLLaMA/comments/1pxflg0/trillions_parameters_models/ | false | false | self | 20 | null |
Optimized Memory Bandwidth✅️ | 0 |
The proof is in the numbers. | 2025-12-28T01:32:36 | https://www.reddit.com/gallery/1pxejq9 | HungarySam | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pxejq9 | false | null | t3_1pxejq9 | /r/LocalLLaMA/comments/1pxejq9/optimized_memory_bandwidth/ | false | false | 0 | null | |
Question regarding NVME writes while using Swap Space | 1 | Hey guys, I just wanted to get your thoughts on the concept of using an NVME and swap space on Linux for running larger models than is accessible in your regular RAM/VRAM. So what I've been doing is I set up Linux on my PC, allocated 180ish GB for swap space, and have been running GLM 4.7 Q4KM. I have 64GB of ram, 16GB... | 2025-12-28T01:07:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pxe0us/question_regarding_nvme_writes_while_using_swap/ | DragonfruitIll660 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxe0us | false | null | t3_1pxe0us | /r/LocalLLaMA/comments/1pxe0us/question_regarding_nvme_writes_while_using_swap/ | false | false | self | 1 | null |
I need someone with expertise in AI to help me identify a program for creating images, whether NSFW or normal. | 0 | I have some example images, and I've tried to find out what program they're from, but I can't. I would really appreciate it if someone here could get in touch so I can show them the images and they can help me identify the program. | 2025-12-28T00:58:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pxdtpt/i_need_someone_with_expertise_in_ai_to_help_me/ | Old_Rooster9885 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxdtpt | false | null | t3_1pxdtpt | /r/LocalLLaMA/comments/1pxdtpt/i_need_someone_with_expertise_in_ai_to_help_me/ | false | false | nsfw | 0 | null |
I need an AI expert to help me identify a program for creating NSFW images. | 0 | I have some images I like that were made with AI, but I can't find the program used to create them. I would really appreciate it if someone could help me. I can send you the images, and maybe someone here will know what program it is. | 2025-12-28T00:56:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pxdrzt/i_need_an_ai_expert_to_help_me_identify_a_program/ | Old_Rooster9885 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxdrzt | false | null | t3_1pxdrzt | /r/LocalLLaMA/comments/1pxdrzt/i_need_an_ai_expert_to_help_me_identify_a_program/ | false | false | nsfw | 0 | null |
Is this a thing? | 5 | More for local or consumer, but instead of video card(s) for Local LLM, how about a video board.
Reading the discussion around the 72GB NVidia card, [NVIDIA has 72GB VRAM version now : r/LocalLLaMA](https://www.reddit.com/r/LocalLLaMA/comments/1pweljh/nvidia_has_72gb_vram_version_now/) and how there are limitations on... | 2025-12-27T23:36:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pxc0p5/is_this_a_thing/ | OldCulprit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxc0p5 | false | null | t3_1pxc0p5 | /r/LocalLLaMA/comments/1pxc0p5/is_this_a_thing/ | false | false | self | 5 | null |
Roast my idea: A "Visa" protocol for AI Agents to prevent fraud? | 0 | I’ve been building agentic workflows recently, and I keep hitting a wall with **Trust**.
If my "Personal Assistant Bot" hires a "Travel Bot" to book a flight, how does it know the Travel Bot isn't a scammer just trying to drain API credits?
I'm mocking up a concept for a **"Verified Agent Registry"** (basically a KYC... | 2025-12-27T23:24:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pxbrl0/roast_my_idea_a_visa_protocol_for_ai_agents_to/ | Outrageous-Low2927 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxbrl0 | false | null | t3_1pxbrl0 | /r/LocalLLaMA/comments/1pxbrl0/roast_my_idea_a_visa_protocol_for_ai_agents_to/ | false | false | self | 0 | null |
How to get SOTA opensource models (GLM 4.7, Kimi K2) to do multistep coding automatically? On Claude Code? They keep stopping after 2 or 3 steps... | 22 | Honest question: How do you guys get K2, GLM 4.7 models to work automatically on Coding AGents such as Claude Code? I know these models are plenty powerful, and may work well on other harnesses (roocode, cline, etc) but on Claude Code they hang... on need me to type continue after every 2 or 3 interactions, making it c... | 2025-12-27T23:11:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pxbgyf/how_to_get_sota_opensource_models_glm_47_kimi_k2/ | FigZestyclose7787 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxbgyf | false | null | t3_1pxbgyf | /r/LocalLLaMA/comments/1pxbgyf/how_to_get_sota_opensource_models_glm_47_kimi_k2/ | false | false | self | 22 | null |
SOCAMM2 - new(ish), screwable (replaceable, non soldered) LPDDR5X RAM standard intended for AI data centers. | 66 | Samsung introduces SOCAMM2 LPDDR5X memory module for AI data centers — new standard set to offer reduced power consumption and double the bandwidth versus DDR5 RDIMMs.
The SOCAMM2 LPDDR5X-based module is being positioned as a standardized, serviceable alternative to soldered memory as AI servers chase higher bandwidth... | 2025-12-27T23:10:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pxbg4x/socamm2_newish_screwable_replaceable_non_soldered/ | -InformalBanana- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxbg4x | false | null | t3_1pxbg4x | /r/LocalLLaMA/comments/1pxbg4x/socamm2_newish_screwable_replaceable_non_soldered/ | false | false | self | 66 | {'enabled': False, 'images': [{'id': '_9LycbiqjZLU47_u7MHma9aLY_P9Muw2lQz9PpPv-zY', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/_9LycbiqjZLU47_u7MHma9aLY_P9Muw2lQz9PpPv-zY.jpeg?width=108&crop=smart&auto=webp&s=620ceae024caff73fc7ed94b497f1ba75fbd462d', 'width': 108}, {'height': 113, 'url': '... |
Best multilingual models for NSFW storytelling? | 9 | **What are you currently using for erotic stories in languages other than English? I’ve been trying some Llama 3.1/3.3 variants, but the prose feels a bit robotic once I leave English.**
**I need something that is "lewd-friendly" and handles language , etc. French/Slovak/Spanish natively. I’ve heard Qwen 2.5/3 is the ... | 2025-12-27T23:10:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pxbg15/best_multilingual_models_for_nsfw_storytelling/ | FollowingFresh6411 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxbg15 | false | null | t3_1pxbg15 | /r/LocalLLaMA/comments/1pxbg15/best_multilingual_models_for_nsfw_storytelling/ | false | false | nsfw | 9 | null |
[R] Overfit Jailbreak CLI: A 10-shot Benign Fine-tuning Attack implementation (Bilingual EN/ES support) | 0 | Hi everyone!
I wanted to share a project I’ve been working on: **Overfit Jailbreak CLI**.
**A quick note:** My native language is Spanish, so I’ve used AI and translation tools to write this post and to assist me in developing the library. I hope everything is clear!
# What is this?
This is a Python CLI library tha... | 2025-12-27T23:07:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pxbdhc/r_overfit_jailbreak_cli_a_10shot_benign/ | Either-Platypus3629 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxbdhc | false | null | t3_1pxbdhc | /r/LocalLLaMA/comments/1pxbdhc/r_overfit_jailbreak_cli_a_10shot_benign/ | false | false | self | 0 | null |
China issues draft rules to regulate AI with human-like interaction. | 35 | I wonder if this will have any impact on all the models coming out of China.
| 2025-12-27T22:59:09 | https://www.reuters.com/world/asia-pacific/china-issues-drafts-rules-regulate-ai-with-human-like-interaction-2025-12-27/ | fallingdowndizzyvr | reuters.com | 1970-01-01T00:00:00 | 0 | {} | 1pxb6oo | false | null | t3_1pxb6oo | /r/LocalLLaMA/comments/1pxb6oo/china_issues_draft_rules_to_regulate_ai_with/ | false | false | default | 35 | {'enabled': False, 'images': [{'id': 'UOe8-3-UzVIzXY9pBpuX6xxhZKsMl0kFOZlkgCirjwM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/UOe8-3-UzVIzXY9pBpuX6xxhZKsMl0kFOZlkgCirjwM.jpeg?width=108&crop=smart&auto=webp&s=0ab44a423668a7a6b159818394216196fd381ab0', 'width': 108}, {'height': 113, 'url': '... |
RPC-server llama.cpp benchmarks | 24 | Running a few LLM benchmarks to see how RPC-server is doing.
>The llama.cpp RPC server is a tool that allows for distributed inference of large language models (LLMs) across multiple machines or GPUs by offloading computations to remote instances.
Benchmarks done on local gigabit network across 3 systems and 5 GPUs.
... | 2025-12-27T22:28:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pxai05/rpcserver_llamacpp_benchmarks/ | tabletuser_blogspot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pxai05 | false | null | t3_1pxai05 | /r/LocalLLaMA/comments/1pxai05/rpcserver_llamacpp_benchmarks/ | false | false | self | 24 | null |
NVIDIA Drops Pascal Support On Linux, Causing Chaos On Arch Linux | 431 | 2025-12-27T22:22:21 | https://hackaday.com/2025/12/26/nvidia-drops-pascal-support-on-linux-causing-chaos-on-arch-linux/ | HumanDrone8721 | hackaday.com | 1970-01-01T00:00:00 | 0 | {} | 1pxad0k | false | null | t3_1pxad0k | /r/LocalLLaMA/comments/1pxad0k/nvidia_drops_pascal_support_on_linux_causing/ | false | false | default | 431 | {'enabled': False, 'images': [{'id': 'Z1W-jCS5853m4eyzALlzqsbFjQ8v2fOj2tdMfCsU0J8', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/Z1W-jCS5853m4eyzALlzqsbFjQ8v2fOj2tdMfCsU0J8.png?width=108&crop=smart&auto=webp&s=8a610f9a816ad7040a34395267271003f618842c', 'width': 108}, {'height': 144, 'url': 'h... | |
Do you pay for curated datasets, or is scraped/free data good enough? | 6 | Genuine question about how people source training data for fine-tuning projects.
If you needed specialist visual data (say, historical documents, architectural drawings, handwritten manuscripts), would you:
a) Scrape what you can find and deal with the noise
b) Use existing open datasets even if they're not ideal
... | 2025-12-27T22:00:28 | https://www.reddit.com/r/LocalLLaMA/comments/1px9usk/do_you_pay_for_curated_datasets_or_is_scrapedfree/ | Lost_Transportation1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px9usk | false | null | t3_1px9usk | /r/LocalLLaMA/comments/1px9usk/do_you_pay_for_curated_datasets_or_is_scrapedfree/ | false | false | self | 6 | null |
how do I process and normalize ASR speech chunks for ai assistant? | 1 | After ASR transcription, there is potential for speech chunks to be fragmented or semantically complete. There are also other edge cases:
1. user responds to the previous turn llm response
2. the speech fragment is a continuation from previous utterance or it could be the start of a brand new topically unrelated ut... | 2025-12-27T21:48:56 | https://www.reddit.com/r/LocalLLaMA/comments/1px9l9b/how_do_i_process_and_normalize_asr_speech_chunks/ | IcyMushroom4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px9l9b | false | null | t3_1px9l9b | /r/LocalLLaMA/comments/1px9l9b/how_do_i_process_and_normalize_asr_speech_chunks/ | false | false | self | 1 | null |
Running MiniMax-M2.1 Locally with Claude Code and vLLM on Dual RTX Pro 6000 | 69 | Run Claude Code with your own local MiniMax-M2.1 model using vLLM's native Anthropic API endpoint support.
## Hardware Used
| Component | Specification |
|-----------|---------------|
| CPU | AMD Ryzen 9 7950X3D 16-Core Processor |
| Motherboard | ROG CROSSHAIR X670E HERO |
| GPU | Dual NVIDIA RTX Pro 6000 (96 GB VRA... | 2025-12-27T21:28:12 | https://www.reddit.com/r/LocalLLaMA/comments/1px940g/running_minimaxm21_locally_with_claude_code_and/ | zmarty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px940g | false | null | t3_1px940g | /r/LocalLLaMA/comments/1px940g/running_minimaxm21_locally_with_claude_code_and/ | false | false | self | 69 | {'enabled': False, 'images': [{'id': 'IGEpL78K2D8TWJYFSS6IABPdzBsFIDT7HyYc1xaC8-A', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/IGEpL78K2D8TWJYFSS6IABPdzBsFIDT7HyYc1xaC8-A.jpeg?width=108&crop=smart&auto=webp&s=117d22164603393926de3d32677394f928bbce58', 'width': 108}, {'height': 162, 'url': '... |
ytdl web open source | 0 | I got tired of visiting online sites to download audio and video files from yt, so I had Claude code create this simple Docker container that runs a Python/HTML page. I might be helpful to someone, so I am posting it here. It's open source for anyone to clone it. By the way, it works on network (not just localhost) and... | 2025-12-27T21:18:55 | https://www.reddit.com/gallery/1px8wcd | Delicious-Farmer-234 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1px8wcd | false | null | t3_1px8wcd | /r/LocalLLaMA/comments/1px8wcd/ytdl_web_open_source/ | false | false | 0 | null | |
I built a free tool to compare inference costs across providers (Fireworks, Together, Groq, etc.) | 0 | We were tired of manually comparing pricing across inference providers, so we built a quick calculator. Plug in your model, volume, and latency needs - it shows you the cheapest option.
[calculator.snackai.dev](http://calculator.snackai.dev)
Would love feedback. What providers or models should we add? | 2025-12-27T21:12:39 | https://www.reddit.com/r/LocalLLaMA/comments/1px8r0w/i_built_a_free_tool_to_compare_inference_costs/ | decentralizedbee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px8r0w | false | null | t3_1px8r0w | /r/LocalLLaMA/comments/1px8r0w/i_built_a_free_tool_to_compare_inference_costs/ | false | false | self | 0 | null |
Advice Needed: Gate Model Training / Full Training / LoRA Adapters | 2 | Hey all,
I’m working on building a **gate model** and exploring training strategies. I’ve developed a production-grade transformer training framework supporting **Mixture of Experts (MoE)** and **Mixture of Depths (MoD)** architectures with custom CUDA kernels and multi-GPU support, capable of scaling from \~500M to 3... | 2025-12-27T20:51:37 | https://www.reddit.com/r/LocalLLaMA/comments/1px89i4/advice_needed_gate_model_training_full_training/ | RefrigeratorCalm9701 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px89i4 | false | null | t3_1px89i4 | /r/LocalLLaMA/comments/1px89i4/advice_needed_gate_model_training_full_training/ | false | false | self | 2 | null |
Best API Providers for data privacey, if you cant selfhost | 0 | Hi, im looking for the best AI providers, from your perspective. Im unable to selfhost, as i dont want to use small models (sub 100b), and dont have the money, to buy such expensive hardware (i know than you can use some old hardware and build something fancey yourself, but even that is to expensive for me). Im not loo... | 2025-12-27T20:44:30 | https://www.reddit.com/r/LocalLLaMA/comments/1px83ji/best_api_providers_for_data_privacey_if_you_cant/ | Excellent_Piccolo848 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px83ji | false | null | t3_1px83ji | /r/LocalLLaMA/comments/1px83ji/best_api_providers_for_data_privacey_if_you_cant/ | false | false | self | 0 | null |
Free research and educator LLM compute access! | 1 | Hey all! I've been following this sub for a while and thought I'd share a resource I found out about over the last few months. The [National Research Platform (NRP)](https://nrp.ai/) provides research computing for researchers and educators as part of a coalition of over 50 US universities and NSF funding.
Basically ... | 2025-12-27T20:42:53 | https://www.reddit.com/r/LocalLLaMA/comments/1px826b/free_research_and_educator_llm_compute_access/ | somethingselse | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px826b | false | null | t3_1px826b | /r/LocalLLaMA/comments/1px826b/free_research_and_educator_llm_compute_access/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'TBQq7vwlRmwFGisLYn1DlaVlGg6w45YfjbmTjSRsHR0', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/TBQq7vwlRmwFGisLYn1DlaVlGg6w45YfjbmTjSRsHR0.jpeg?width=108&crop=smart&auto=webp&s=cb0509bdb61e5f621e7d091df41735d32dc6c493', 'width': 108}, {'height': 144, 'url': '... |
AI hypothesis testing framework | 0 | Guys, I have some hypothetical stuff related to AI limitations and I would like to know if there's something like a framework, tool, or whatever that basically allows me to edit AI architecture or the learning/ training algorithm locally to test these hypotheses? | 2025-12-27T20:27:28 | https://www.reddit.com/r/LocalLLaMA/comments/1px7pa2/ai_hypothesis_testing_framework/ | Flkhuo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px7pa2 | false | null | t3_1px7pa2 | /r/LocalLLaMA/comments/1px7pa2/ai_hypothesis_testing_framework/ | false | false | self | 0 | null |
Need recommendations LLM fine-tuning experts? | 1 | We need LLM fine tuning experts to help us fine tune models for our customer support automation and honestly it's been way harder than we thought. We've got around 6k training examples from our actual support tickets but our attempts at fine tuning are giving us mixed results that don't really justify the extra cost ov... | 2025-12-27T20:07:47 | https://www.reddit.com/r/LocalLLaMA/comments/1px78ty/need_recommendations_llm_finetuning_experts/ | ricturner | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px78ty | false | null | t3_1px78ty | /r/LocalLLaMA/comments/1px78ty/need_recommendations_llm_finetuning_experts/ | false | false | self | 1 | null |
Llama 3.2 3B fMRI update (early findings) | 10 | Hello all! I was exploring some logs, when I noticed something interesting. across multiple layers and steps, one dim kept popping out as active: 3039.
[step 7, basic greeting prompt. that dim that's constantly engaged is 3039.](https://preview.redd.it/nwq1woi7vs9g1.png?width=1858&format=png&auto=webp&s=9dafbdf4058a87... | 2025-12-27T19:49:46 | https://www.reddit.com/r/LocalLLaMA/comments/1px6t93/llama_32_3b_fmri_update_early_findings/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1px6t93 | false | null | t3_1px6t93 | /r/LocalLLaMA/comments/1px6t93/llama_32_3b_fmri_update_early_findings/ | false | false | self | 10 | null |
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