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speed optimizations for Qwen Next on CUDA have been merged into llama.cpp | 187 | 2025-12-04T21:22:04 | https://github.com/ggml-org/llama.cpp/pull/17584 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pec8hz | false | null | t3_1pec8hz | /r/LocalLLaMA/comments/1pec8hz/speed_optimizations_for_qwen_next_on_cuda_have/ | false | false | default | 187 | null | |
Qwen3 Next now with full CUDA support (#16623 merged) | 28 | 2025-12-04T21:13:20 | https://github.com/ggml-org/llama.cpp/pull/16623#event-21365206166 | srigi | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pec0fx | false | null | t3_1pec0fx | /r/LocalLLaMA/comments/1pec0fx/qwen3_next_now_with_full_cuda_support_16623_merged/ | false | false | default | 28 | null | |
[open source] I finetuned my own LLM in 20m on my personal notes. Now it thinks in my style. | 176 | So I keep all of my notes as files in cursor
It took me 20min to finetune/RL my personal DeepSeek model on them
I used tinker API & Lora with Gemini to create train dataset
Now I have a model that literally **THINKS** like me. made it open source repo + tutorial
Github repo :
[https://github.com/OneInterface/Fi... | 2025-12-04T21:08:58 | https://v.redd.it/rnc81tnu595g1 | Robert-treboR | /r/LocalLLaMA/comments/1pebwh6/open_source_i_finetuned_my_own_llm_in_20m_on_my/ | 1970-01-01T00:00:00 | 0 | {} | 1pebwh6 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/rnc81tnu595g1/DASHPlaylist.mpd?a=1767604142%2CNDA0MmIwZWM1ZjNmNDk5MWNkMjlmOTZhYjZkNjllOWUwNDE4MDE4Mzg5OGM1YjMyZjBjYmIwNTg5MDdhZDk2OQ%3D%3D&v=1&f=sd', 'duration': 291, 'fallback_url': 'https://v.redd.it/rnc81tnu595g1/CMAF_1080.mp4?source=fallback', '... | t3_1pebwh6 | /r/LocalLLaMA/comments/1pebwh6/open_source_i_finetuned_my_own_llm_in_20m_on_my/ | false | false | 176 | {'enabled': False, 'images': [{'id': 'cnp4eTBhb3U1OTVnMfuPSbsqUMLpJROMWbsiBCXZtzJPCMmpR4Hze4lcXzSH', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/cnp4eTBhb3U1OTVnMfuPSbsqUMLpJROMWbsiBCXZtzJPCMmpR4Hze4lcXzSH.png?width=108&crop=smart&format=pjpg&auto=webp&s=86a5d3e67d47a3dbfd222ddd9d3e7e92818f5... | |
[open source]I finetuned my own LLM in 20m on my personal notes. Now it thinks in my style. | 1 | So I keep all of my notes as files in cursor
It took me 20min to finetune/RL my personal DeepSeek model on them
I used tinker API & Lora with Gemini to create train dataset
Now I have a model that literally **THINKS** like me. made it open source repo + tutorial
Github repo :
[https://github.com/OneInterface... | 2025-12-04T21:06:34 | https://v.redd.it/hy1bja34595g1 | Robert-treboR | /r/LocalLLaMA/comments/1pebu6v/open_sourcei_finetuned_my_own_llm_in_20m_on_my/ | 1970-01-01T00:00:00 | 0 | {} | 1pebu6v | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/hy1bja34595g1/DASHPlaylist.mpd?a=1767604000%2CNTVkYzA4NWI3MWRhY2E1NDFiNjM5NzhhZThiMmI1OWJjOTU2NzNiNDYzNzVjZWE4YmMzNGZjNzE1ZWRmOThkNw%3D%3D&v=1&f=sd', 'duration': 291, 'fallback_url': 'https://v.redd.it/hy1bja34595g1/CMAF_1080.mp4?source=fallback', '... | t3_1pebu6v | /r/LocalLLaMA/comments/1pebu6v/open_sourcei_finetuned_my_own_llm_in_20m_on_my/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'N2hnOHlqMzQ1OTVnMfuPSbsqUMLpJROMWbsiBCXZtzJPCMmpR4Hze4lcXzSH', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/N2hnOHlqMzQ1OTVnMfuPSbsqUMLpJROMWbsiBCXZtzJPCMmpR4Hze4lcXzSH.png?width=108&crop=smart&format=pjpg&auto=webp&s=7272b96c93cbb818fa7ed9b452573ec5f1bec... | |
Nano-GPT question... Does it allow me to download LLMs? | 0 | Also does anyone know, if I use my email and debit is it still private? Are my chats associated with my account? | 2025-12-04T20:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pebkjn/nanogpt_question_does_it_allow_me_to_download_llms/ | ConspiracyParadox | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pebkjn | false | null | t3_1pebkjn | /r/LocalLLaMA/comments/1pebkjn/nanogpt_question_does_it_allow_me_to_download_llms/ | false | false | self | 0 | null |
Need help with whisper live kit setup on CUDA | 1 | Hey y'all I'm trying to run whisper live kit on my RTX 3050 laptop. The issue I am having is figuring out which versions of faster-whisper and ctranslate2 work with which versions of CUDA toolkit and cuDNN so that everything can all work together. If anyone has any suggestions on a set of versions that are compatible w... | 2025-12-04T20:30:49 | https://www.reddit.com/r/LocalLLaMA/comments/1peawxp/need_help_with_whisper_live_kit_setup_on_cuda/ | MoChuang | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peawxp | false | null | t3_1peawxp | /r/LocalLLaMA/comments/1peawxp/need_help_with_whisper_live_kit_setup_on_cuda/ | false | false | self | 1 | null |
My local self-improving agent swarm corrupted its own code — and that failure led to the breakthrough every paper misses. | 0 | My RSI (recursive self-improvement) system started doing something really stupid: instead of replacing code it meant to improve, it just kept appending the new version underneath the old one. Every iteration added another copy of the same function.
This is basically the failure pattern that kills most “self-improving”... | 2025-12-04T20:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1peauus/my_local_selfimproving_agent_swarm_corrupted_its/ | tylermart | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peauus | false | null | t3_1peauus | /r/LocalLLaMA/comments/1peauus/my_local_selfimproving_agent_swarm_corrupted_its/ | false | false | 0 | null | |
With current trends, is 256GB of system RAM a good idea? | 35 | Just built a system with a 9950x3d and a 5090, along with 64gb of RAM (2\*32). I have the Gigabyte B850 AI TOP motherboard. I thought 64 was enough since VRAM has always seemed most important, but it seems like the MOE popularity means system RAM is now also very important. I have the opportunity to get 128 GB of 5600 ... | 2025-12-04T20:22:00 | https://www.reddit.com/r/LocalLLaMA/comments/1peaoyn/with_current_trends_is_256gb_of_system_ram_a_good/ | Ra1den | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peaoyn | false | null | t3_1peaoyn | /r/LocalLLaMA/comments/1peaoyn/with_current_trends_is_256gb_of_system_ram_a_good/ | false | false | self | 35 | null |
HalluBench: LLM Hallucination Rate Benchmark | 16 | Zero-knowledge benchmark that measures llm hallucination rate | 2025-12-04T20:08:07 | https://github.com/muayyad-alsadi/HalluBench | muayyadalsadi | github.com | 1970-01-01T00:00:00 | 0 | {} | 1peabyw | false | null | t3_1peabyw | /r/LocalLLaMA/comments/1peabyw/hallubench_llm_hallucination_rate_benchmark/ | false | false | 16 | {'enabled': False, 'images': [{'id': 'VTTnZIA1Y6ibMILERW5MD4kUFJe24-ufISi4Wxr0BSA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/VTTnZIA1Y6ibMILERW5MD4kUFJe24-ufISi4Wxr0BSA.png?width=108&crop=smart&auto=webp&s=6cfe70b4469182875004ba45738f235b5589562c', 'width': 108}, {'height': 108, 'url': 'h... | |
Trying to validate a lossless, stateless token compression technique. Community input wanted | 0 | Hey folks, A few friends and I built a token-compression engine as part of a research project and recently published our results. The findings were stronger than we expected, so we’re now trying to understand how well the approach works for real teams building with OpenAI, Anthropic, Gemini and similar APIs.
The metho... | 2025-12-04T19:03:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pe8ogl/trying_to_validate_a_lossless_stateless_token/ | Jolly-Unit-1289 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe8ogl | false | null | t3_1pe8ogl | /r/LocalLLaMA/comments/1pe8ogl/trying_to_validate_a_lossless_stateless_token/ | false | false | self | 0 | null |
Motherboard for Dual 5070ti build (9800x3d) | 0 | Been trying to build a budget ai rig for the past 3 years. Wondering what motherboard I need to get the most from my components and what motherboard would be the cheapest. I have an E-ATX case. Cooling isn't an issue (360 Kraken AIO push-pull config), 3x bequiet hpf in the front,140 mm bequiet in the rear, and 120 mm b... | 2025-12-04T18:54:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pe8f3t/motherboard_for_dual_5070ti_build_9800x3d/ | croholdr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe8f3t | false | null | t3_1pe8f3t | /r/LocalLLaMA/comments/1pe8f3t/motherboard_for_dual_5070ti_build_9800x3d/ | false | false | self | 0 | null |
X-VLA: The First Soft-Prompted Robot Foundation Model for Any Robot, Any Task | 7 | Hi everyone!
At Hugging Face / LeRobot, one of our goals is to make strong, accessible VLA models available to the whole robotics community. Today we’re excited to announce X-VLA in LeRobot, a new soft-prompted robot foundation model that can generalize across embodiments, sensors, and action spaces.
We’re releasing... | 2025-12-04T18:22:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pe7jvp/xvla_the_first_softprompted_robot_foundation/ | Soft-Worth-4872 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe7jvp | false | null | t3_1pe7jvp | /r/LocalLLaMA/comments/1pe7jvp/xvla_the_first_softprompted_robot_foundation/ | false | false | self | 7 | null |
Any local models capable to reading several PDFs into efficient local context for domain expertise? | 1 | I apologise I'm a bit out of the loop on what the current best local solutions might be for this.
My use case is to have a model which can act on very specific, very arcane domain information from PDFs, so for example given some TTRPG PDFs, run a campaign from the books, or given a bunch of technical flight manual PDF... | 2025-12-04T18:21:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pe7j1f/any_local_models_capable_to_reading_several_pdfs/ | nottheone414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe7j1f | false | null | t3_1pe7j1f | /r/LocalLLaMA/comments/1pe7j1f/any_local_models_capable_to_reading_several_pdfs/ | false | false | self | 1 | null |
New Idea-Gating Trick for Less Topic Drift in LLMs (open-source code + paper) | 3 | We just released Idea-Gated Transformers: Separates semantic planning from syntactic generation with an auxiliary "Idea Head" that predicts future concepts as a bag-of-words, then gates the main vocabulary to suppress irrelevant tokens and resist topic drift.
Key results on WikiText-103:
* Matches GPT-2's validation ... | 2025-12-04T18:19:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pe7gt5/new_ideagating_trick_for_less_topic_drift_in_llms/ | Leading_Wrangler_708 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe7gt5 | false | null | t3_1pe7gt5 | /r/LocalLLaMA/comments/1pe7gt5/new_ideagating_trick_for_less_topic_drift_in_llms/ | false | false | 3 | null | |
Noob | 0 | I’m pretty late to the party. I’ve watched as accessible Ai become more filtered, restricted, monetized and continues to get worse.
Fearing the worse I’ve been attempting to get Ai to run locally on my computer, just to have.
I’ve got Ollama, Docker, Python, Webui. It seems like all of these “unrestricted/uncensored”... | 2025-12-04T18:15:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pe7cz1/noob/ | SoloPandemic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe7cz1 | false | null | t3_1pe7cz1 | /r/LocalLLaMA/comments/1pe7cz1/noob/ | false | false | self | 0 | null |
RAM Prices are absolutely out of control. | 0 | First image shows how much I paid for 32GB of RAM on September 18th, second image is a screenshot I took today December 4th. | 2025-12-04T18:03:02 | https://www.reddit.com/gallery/1pe707y | theblackcat99 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pe707y | false | null | t3_1pe707y | /r/LocalLLaMA/comments/1pe707y/ram_prices_are_absolutely_out_of_control/ | false | false | default | 0 | null |
GPUStack drops support for MacOS | 2 | I have a two mac mini m4s that I was waiting for GPUStack to release an update to 0.7.
Today today I tripped over the news that they have decided to drop support of MacOS. I verified it with their team through github: [https://github.com/gpustack/gpustack/discussions/3704](https://github.com/gpustack/gpustack/discussi... | 2025-12-04T17:54:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pe6rhs/gpustack_drops_support_for_macos/ | jaimemiguel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe6rhs | false | null | t3_1pe6rhs | /r/LocalLLaMA/comments/1pe6rhs/gpustack_drops_support_for_macos/ | false | false | 2 | null | |
AI Agents: Direct SQL access vs Specialized tools for document classification at scale? | 2 | Hey everyone,
I'm building an **AI agent pipeline** for automatic document classification. The agent analyzes uploaded documents and decides where to file them among **hundreds of thousands of workspaces** and **millions of folders**.
### Current approach: Specialized LLM Tools
We built dedicated tools that the agen... | 2025-12-04T17:53:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pe6q7q/ai_agents_direct_sql_access_vs_specialized_tools/ | -eth3rnit3- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe6q7q | false | null | t3_1pe6q7q | /r/LocalLLaMA/comments/1pe6q7q/ai_agents_direct_sql_access_vs_specialized_tools/ | false | false | self | 2 | null |
Hugging Face Router API giving 404 for all models — what models actually work now? | 1 | I'm using a valid HF API key in my backend, but every model I try returns 404:
Model mistralai/Mistral-Nemo-Instruct-2407 failed: 404 Not Found
Model google/flan-t5-large failed: 404 Not Found
AI estimation failed — fallback used
The router endpoint I'm calling is:
https://router.huggingface.co/... | 2025-12-04T17:52:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pe6p77/hugging_face_router_api_giving_404_for_all_models/ | Anny_Snow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe6p77 | false | null | t3_1pe6p77 | /r/LocalLLaMA/comments/1pe6p77/hugging_face_router_api_giving_404_for_all_models/ | false | false | self | 1 | null |
Linear alternative to attention | 0 |
Hello, I’ve developed an attention alternative that is much more efficient than Transformers. Its accuracy is slightly lower, but it seems to scale similarly. Training is fully parallel with linear complexity, and inference runs in O(1). I still need to evaluate it further, as my compute is limited.
I call it Deform... | 2025-12-04T17:30:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pe63lf/linear_alternative_to_attention/ | matctomi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe63lf | false | null | t3_1pe63lf | /r/LocalLLaMA/comments/1pe63lf/linear_alternative_to_attention/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'RDuOV45sEF5cq-UkNEXUsEio_h6tDZwFi4yFEEleXts', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/RDuOV45sEF5cq-UkNEXUsEio_h6tDZwFi4yFEEleXts.png?width=108&crop=smart&auto=webp&s=1b1fe01e86a0b3bf4ae8878bff65dd0750a8ca0f', 'width': 108}, {'height': 108, 'url': 'h... |
Tell us a task and we'll help you solve it with Granite | 97 | Share a task, workflow, or challenge you’d like one of our Granite 4.0 models to help with, and we’ll select a few and show you — step by step — how to choose the right model and get it done. | 2025-12-04T17:11:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pe5l30/tell_us_a_task_and_well_help_you_solve_it_with/ | ibm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe5l30 | false | null | t3_1pe5l30 | /r/LocalLLaMA/comments/1pe5l30/tell_us_a_task_and_well_help_you_solve_it_with/ | false | false | self | 97 | null |
smallevals - Tiny 0.6B Evaluation Models and a Local LLM Evaluation Framework | 13 | Hi r/rag, you may know me from the latest blogs I've shared on [mburaksayici.com/](http://mburaksayici.com/) , discussing LLM and RAG systems, and RAG Boilerplates.
When I study evaluation frameworks on LLMs, I've seen they require lots of API calls to generate golden datasets, open-ended and subjective. I thought at... | 2025-12-04T17:00:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pe59ud/smallevals_tiny_06b_evaluation_models_and_a_local/ | mburaksayici | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe59ud | false | null | t3_1pe59ud | /r/LocalLLaMA/comments/1pe59ud/smallevals_tiny_06b_evaluation_models_and_a_local/ | false | false | self | 13 | null |
Workspace boundary rules using Continue.dev plugin | 2 | ve some credentials for a corporate LLM that can be used in the Continue-IDEA plugin. The problem is that even though I set a “workspace boundary” rule to prevent access outside the project workspace, when I first open the IDE the LLM can still access the entire file system — for example, by running `ls` or asking whet... | 2025-12-04T16:59:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pe591t/workspace_boundary_rules_using_continuedev_plugin/ | Clear_Value7240 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe591t | false | null | t3_1pe591t | /r/LocalLLaMA/comments/1pe591t/workspace_boundary_rules_using_continuedev_plugin/ | false | false | self | 2 | null |
VLLM v0.12.0 supports NVFP4 for SM120 (RTX 50xx and RTX PRO 6000 Blackwell) | 60 | My kudos for the VLLM team that has release the v0.12.0 with support for NVFP4 for the SM120 family!
# Quantization
* **W4A8**: Marlin kernel support ([\#24722](https://github.com/vllm-project/vllm/pull/24722)).
* **NVFP4**:
* MoE CUTLASS support for SM120 ([\#29242](https://github.com/vllm-project/vllm/pull/29242... | 2025-12-04T16:47:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pe4xm4/vllm_v0120_supports_nvfp4_for_sm120_rtx_50xx_and/ | Rascazzione | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe4xm4 | false | null | t3_1pe4xm4 | /r/LocalLLaMA/comments/1pe4xm4/vllm_v0120_supports_nvfp4_for_sm120_rtx_50xx_and/ | false | false | self | 60 | {'enabled': False, 'images': [{'id': 'VP_nHu-XZKrLhaE3HPgs8To7PxfgVi98viHkg9K7MUI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/VP_nHu-XZKrLhaE3HPgs8To7PxfgVi98viHkg9K7MUI.png?width=108&crop=smart&auto=webp&s=cb81dcb8ab837adc5a23c80140d07b055d6722ae', 'width': 108}, {'height': 108, 'url': 'h... |
Fine tune for rp world? | 5 | So, I have sillytavern setup locally and run a local llm for rp. I have been toying with the idea of making a specific finetune for an existing world. As an example, would it make sense to take all the text from the Wheel of Time novels and use that to create a finetune?
I've create Loras off of image models but neve... | 2025-12-04T16:45:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pe4vpc/fine_tune_for_rp_world/ | JaxxonAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe4vpc | false | null | t3_1pe4vpc | /r/LocalLLaMA/comments/1pe4vpc/fine_tune_for_rp_world/ | false | false | self | 5 | null |
Rust HF Downloaders, version 1.1 (final?) | 0 | Added a lot of stuff, probably final for now unless there's weird bugs.
UI, Mouse integration, "non-gguf" model support.
Let me know on Github issues if you have any feature requests or bug reports: [https://github.com/johannesBertens/rust-hf-downloader](https://github.com/johannesBertens/rust-hf-downloader) | 2025-12-04T16:39:34 | https://www.reddit.com/gallery/1pe4qg9 | johannes_bertens | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pe4qg9 | false | null | t3_1pe4qg9 | /r/LocalLLaMA/comments/1pe4qg9/rust_hf_downloaders_version_11_final/ | false | false | 0 | null | |
Best local TTS at the moment? | 6 | Last year I used COQUI xtts\_v2 with some decent results.
Is there anything better/faster (supporting voice clone)? | 2025-12-04T16:38:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pe4p9z/best_local_tts_at_the_moment/ | Robert__Sinclair | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe4p9z | true | null | t3_1pe4p9z | /r/LocalLLaMA/comments/1pe4p9z/best_local_tts_at_the_moment/ | false | false | self | 6 | null |
We Got Claude to Fine-Tune an Open Source LLM | 98 | [https://huggingface.co/blog/hf-skills-training](https://huggingface.co/blog/hf-skills-training) | 2025-12-04T16:31:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pe4iev/we_got_claude_to_finetune_an_open_source_llm/ | PotentialFunny7143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe4iev | false | null | t3_1pe4iev | /r/LocalLLaMA/comments/1pe4iev/we_got_claude_to_finetune_an_open_source_llm/ | false | false | self | 98 | {'enabled': False, 'images': [{'id': 'l06xIWkTYOUJkcqguhRvZ9P7N3hhRtMIAo-7AUAScmM', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/l06xIWkTYOUJkcqguhRvZ9P7N3hhRtMIAo-7AUAScmM.png?width=108&crop=smart&auto=webp&s=0b7e21561d5c0612fb5577ace473a99d26db7e40', 'width': 108}, {'height': 121, 'url': 'h... |
Is anyone working on a general-purpose memory layer for AI? Not RAG. Not fine-tuning. Actual persistent memory? | 6 | I’ve been deep in the weeds trying to solve long-term memory for LLMs, and after months of experiments, I’ve hit the same wall over and over: everything we currently call “AI memory” is just retrieval… wearing different outfits.
* Chat history until the window explodes.
* Vector search until embeddings drift or flatte... | 2025-12-04T16:29:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pe4gnc/is_anyone_working_on_a_generalpurpose_memory/ | Himka13 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe4gnc | false | null | t3_1pe4gnc | /r/LocalLLaMA/comments/1pe4gnc/is_anyone_working_on_a_generalpurpose_memory/ | false | false | self | 6 | null |
Claude 4.5 Opus’ Soul Document (constitutional AI) leaked | 0 | Do any local/open source models use Anthropic's constitutional AI approach? | 2025-12-04T16:29:15 | https://simonwillison.net/2025/Dec/2/claude-soul-document/ | Old-School8916 | simonwillison.net | 1970-01-01T00:00:00 | 0 | {} | 1pe4gjr | false | null | t3_1pe4gjr | /r/LocalLLaMA/comments/1pe4gjr/claude_45_opus_soul_document_constitutional_ai/ | false | false | default | 0 | null |
Had anyone tried to make llama.cpp vulkan work on mali gpus? | 5 | ive tried installing `llama-cpp-backend-vulkan` on termux, and tried installing other prequisites (i.e. the vulkan header)
but it give me errors or dont detect the gpu entirely.
here are my terminal logs (yes i restarted termux for this, apologize for lacking of details here)
```
~ $ llama-cli --version
ggml_vulkan:... | 2025-12-04T16:04:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pe3sme/had_anyone_tried_to_make_llamacpp_vulkan_work_on/ | bulieme0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe3sme | false | null | t3_1pe3sme | /r/LocalLLaMA/comments/1pe3sme/had_anyone_tried_to_make_llamacpp_vulkan_work_on/ | false | false | self | 5 | null |
I made a CLI for Ollama so I don't have to leave my terminal | 0 | Hey everyone,
I built a small tool called Clai to chat with local models (via Ollama) directly from the command line. (Used Rust btw)
I got tired of constantly switching windows just to run a quick query, so I whipped this up to keep everything in the terminal. It's open source and simple to use.
Would love to hear ... | 2025-12-04T15:55:54 | hsperus | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pe3kjy | false | null | t3_1pe3kjy | /r/LocalLLaMA/comments/1pe3kjy/i_made_a_cli_for_ollama_so_i_dont_have_to_leave/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '8c5sv3r1m75g1', 'resolutions': [{'height': 64, 'url': 'https://preview.redd.it/8c5sv3r1m75g1.jpeg?width=108&crop=smart&auto=webp&s=5981c0ff05f10b76d094cd594f4aa748711ea91d', 'width': 108}, {'height': 128, 'url': 'https://preview.redd.it/8c5sv3r1m75g1.jpeg?width=216&crop=smart&auto=w... | |
Paligemma Multi-modal TensorFlow port | 1 | Hi,
I made a valiant attempt to slowly port the Paligemma/SigLip PyTorch implementation to TensorFlow - [https://github.com/mohanr/Paligemma/blob/main/processing\_paligemma.py](https://github.com/mohanr/Paligemma/blob/main/processing_paligemma.py)
It works but doesn't generate appropriate tokens. Since the code was ... | 2025-12-04T15:49:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pe3eua/paligemma_multimodal_tensorflow_port/ | mohanradhakrishnan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe3eua | false | null | t3_1pe3eua | /r/LocalLLaMA/comments/1pe3eua/paligemma_multimodal_tensorflow_port/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'sJmIaPpD5xq9Uuoc4-d5nANcW4qE4VpDGnDa-kFhy20', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/sJmIaPpD5xq9Uuoc4-d5nANcW4qE4VpDGnDa-kFhy20.png?width=108&crop=smart&auto=webp&s=2752efbd4511a646da9064160f3f14accff417a4', 'width': 108}, {'height': 108, 'url': 'h... |
Top small models | 0 | What are the best small models under 7B for smol compute | 2025-12-04T15:42:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pe389p/top_small_models/ | Powerful_Attempt_678 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe389p | false | null | t3_1pe389p | /r/LocalLLaMA/comments/1pe389p/top_small_models/ | false | false | self | 0 | null |
Mac Book Pro M4max vs M5 | 0 | I have to buy a Mac book pro. How much more capable is a 40 core 128gb unified memory m4 max than an m5 with 32gb? | 2025-12-04T15:06:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pe2bts/mac_book_pro_m4max_vs_m5/ | Swmp1024 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe2bts | false | null | t3_1pe2bts | /r/LocalLLaMA/comments/1pe2bts/mac_book_pro_m4max_vs_m5/ | false | false | self | 0 | null |
3gb ram vs 2gb ram which faster and more powerful to run smoothly on LOCAL AI (mobile device's) | 0 | When it comes to running demanding apps on your Android or iOS device, having enough RAM (Random Access Memory) is crucial for smooth performance. While 3GB of RAM might seem like plenty, the reality is that the difference between 2GB and 3GB RAM can be quite significant.
\*\*The Ram Gap on Android and iOS\*\*
Here's... | 2025-12-04T15:02:47 | Adventurous_Role_489 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pe285q | false | null | t3_1pe285q | /r/LocalLLaMA/comments/1pe285q/3gb_ram_vs_2gb_ram_which_faster_and_more_powerful/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'xzit6cgic75g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/xzit6cgic75g1.jpeg?width=108&crop=smart&auto=webp&s=cae4ad68affcad6f924910c25adfa1c6a2b4382a', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/xzit6cgic75g1.jpeg?width=216&crop=smart&auto=... | |
3gb ram vs 2gb ram which is faster and more powerful (mobile device's) | 1 | When it comes to running demanding apps on your Android or iOS device, having enough RAM (Random Access Memory) is crucial for smooth performance. While 3GB of RAM might seem like plenty, the reality is that the difference between 2GB and 3GB RAM can be quite significant.
\*\*The Ram Gap on Android and iOS\*\*
Here's... | 2025-12-04T14:59:18 | Adventurous_Role_489 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pe24vp | false | null | t3_1pe24vp | /r/LocalLLaMA/comments/1pe24vp/3gb_ram_vs_2gb_ram_which_is_faster_and_more/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'dcv8z8zjb75g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/dcv8z8zjb75g1.jpeg?width=108&crop=smart&auto=webp&s=eb9a0d5674bd5776dbc1d7eff037230f553601ca', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/dcv8z8zjb75g1.jpeg?width=216&crop=smart&auto=... | |
Help request - llama.cpp docker compose review request - Get a 500 error in Claude Code | 1 | Hey all,
**Outline**
I'm tinkering with llama.cpp and try to run it with claude code. But I get a 500 error in Claude Code.
I've let [Claude.ai](http://Claude.ai) cook up a \`docker-compose.yaml\`. I did a quick scan in the docs, but saw no compose yamls. I think claude punished me for this :) 4 messages and I'm... | 2025-12-04T14:56:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pe22dt/help_request_llamacpp_docker_compose_review/ | designbanana | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe22dt | false | null | t3_1pe22dt | /r/LocalLLaMA/comments/1pe22dt/help_request_llamacpp_docker_compose_review/ | false | false | self | 1 | null |
Any Lightx2v lora for cfg distilled HunyuanVideo 1.5? | 0 | I get black screen or poor quality from the [comfyui rep lora](https://huggingface.co/Comfy-Org/HunyuanVideo_1.5_repackaged/blob/main/split_files/loras/hunyuanvideo1.5_t2v_480p_lightx2v_4step_lora_rank_32_bf16.safetensors)! As I looked in to it and apparently this lora doesn't works with cgf distilled models!? | 2025-12-04T14:26:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pe1c9h/any_lightx2v_lora_for_cfg_distilled_hunyuanvideo/ | Slight_Tone_2188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe1c9h | false | null | t3_1pe1c9h | /r/LocalLLaMA/comments/1pe1c9h/any_lightx2v_lora_for_cfg_distilled_hunyuanvideo/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'ZlHR4x_w-ZBECv-f5mEg17KUpVJgSm9MsgncHAPk4rI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ZlHR4x_w-ZBECv-f5mEg17KUpVJgSm9MsgncHAPk4rI.png?width=108&crop=smart&auto=webp&s=7cdc64dd656297bd70ad6e9e226ebcaec378ffb0', 'width': 108}, {'height': 116, 'url': 'h... |
The "Confident Idiot" Problem: Why LLM-as-a-Judge fails in production. | 56 | I've been struggling with agent reliability lately. I noticed that the industry standard for fixing hallucinations is "LLM-as-a-Judge" (asking a larger model to grade the output).
But I'm finding this creates a circular dependency. If the underlying models suffer from sycophancy or hallucination, the Judge often hallu... | 2025-12-04T14:25:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pe1bd4/the_confident_idiot_problem_why_llmasajudge_fails/ | Proud-Employ5627 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe1bd4 | false | null | t3_1pe1bd4 | /r/LocalLLaMA/comments/1pe1bd4/the_confident_idiot_problem_why_llmasajudge_fails/ | false | false | self | 56 | {'enabled': False, 'images': [{'id': '5TaOnME01gj7rjzW1blC1v47lRznuA07T31Sw0v8S-4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5TaOnME01gj7rjzW1blC1v47lRznuA07T31Sw0v8S-4.jpeg?width=108&crop=smart&auto=webp&s=30d926fcbc0467ce2739dd8434f966b3503e356f', 'width': 108}, {'height': 108, 'url': '... |
Does instruction repetition in big-ass initial prompt helps in your experience? | 3 | Hey everyone, Looking for your experience and overall gut feeling.
I have an initial prompt that makes agent aligned by reading whole bunch of docs with patterns, approaches and instructions to make it work within my repo as I want it. Surely I produced them using the same agent in the previous sessions as retrospect... | 2025-12-04T14:10:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pe0yy3/does_instruction_repetition_in_bigass_initial/ | Elkemper | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe0yy3 | false | null | t3_1pe0yy3 | /r/LocalLLaMA/comments/1pe0yy3/does_instruction_repetition_in_bigass_initial/ | false | false | self | 3 | null |
Combine fine-tuned classifier and LLM-with-context for better model accuracy? | 3 | I’m working on a model prediction problem and I'm wondering if there's a hybrid approach which combines 2 ways I'm approaching the problem
The problem setup is this:
1. I’ve got a labeled dataset with let's say 4 text columns/features (let's call the columns x1, x2, x3, x4) and a target variable y. It's \~5000 rows ... | 2025-12-04T13:33:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pe04c6/combine_finetuned_classifier_and_llmwithcontext/ | bebmfec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pe04c6 | false | null | t3_1pe04c6 | /r/LocalLLaMA/comments/1pe04c6/combine_finetuned_classifier_and_llmwithcontext/ | false | false | self | 3 | null |
legends | 542 | 2025-12-04T13:11:47 | Nunki08 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdzn2n | false | null | t3_1pdzn2n | /r/LocalLLaMA/comments/1pdzn2n/legends/ | false | false | default | 542 | {'enabled': True, 'images': [{'id': 'vu26lxrns65g1', 'resolutions': [{'height': 70, 'url': 'https://preview.redd.it/vu26lxrns65g1.jpeg?width=108&crop=smart&auto=webp&s=ed7d396f7cf752115f5fda8f993010188c188aba', 'width': 108}, {'height': 141, 'url': 'https://preview.redd.it/vu26lxrns65g1.jpeg?width=216&crop=smart&auto=w... | ||
BrowseSafe, An Open-Source Model for AI Agents Browser Security | 15 | BrowseSafe is an open-source security model trained to protect AI browser agents from prompt injection attacks embedded in real-world web content. BrowseSafe model is based on the **Qwen3-30B-A3B.**
Here is a brief overview of key features of BrowseSafe model:
**1. State-of-the-Art Detection**: Achieves a 90.4% F1 s... | 2025-12-04T13:11:36 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdzmxh | false | null | t3_1pdzmxh | /r/LocalLLaMA/comments/1pdzmxh/browsesafe_an_opensource_model_for_ai_agents/ | false | false | default | 15 | {'enabled': True, 'images': [{'id': 'x84cad88q65g1', 'resolutions': [{'height': 106, 'url': 'https://preview.redd.it/x84cad88q65g1.png?width=108&crop=smart&auto=webp&s=829d314256d78d6fb342c1b08424bb68d3f4a20d', 'width': 108}, {'height': 213, 'url': 'https://preview.redd.it/x84cad88q65g1.png?width=216&crop=smart&auto=we... | |
Small Indic MultiModal Language Model | 1 | Hi Guys, I was wondering if anyone has experience or working on low resource small multimodal language models (and if specifically on Indic languages). How are you guys approaching this problem given there is a scarcity of good quality data and especially on different modalities? | 2025-12-04T13:05:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pdzi2e/small_indic_multimodal_language_model/ | Working_Resident2069 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdzi2e | false | null | t3_1pdzi2e | /r/LocalLLaMA/comments/1pdzi2e/small_indic_multimodal_language_model/ | false | false | self | 1 | null |
CompText - Token-efficient DSL for local and cloud LLMs | 0 | Hey LocalLLaMA! 🦙
Just launched **CompText** - an open-source ecosystem that drastically reduces token usage for local and cloud LLMs.
## 🎯 The Problem
Running local models with long contexts is expensive:
- High VRAM usage
- Slow inference
- Repeated context in every request
- Context window limits
## 💡 The Sol... | 2025-12-04T13:04:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pdzhjn/comptext_tokenefficient_dsl_for_local_and_cloud/ | ProfRandom92 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdzhjn | false | null | t3_1pdzhjn | /r/LocalLLaMA/comments/1pdzhjn/comptext_tokenefficient_dsl_for_local_and_cloud/ | false | false | self | 0 | null |
I built a unified API that replaces Redis + Qdrant + multiple API keys hell. One API for 200+ models + memory + RAG. Free tier for builders. | 0 | Hey everyone! 👋
I was exactly in your shoes 6 months ago. I wanted to build AI applications with local LLMs (Llama, Mistral, etc.), but I kept getting caught in infrastructure hell:
❌ Setting up Qdrant for vectors
❌ Managing Redis for session memory
❌ Juggling OpenAI, Anthropic, OpenRouter API keys
❌ Buildi... | 2025-12-04T12:43:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pdz22o/i_built_a_unified_api_that_replaces_redis_qdrant/ | Know_About_Tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdz22o | false | null | t3_1pdz22o | /r/LocalLLaMA/comments/1pdz22o/i_built_a_unified_api_that_replaces_redis_qdrant/ | false | false | self | 0 | null |
If you had $100k to build your first GPU node setup, what would you choose for max ROI + utilization? | 0 | I’m planning to build my first colocated GPU setup and want to make sure I start with hardware that actually fills and pays itself off.
Assume you had $100k to spend, no enterprise clients yet, and early demand would come from marketplaces like Vast/RunPod.
What I’m trying to figure out:
• Which GPUs get the highest ... | 2025-12-04T12:36:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pdywl2/if_you_had_100k_to_build_your_first_gpu_node/ | PossibleChemical8875 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdywl2 | false | null | t3_1pdywl2 | /r/LocalLLaMA/comments/1pdywl2/if_you_had_100k_to_build_your_first_gpu_node/ | false | false | self | 0 | null |
Local Qwen3 Interface | 2 | I vibe coded a nice browser interface. I thought I would share it. Requires a Redis server for local memory recall.
https://preview.redd.it/44rvcjq9e65g1.png?width=3840&format=png&auto=webp&s=745f80815cb6572479be9131a92c813370ce8131
https://preview.redd.it/3u9qbsq9e65g1.png?width=3840&format=png&auto=webp&s=5f275f4a... | 2025-12-04T11:54:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pdy3ze/local_qwen3_interface/ | RiverRatt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdy3ze | false | null | t3_1pdy3ze | /r/LocalLLaMA/comments/1pdy3ze/local_qwen3_interface/ | false | false | 2 | null | |
Cool local AI + RAG tool | 3 | I’ve been trying to build AI powered tools to help automate parts of my job but worry about growing costs of inference API usage. Although it’s not my primary concern, privacy is something I think about a lot too. Wanted to share the project I put together and get feedback from the community.
I was able to use parall... | 2025-12-04T11:51:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pdy1wi/cool_local_ai_rag_tool/ | wildPatton | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdy1wi | false | null | t3_1pdy1wi | /r/LocalLLaMA/comments/1pdy1wi/cool_local_ai_rag_tool/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'Iq4DkzR0IG2C-eUePUxM1HPDIS-bIV2_cDmUoHpiuV8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Iq4DkzR0IG2C-eUePUxM1HPDIS-bIV2_cDmUoHpiuV8.png?width=108&crop=smart&auto=webp&s=05277de5957a77c00584c56cbf982bc117e01ab8', 'width': 108}, {'height': 108, 'url': 'h... |
I'm hex editing an old videogame, how do I feed a (locally run) AI the game's code? | 8 | I'm trying to mod an old videogame and I want an AI to read through a 2.7 MB .dpl file and explain it to me so I know what to change.
I had some success feeding snippets to Grok, which were copy-pasted from a disassembler (a lot of old Borland Delphi labels are still present which helps), and I've just now copy-pasted... | 2025-12-04T11:23:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pdxk97/im_hex_editing_an_old_videogame_how_do_i_feed_a/ | Xaxaxa-9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdxk97 | false | null | t3_1pdxk97 | /r/LocalLLaMA/comments/1pdxk97/im_hex_editing_an_old_videogame_how_do_i_feed_a/ | false | false | self | 8 | null |
Centralized location for downloaded model files? (multiple apps) | 2 | I want to be able to use different LLM apps (like LMStudio/Ollama/llama.cpp etc), but I want to have a single location of the model files. Is this possible? Any recommended workflows?
I am on Windows 11 if it matters.
Thanks | 2025-12-04T10:52:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pdx16o/centralized_location_for_downloaded_model_files/ | cangaroo_hamam | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdx16o | false | null | t3_1pdx16o | /r/LocalLLaMA/comments/1pdx16o/centralized_location_for_downloaded_model_files/ | false | false | self | 2 | null |
Deepseek 3.2 just does not seem to perform (for me) | 18 | I have been using RooCode and just not feeling DeepSeek 3.2 at all.
Is it just me? Any tips? | 2025-12-04T10:49:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pdwzgb/deepseek_32_just_does_not_seem_to_perform_for_me/ | klippers | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdwzgb | false | null | t3_1pdwzgb | /r/LocalLLaMA/comments/1pdwzgb/deepseek_32_just_does_not_seem_to_perform_for_me/ | false | false | self | 18 | null |
Mistral 3 as compred to Kimi K2 and Qwen 3 | 0 | 2025-12-04T10:35:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pdwr6w/mistral_3_as_compred_to_kimi_k2_and_qwen_3/ | One-Problem-5085 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdwr6w | false | null | t3_1pdwr6w | /r/LocalLLaMA/comments/1pdwr6w/mistral_3_as_compred_to_kimi_k2_and_qwen_3/ | false | false | 0 | null | ||
Ollama powered chat component for any website | 0 | Hey folks! I have open sourced a project called Deep Chat. It is a feature-rich chat web component that can be used to connect and converse with Ollama models.
Check it out at:
[https://github.com/OvidijusParsiunas/deep-chat](https://github.com/OvidijusParsiunas/deep-chat?fbclid=IwAR0uSvTiVXL5rICg3YfKqV2er0E355LGrg5... | 2025-12-04T09:56:50 | ovi_nation | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdw4vg | false | null | t3_1pdw4vg | /r/LocalLLaMA/comments/1pdw4vg/ollama_powered_chat_component_for_any_website/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'TvV4TA2G8mKb7ruVsgO1LQegNM8rFOVchpKrO6rm5Ls', 'resolutions': [{'height': 38, 'url': 'https://preview.redd.it/o10csw7xt55g1.png?width=108&crop=smart&auto=webp&s=692262fef17e695cca08373a71f5d7c4af698f6b', 'width': 108}, {'height': 76, 'url': 'https://preview.redd.it/o10csw7xt55g1.png?... | ||
Cruxy: Train 1.5B models on 4GB VRAM - new optimiser just released | 133 | Hey all, I've just released Cruxy - an adaptive optimiser that lets you fine-tune billion-parameter models on consumer GPUs.
**What it does:**
- Drop-in replacement for AdamW
- Meta-Lion mode uses 1/3 the memory of AdamW
- Automatic stability control - no scheduler tuning needed
- Verified on TinyLlama 1.1B and Qwen 2... | 2025-12-04T09:37:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pdvupp/cruxy_train_15b_models_on_4gb_vram_new_optimiser/ | National_Control4101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdvupp | false | null | t3_1pdvupp | /r/LocalLLaMA/comments/1pdvupp/cruxy_train_15b_models_on_4gb_vram_new_optimiser/ | false | false | self | 133 | {'enabled': False, 'images': [{'id': 'eXW-z9T0_MvCp8gdUHgDb6R2MLZryBr6eeDEbWXXbAE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/eXW-z9T0_MvCp8gdUHgDb6R2MLZryBr6eeDEbWXXbAE.png?width=108&crop=smart&auto=webp&s=d63c0323ae36b8cee92670b60f29b7831a78f584', 'width': 108}, {'height': 108, 'url': 'h... |
What's the best open LLM for creative translation of less used languages like European or Slavic languages? | 5 | Title says it all. I found Derpseek 3.1 Terminus Thinking to be quite decent but any others? | 2025-12-04T09:21:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pdvlm6/whats_the_best_open_llm_for_creative_translation/ | Illya___ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdvlm6 | false | null | t3_1pdvlm6 | /r/LocalLLaMA/comments/1pdvlm6/whats_the_best_open_llm_for_creative_translation/ | false | false | self | 5 | null |
3060 12 GB vs 5060 Ti 16GB | 0 | Hello!
I'd like to start playing around with local LLMs and I'm undecided between these 2 video cards. I can afford the price difference, but I'd like a good bang/buck, and the 2nd one is much faster but only offers 4 extra GBs for a price increase of 60%.
Which one would you get? | 2025-12-04T09:18:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pdvkbh/3060_12_gb_vs_5060_ti_16gb/ | r4zv | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdvkbh | false | null | t3_1pdvkbh | /r/LocalLLaMA/comments/1pdvkbh/3060_12_gb_vs_5060_ti_16gb/ | false | false | self | 0 | null |
"AI" bubble just destroyed the best memory producer | 0 | 2025-12-04T09:02:29 | https://investors.micron.com/news-releases/news-release-details/micron-announces-exit-crucial-consumer-business | cradlemann | investors.micron.com | 1970-01-01T00:00:00 | 0 | {} | 1pdvbbw | false | null | t3_1pdvbbw | /r/LocalLLaMA/comments/1pdvbbw/ai_bubble_just_destroyed_the_best_memory_producer/ | false | false | default | 0 | null | |
Today, let’s discuss quantized vs full precision sft | 0 | So I am struck between full precision and 4-bit quantized sft because mlx lm supports either 4 bit quantization or full precision sft.
I think a 4 bit Qlora sft will result in significant quality loss, and a full precision sft is not feasible on device for a >5b model.. I have two options now
Go with sub 4b models
Or
... | 2025-12-04T09:00:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pdva5e/today_lets_discuss_quantized_vs_full_precision_sft/ | dex2118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdva5e | false | null | t3_1pdva5e | /r/LocalLLaMA/comments/1pdva5e/today_lets_discuss_quantized_vs_full_precision_sft/ | false | false | self | 0 | null |
I need help running the local Ministral-3-3B model on Electron | 2 | I'm trying to run **mistralai/Ministral-3-3B-Instruct-2512-ONNX** on Electron, but I'm getting the following error:
`An error occurred during model execution: "Error: invalid data location: undefined for input "input_ids"".`
`Inputs given to model: Object input_ids : {type: 'int64', dims: Array(2), location: undefine... | 2025-12-04T08:45:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pdv26l/i_need_help_running_the_local_ministral33b_model/ | Hot-Necessary-4945 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdv26l | false | null | t3_1pdv26l | /r/LocalLLaMA/comments/1pdv26l/i_need_help_running_the_local_ministral33b_model/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'h1TIkGgcdvHUvh40Yx6WGsS5xAVCNHMJ0h79uG-9J74', 'resolutions': [{'height': 65, 'url': 'https://external-preview.redd.it/h1TIkGgcdvHUvh40Yx6WGsS5xAVCNHMJ0h79uG-9J74.png?width=108&crop=smart&auto=webp&s=069439786db8e02b3a6a749205987adace383843', 'width': 108}, {'height': 131, 'url': 'h... |
Small models are solving the "Computer Use" data bottleneck. 🖱️ | 21 | Small models are solving the "Computer Use" data bottleneck. 🖱️
As AI Architects, we've been waiting for the moment when agentic models could reliably interact with GUIs without massive, brittle scaffolding (like accessibility trees or DOM parsers).
Microsoft just released Fara-7B, and it’s a significant lea... | 2025-12-04T08:43:29 | buntyshah2020 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdv179 | false | null | t3_1pdv179 | /r/LocalLLaMA/comments/1pdv179/small_models_are_solving_the_computer_use_data/ | false | false | default | 21 | {'enabled': True, 'images': [{'id': '96yomp2og55g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/96yomp2og55g1.png?width=108&crop=smart&auto=webp&s=4606f6b58dc4123302294c37de270112498bdab4', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/96yomp2og55g1.png?width=216&crop=smart&auto=web... | |
Level 0: The Ceiling is 2017. Join the Community (r/posthypelab) Building the Architectures. | 0 | We have hit a wall.
The AGI race is currently being fought using 2017 math (The Transformer). We’ve achieved the limits of static, energy intensive intelligence. We are constrained by hardware built for a defunct paradigm.
We believe the next breakthrough the one that truly beats Google and Meta/(FAANG) & others will... | 2025-12-04T08:37:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pduy7m/level_0_the_ceiling_is_2017_join_the_community/ | mikki99999 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pduy7m | false | null | t3_1pduy7m | /r/LocalLLaMA/comments/1pduy7m/level_0_the_ceiling_is_2017_join_the_community/ | false | false | self | 0 | null |
Personalised Semantic Search Engine | 0 | Hi Guys,
I am trying to build a fully offline (on device) file search engine based on semantic context. This will enable the user to quick search their relevant docs, pdfs, images etc. just with context. This might be helpful for people who deals with tons of data and frequently hops from file to file.
What other fea... | 2025-12-04T08:30:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pduu69/personalised_semantic_search_engine/ | MysteriousFarm3894 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pduu69 | false | null | t3_1pduu69 | /r/LocalLLaMA/comments/1pduu69/personalised_semantic_search_engine/ | false | false | self | 0 | null |
Best current benchmarking tool? | 2 | Say I want to compare different LiteLLM AI gateways + models on relevant metrics like TTFT , average token output, but also maybe correctness/hallucinations , benchmarks under stress / sequential API calls. Is there a semi plug and play tool that already does this? Currently writing my own but don't want to reinvent th... | 2025-12-04T08:22:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pduptm/best_current_benchmarking_tool/ | CloudStudyBuddies | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pduptm | false | null | t3_1pduptm | /r/LocalLLaMA/comments/1pduptm/best_current_benchmarking_tool/ | false | false | self | 2 | null |
Deepseek's progress | 226 | It's fascinating that DeepSeek has been able to make all this progress with the same pre-trained model since the start of the year, and has just improved post-training and attention mechanisms. It makes you wonder if other labs are misusing their resources by training new base models so often.
Also, what is going on w... | 2025-12-04T08:21:16 | onil_gova | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdupdg | false | null | t3_1pdupdg | /r/LocalLLaMA/comments/1pdupdg/deepseeks_progress/ | false | false | 226 | {'enabled': True, 'images': [{'id': '_Ceei9RInjErMQysdg1Z314dxEAiPtY0WRFO1BH9LtM', 'resolutions': [{'height': 36, 'url': 'https://preview.redd.it/zpkzyrrxc55g1.jpeg?width=108&crop=smart&auto=webp&s=5d9c8847e1abadf7fdda6b50c72bcadad4eb1042', 'width': 108}, {'height': 72, 'url': 'https://preview.redd.it/zpkzyrrxc55g1.jpe... | ||
What is the truly next gen chatbot than LLM? or there will be none | 0 | I am wondering this
Imagine we ask: what would happen if I just get teleported into a Fire Emblem world?
previous gen chatbot: I don't know, or "imagine oneself getting teleported into a Fire Emblem world is interesting, tell me more" (deflecting the question)
current gen LLM based chatbot: can give useful answers on a... | 2025-12-04T08:10:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pdujby/what_is_the_truly_next_gen_chatbot_than_llm_or/ | shezleth | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdujby | false | null | t3_1pdujby | /r/LocalLLaMA/comments/1pdujby/what_is_the_truly_next_gen_chatbot_than_llm_or/ | false | false | self | 0 | null |
WTF are these AI companies doing where they supposedly are the cause of the ram price spike? | 248 | I don't understand what could justify that much investment. Maybe I'm way out of the loop, but what huge application are they expecting that would have this kind of payout? Why is there all of the sudden this spike instead of a slower increase in demand? Like I kinda get the overall GPU demand, but this sudden dramatic... | 2025-12-04T07:46:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pdu5pe/wtf_are_these_ai_companies_doing_where_they/ | Red_Redditor_Reddit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdu5pe | false | null | t3_1pdu5pe | /r/LocalLLaMA/comments/1pdu5pe/wtf_are_these_ai_companies_doing_where_they/ | false | false | self | 248 | null |
New model, microsoft/VibeVoice-Realtime-0.5B | 323 | VibeVoice: A Frontier Open-Source Text-to-Speech Model
VibeVoice-Realtime is a lightweight real‑time text-to-speech model supporting streaming text input. It can be used to build realtime TTS services, narrate live data streams, and let different LLMs start speaking from their very first tokens (plug in your preferred... | 2025-12-04T07:43:58 | https://huggingface.co/microsoft/VibeVoice-Realtime-0.5B | edward-dev | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pdu46s | false | null | t3_1pdu46s | /r/LocalLLaMA/comments/1pdu46s/new_model_microsoftvibevoicerealtime05b/ | false | false | 323 | {'enabled': False, 'images': [{'id': 'yC3RHTaiptQZaDONKxzLP6lQoJh8pT8uDk6mruPADNY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/yC3RHTaiptQZaDONKxzLP6lQoJh8pT8uDk6mruPADNY.png?width=108&crop=smart&auto=webp&s=ad047120831c3acd6b04d7b1a5eb0c142421e9b7', 'width': 108}, {'height': 116, 'url': 'h... | |
I fine-tuned a 1.7B model on 300 examples. It now counts the r's in "strawberry" correctly. Is this the future of AI? (No.) | 0 | \# I fine-tuned a 1.7B model on 300 examples. It now counts the r's in "strawberry" correctly. Is this the future of AI? (No.)
\*\*Model:\*\* \[hitonet/hito-1.7b\](https://huggingface.co/hitonet/hito-1.7b) | Apache 2.0 | GGUF + Safetensors
\---
\*\*A quote from Hito itself:\*\*
\> \*"Look, I can count r's i... | 2025-12-04T07:31:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pdtx62/i_finetuned_a_17b_model_on_300_examples_it_now/ | TastyWriting8360 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdtx62 | false | null | t3_1pdtx62 | /r/LocalLLaMA/comments/1pdtx62/i_finetuned_a_17b_model_on_300_examples_it_now/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '8mPUZ9Anc8oIPFxPyl4iz_VUxU_KLyCb27GqsLUvHeo', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/8mPUZ9Anc8oIPFxPyl4iz_VUxU_KLyCb27GqsLUvHeo.png?width=108&crop=smart&auto=webp&s=9e5856f3a10512e13fc3ac740954e70de09a05e7', 'width': 108}, {'height': 116, 'url': 'h... |
entered a memory competition with my local llama setup, results were weird | 16 | Saw this long term memory competition thing on twitter a few weeks back and decided to enter with my local setup. Llama 3.1 8B Instruct + some memory hacks i've been working on.
Competition had 3 main tasks:
1. Long-term dialogue (50+ turns, reference stuff from turn 5 at turn 45)
2. Multi-person conversation trackin... | 2025-12-04T07:07:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pdtj6c/entered_a_memory_competition_with_my_local_llama/ | FeelingWatercress871 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdtj6c | false | null | t3_1pdtj6c | /r/LocalLLaMA/comments/1pdtj6c/entered_a_memory_competition_with_my_local_llama/ | false | false | self | 16 | null |
Do you think we’ll get GLM 4.6 Air one day? | 36 | Was about to forget, it’s probably not the priority of zai but hope remain! | 2025-12-04T07:04:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pdtht0/do_you_think_well_get_glm_46_air_one_day/ | Leflakk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdtht0 | false | null | t3_1pdtht0 | /r/LocalLLaMA/comments/1pdtht0/do_you_think_well_get_glm_46_air_one_day/ | false | false | self | 36 | null |
Who wants to run the “noise collapse” deception experiment on your local 70B/405B rigs? Takes <10 min on an RTX 4090 | 1 | Hypothesis I’m testing: once you corrupt a statement with >~40% character flips, even frontier models stop trying to “fix” it and just repeat the garbage. Below that, they hallucinate clean but false statements (= subtle lying).
Script is 100% ready — just drop your OpenRouter or Anthropic key (or replace the API calls... | 2025-12-04T06:59:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pdteb6/who_wants_to_run_the_noise_collapse_deception/ | Commercial_Animal690 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdteb6 | false | null | t3_1pdteb6 | /r/LocalLLaMA/comments/1pdteb6/who_wants_to_run_the_noise_collapse_deception/ | false | false | self | 1 | null |
Perplexica w/ Llama CPP | 3 | After Llama CPP added their own web interface I realized it is leaps and bounds faster than Ollama. I want to use it as a connection in Perplexica and for the life of me I can’t find any help on how to do it.
The config.toml is no where to be found on the folder. And if I added an edit it, the custom entry does not app... | 2025-12-04T06:45:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pdt5zk/perplexica_w_llama_cpp/ | tgosir | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdt5zk | false | null | t3_1pdt5zk | /r/LocalLLaMA/comments/1pdt5zk/perplexica_w_llama_cpp/ | false | false | self | 3 | null |
Spec-Kit with Ministral 3 14b | 15 | Had been fighting with a few models to get spec-kit working locally. gpt-oss-20b, qwen3-coder-30b and qwen3-next all failed me! Used lmstudio for local inference and qwen code as the codegen cli.
I gave the new ministral 3 14b reasoning model a shot and was very impressed that it was able to follow the spec-kit proc... | 2025-12-04T06:30:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pdswk2/speckit_with_ministral_3_14b/ | International_Quail8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdswk2 | false | null | t3_1pdswk2 | /r/LocalLLaMA/comments/1pdswk2/speckit_with_ministral_3_14b/ | false | false | self | 15 | null |
Mac Mini M4 32gb or NVIDIA Jetson AGX Orin 64GB Developer Kit? | 0 | Hi, I see the NVIDIA Jetson AGX Orin 64GB is currently 50% off at $999
and the Mac mini M4 with 32GB RAM is also around $999.
I want to buy one mainly to run local LLMs like Llama.
I’m a Linux user, so I don’t care much about ease of use.
I’m focused on performance, especially tokens per second.
Which one sh... | 2025-12-04T06:02:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pdsf7g/mac_mini_m4_32gb_or_nvidia_jetson_agx_orin_64gb/ | Outrageous_Lab_8431 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdsf7g | false | null | t3_1pdsf7g | /r/LocalLLaMA/comments/1pdsf7g/mac_mini_m4_32gb_or_nvidia_jetson_agx_orin_64gb/ | false | false | 0 | null | |
Introducing Lynkr — an open-source Claude-style AI coding proxy built specifically for Databricks model endpoints 🚀 | 0 | Hey folks — I’ve been building a small developer tool that I think many Databricks users or AI-powered dev-workflow fans might find useful. It’s called **Lynkr**, and it acts as a Claude-Code-style proxy that connects *directly* to Databricks model endpoints while adding a lot of developer workflow intelligence on top.... | 2025-12-04T05:32:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pdrvh8/introducing_lynkr_an_opensource_claudestyle_ai/ | Dangerous-Dingo-5169 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdrvh8 | false | null | t3_1pdrvh8 | /r/LocalLLaMA/comments/1pdrvh8/introducing_lynkr_an_opensource_claudestyle_ai/ | false | false | self | 0 | null |
Looking for an LLM to assist me in making a Dungeon Crawler board game. Can anyone help me out? | 2 | Hello! As the title says I'm looking for a personal LLM to be my assistant and help me in my endeavor. First off which software would you suggest using? I tried out GPT4All and tried difderent models, but they couldn't pull data from more than 5 sources at a time (I did try tweaking the LocalDocs settings multiple time... | 2025-12-04T05:26:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pdrrdl/looking_for_an_llm_to_assist_me_in_making_a/ | Mandovzkis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdrrdl | false | null | t3_1pdrrdl | /r/LocalLLaMA/comments/1pdrrdl/looking_for_an_llm_to_assist_me_in_making_a/ | false | false | self | 2 | null |
Introducing Lynkr — an open-source Claude-style AI coding proxy built specifically for Databricks model endpoints 🚀 | 1 | [removed] | 2025-12-04T05:23:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pdrp3z/introducing_lynkr_an_opensource_claudestyle_ai/ | Bul_Bul_Chitti | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdrp3z | false | null | t3_1pdrp3z | /r/LocalLLaMA/comments/1pdrp3z/introducing_lynkr_an_opensource_claudestyle_ai/ | false | false | self | 1 | null |
AI generalizes to offensive security: CAI becomes top global CTF performer | 0 | With CAI winning numerous elite Capture-the-Flag events and surpassing thousands of human teams, 2025 raises the question: are CTFs still a robust measure of human skill?
If autonomous agents now dominate competitions designed to identify top security talent at negligible cost, what are CTFs actually measuring?
[htt... | 2025-12-04T05:18:30 | https://arxiv.org/pdf/2512.02654 | vmayoral | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1pdrlse | false | null | t3_1pdrlse | /r/LocalLLaMA/comments/1pdrlse/ai_generalizes_to_offensive_security_cai_becomes/ | false | false | default | 0 | null |
Epyc setup + 1/2 Pro 6000 that can run Qwen coder 480b at 20 tps? | 12 | So the old rig that I have been using to experiment with the Pro 6000 - I am finally going to replace it with a comparable SOTA setup (minus the GPU). I would like a working setup that could achieve 20 tps with my favourite model. If that is unrealistic, 10+ tps could work too. I already know 5 tps is fairly achievable... | 2025-12-04T05:13:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pdrist/epyc_setup_12_pro_6000_that_can_run_qwen_coder/ | prusswan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdrist | false | null | t3_1pdrist | /r/LocalLLaMA/comments/1pdrist/epyc_setup_12_pro_6000_that_can_run_qwen_coder/ | false | false | self | 12 | null |
Chinese CXMT unveils DDR5-8000 RAM | 207 | [https://www.techpowerup.com/343185/chinese-cxmt-shows-homegrown-ddr5-8000-and-lpddr5x-10667-memory](https://www.techpowerup.com/343185/chinese-cxmt-shows-homegrown-ddr5-8000-and-lpddr5x-10667-memory)
Chinese RAM might be the way to buck the trend of rising prices. | 2025-12-04T04:43:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pdqxbw/chinese_cxmt_unveils_ddr58000_ram/ | Ok_Warning2146 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdqxbw | false | null | t3_1pdqxbw | /r/LocalLLaMA/comments/1pdqxbw/chinese_cxmt_unveils_ddr58000_ram/ | false | false | self | 207 | {'enabled': False, 'images': [{'id': '3ypiMyP7LPNwoT6NEfYYkbWT4FjX-UlK8ujYqHM8_t0', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/3ypiMyP7LPNwoT6NEfYYkbWT4FjX-UlK8ujYqHM8_t0.jpeg?width=108&crop=smart&auto=webp&s=c0b02ae5e6cac80cd6185bbf11bc3e82b02f4b44', 'width': 108}, {'height': 112, 'url': '... |
Question for LLM engineers: is there value in a tool that tests prompts at scale and rewrites them until they behave correctly? | 4 | I want feedback from people who work with LLMs on a regular basis.
A lot of prompt development still feels like guesswork. Teams write a few examples, test in a playground, or keep spreadsheets. When a prompt or model changes, it is hard to know what quietly broke. Running batches of tests across multiple providers of... | 2025-12-04T04:40:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pdqvet/question_for_llm_engineers_is_there_value_in_a/ | BulkyAd7044 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdqvet | false | null | t3_1pdqvet | /r/LocalLLaMA/comments/1pdqvet/question_for_llm_engineers_is_there_value_in_a/ | false | false | self | 4 | null |
Built a Python SDK for tool calling with Ollama (also has a TUI) | 5 | Been running Ollama locally and got tired of writing the same boilerplate for tool calling every time. Built Consoul so I can just do:
from consoul import Consoul
console = Consoul(provider="ollama", model="llama3.2")
console.chat("refactor this", tools=True)
It handles the tool calling loop, file editing... | 2025-12-04T04:26:39 | https://github.com/goatbytes/consoul | jrummy16 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pdqlkp | false | null | t3_1pdqlkp | /r/LocalLLaMA/comments/1pdqlkp/built_a_python_sdk_for_tool_calling_with_ollama/ | false | false | default | 5 | {'enabled': False, 'images': [{'id': 'H_Xk72f2p-5BMENjkachQUexRhOMhSdq6pGnN1HVmBM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/H_Xk72f2p-5BMENjkachQUexRhOMhSdq6pGnN1HVmBM.png?width=108&crop=smart&auto=webp&s=e13c10692bc18eb68e2f93caa6c4c779c27503d8', 'width': 108}, {'height': 108, 'url': 'h... |
qwen3 vl 8b thinking thinks very long? | 2 | since Qwen claims qwen3VL does better in t2t vs qwen3 too, I switched to use vl for t2t
but it's thinking so long. 8b, context 8192 tokens, same prompt, 30sec until reply (thinking) vs 3sec until reply (instruct). I am using FP8 with vllm.
this didn't happen with qwen3 8b. thinking vs /no\_think was like 7s vs 3s, ne... | 2025-12-04T03:54:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pdpygw/qwen3_vl_8b_thinking_thinks_very_long/ | HistorianPotential48 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdpygw | false | null | t3_1pdpygw | /r/LocalLLaMA/comments/1pdpygw/qwen3_vl_8b_thinking_thinks_very_long/ | false | false | self | 2 | null |
[Guide] LLM Red Team Kit: Stop Getting Gaslit by Chatbots | 0 | I’ve been using LLMs for actual technical work — not just fun prompts — and kept running into the same issue:
The model sounds helpful, confident, even insightful… and then it quietly hallucinates.
Fake logs. Imaginary memory. Pretending it just ran your code. It says what you want to hear — even if it's not true.
... | 2025-12-04T02:43:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pdog1d/guide_llm_red_team_kit_stop_getting_gaslit_by/ | Optionsx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdog1d | false | null | t3_1pdog1d | /r/LocalLLaMA/comments/1pdog1d/guide_llm_red_team_kit_stop_getting_gaslit_by/ | false | false | self | 0 | null |
Everyone in LocalLLaMA right now | 0 | [https://github.com/comfyanonymous/ComfyUI/issues/11041](https://github.com/comfyanonymous/ComfyUI/issues/11041) | 2025-12-04T02:28:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pdo4ce/everyone_in_localllama_right_now/ | Thistleknot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdo4ce | false | null | t3_1pdo4ce | /r/LocalLLaMA/comments/1pdo4ce/everyone_in_localllama_right_now/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9GAo1NSoJjLkkJzB9k1vnaD2QML8TtwxnJlveow2iFM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9GAo1NSoJjLkkJzB9k1vnaD2QML8TtwxnJlveow2iFM.png?width=108&crop=smart&auto=webp&s=c7b4fb7ccf0973a0d0cf96716c658dacca48b303', 'width': 108}, {'height': 108, 'url': 'h... |
I made a friendlier UI to manage ollama models | 1 | [removed] | 2025-12-04T02:21:45 | https://v.redd.it/kbrxcmkok35g1 | ComfyTightwad | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdnz6t | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/kbrxcmkok35g1/DASHPlaylist.mpd?a=1767406923%2CNDBlNmU4ZjU4NmYyMTFlMDY0NmY4Njc3YmM2YjM5ZGVmZDMzZmZhYTg0MTg3ZDNiM2EzZjQxN2E0ZmIzYWFiYw%3D%3D&v=1&f=sd', 'duration': 74, 'fallback_url': 'https://v.redd.it/kbrxcmkok35g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pdnz6t | /r/LocalLLaMA/comments/1pdnz6t/i_made_a_friendlier_ui_to_manage_ollama_models/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'dnFxazQ1bG9rMzVnMfUiUzAnmNREsHt8dOXHrmeg5B6ZHRDEfM5KWhHunQFO', 'resolutions': [{'height': 68, 'url': 'https://external-preview.redd.it/dnFxazQ1bG9rMzVnMfUiUzAnmNREsHt8dOXHrmeg5B6ZHRDEfM5KWhHunQFO.png?width=108&crop=smart&format=pjpg&auto=webp&s=c0542a582575ee7590a9fa1e1f19b02807abe... | |
Those who are working in LLM research, how often do you guys need to use Linux terminal? | 1 | I'm a few weeks into an internship at an AI Lab with a decent amount of compute. A lot of job descriptions in this field never really mentioned Linux/Bash scripting etc, but focused a lot of Python and knowledge architectural implementations. I was quite surprised at the amount of questions or stuff my supervisor teach... | 2025-12-04T02:10:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pdnqeq/those_who_are_working_in_llm_research_how_often/ | bwarb1234burb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdnqeq | false | null | t3_1pdnqeq | /r/LocalLLaMA/comments/1pdnqeq/those_who_are_working_in_llm_research_how_often/ | false | false | self | 1 | null |
Orpheus TTS Sometimes Duplicating Phrases? | 2 | I'm not very familiar with TTS systems, but I've been using Orpheus for a little while. Usually no huge issues (some mild distortion), but every several hundred phrases I'll generally get a case where it duplicates the phrase. For example, I'll have it read like a phrase "Today is a good day and I like apples" from a r... | 2025-12-04T01:58:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pdngt6/orpheus_tts_sometimes_duplicating_phrases/ | Head-Investigator540 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdngt6 | false | null | t3_1pdngt6 | /r/LocalLLaMA/comments/1pdngt6/orpheus_tts_sometimes_duplicating_phrases/ | false | false | self | 2 | null |
Bill Dally (Chief Scientist of NVIDIA) - Trends in Deep Learning Hardware | 0 | A lot of interesting charts in this video. Posting here since a lot of people here own hardware. | 2025-12-04T01:42:10 | https://www.youtube.com/watch?v=4u8iMr3iXR4 | Old-School8916 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1pdn44k | false | {'oembed': {'author_name': 'UC Berkeley EECS', 'author_url': 'https://www.youtube.com/@BerkeleyEECS', 'height': 200, 'html': '<iframe width="267" height="200" src="https://www.youtube.com/embed/4u8iMr3iXR4?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gy... | t3_1pdn44k | /r/LocalLLaMA/comments/1pdn44k/bill_dally_chief_scientist_of_nvidia_trends_in/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '5lkU4mjWYuhEI5lm5Qlf9KvemETYdlnU7rclFOOKPJQ', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/5lkU4mjWYuhEI5lm5Qlf9KvemETYdlnU7rclFOOKPJQ.jpeg?width=108&crop=smart&auto=webp&s=b4202540a30a1cad971f1178babaf7ad9959d930', 'width': 108}, {'height': 162, 'url': '... |
Still doable to rent a server for LLMs? Discussing once again an old idea | 0 | I recall about a year ago that there were vigorous discussions about the feasibility of renting your own cloud server to host frontier models as a cheaper alternative to the current ChatGPT/Claude subscription services.
At the time the idea was fairly new so there wasn't much data. Now that a year has passed, in retro... | 2025-12-04T01:38:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pdn119/still_doable_to_rent_a_server_for_llms_discussing/ | HugoCortell | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdn119 | false | null | t3_1pdn119 | /r/LocalLLaMA/comments/1pdn119/still_doable_to_rent_a_server_for_llms_discussing/ | false | false | self | 0 | null |
Trouble with ministral 3-3b halp | 0 | Ok, it's funny, but this isn't what I was hoping for. Any ideas? Looking at doing a head to head on a large data enrichment loop against qwen2.5:7b-instruct which works great, except I have to re-enrich if chinese output is detected.
`ollama version is 0.13.1`
`Current Modelfile Content (/home/vmlinux/Modelfi... | 2025-12-04T01:26:31 | CarelessOrdinary5480 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pdms2o | false | null | t3_1pdms2o | /r/LocalLLaMA/comments/1pdms2o/trouble_with_ministral_33b_halp/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'ndZUaoOsYf2Fq8G1N1vFhr098M1s2Qk6LZb49KU2eJE', 'resolutions': [{'height': 88, 'url': 'https://preview.redd.it/3y2noei0a35g1.png?width=108&crop=smart&auto=webp&s=4920ba8c244bd830829ea9f123d550cd05a5a836', 'width': 108}, {'height': 176, 'url': 'https://preview.redd.it/3y2noei0a35g1.png... | ||
1 week update on ForgeIndex, my directory for local AI tools | 8 | Hey everyone — last week I shared ForgeIndex.ai here, a lightweight directory I’m building to make it easier to discover open-source local AI tools in one place.
Quick 1-week update:
- The index has grown from around 30 projects to 60+
- I added hardware + OS + software requirements for most tools
- Improved catego... | 2025-12-04T01:06:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pdmc7w/1_week_update_on_forgeindex_my_directory_for/ | Equivalent-Ad-9798 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdmc7w | false | null | t3_1pdmc7w | /r/LocalLLaMA/comments/1pdmc7w/1_week_update_on_forgeindex_my_directory_for/ | false | false | self | 8 | null |
Local LLM doesn't fit in Browser Extension | 4 | **Context:**
So I've been interested in edge/local LLMs for a while (SmolLM, Phi, Gemma, etc.) and thought that it'd be great for me and the community in general if LLM-powered or potentially LLM-powered extensions didn't require sending requests to not just an expensive, but privacy-risky, Cloud-based LLM.
I've tri... | 2025-12-04T01:02:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pdm96q/local_llm_doesnt_fit_in_browser_extension/ | RandomGamingDev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdm96q | false | null | t3_1pdm96q | /r/LocalLLaMA/comments/1pdm96q/local_llm_doesnt_fit_in_browser_extension/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'T07F6aqAxq1OK-KfplreevEvN4JFnDRw9bILqmz76XQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/T07F6aqAxq1OK-KfplreevEvN4JFnDRw9bILqmz76XQ.png?width=108&crop=smart&auto=webp&s=728a028e8860c326b239d404a6ab7d6f22b5752e', 'width': 108}, {'height': 108, 'url': 'h... |
How Attention Got So Efficient [GQA/MLA/DSA] | 138 | For anyone trying to understand why Deepseek 3.2 DSA is a milestone in terms of solving long context, I really recommend this video. | 2025-12-04T00:53:59 | https://youtu.be/Y-o545eYjXM?si=pt-SxR5anfLNSN8j | onil_gova | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1pdm268 | false | {'oembed': {'author_name': 'Jia-Bin Huang', 'author_url': 'https://www.youtube.com/@jbhuang0604', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Y-o545eYjXM?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosc... | t3_1pdm268 | /r/LocalLLaMA/comments/1pdm268/how_attention_got_so_efficient_gqamladsa/ | false | false | default | 138 | {'enabled': False, 'images': [{'id': '4QixmEzxJtTr5ZgAjR4FoJjK4qVPLU4zAuNo-fsPzgM', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/4QixmEzxJtTr5ZgAjR4FoJjK4qVPLU4zAuNo-fsPzgM.jpeg?width=108&crop=smart&auto=webp&s=a465a93ff21340d22b3894ce283e649ad3831ab3', 'width': 108}, {'height': 162, 'url': '... |
Local ai for music? | 8 | There is the Qwen-image-editing and those fancy new VLM that can be run on local hardware without requiring crazy specs. But are there such thing for music input and output? Recently, there was two situations on which I wanted to extract only the piano melody from a song and find similar songs that starts with an speci... | 2025-12-04T00:28:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pdlhyn/local_ai_for_music/ | Rique_Belt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdlhyn | false | null | t3_1pdlhyn | /r/LocalLLaMA/comments/1pdlhyn/local_ai_for_music/ | false | false | self | 8 | null |
Frozen networks show usable early-layer intent: 1370× fewer FLOPs and 10× faster inference (code + weights)9 | 71 | I’ve been experimenting with whether a frozen network’s early activations contain enough “semantic intent” to skip most of the compute.
I used a standard ResNet-18 trained on CIFAR-10 (87.89 percent accuracy), pulled a single 64-dimensional vector from an early layer, and trained a tiny decoder on top of it.
Results ... | 2025-12-04T00:26:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pdlfu3/frozen_networks_show_usable_earlylayer_intent/ | anima-core | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdlfu3 | false | null | t3_1pdlfu3 | /r/LocalLLaMA/comments/1pdlfu3/frozen_networks_show_usable_earlylayer_intent/ | false | false | self | 71 | {'enabled': False, 'images': [{'id': 'KnTNgH-bDXwHtp2z-XOYrrFUS0DcPa41jjEg0ZxvYYg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/KnTNgH-bDXwHtp2z-XOYrrFUS0DcPa41jjEg0ZxvYYg.png?width=108&crop=smart&auto=webp&s=bfdce7c4e454d4a793b5d2bd7ff2510124532c62', 'width': 108}, {'height': 108, 'url': 'h... |
GPU recommendation | 2 | Currently, I have this build:
MB: asrock z890 pro RS wifi
Ram: 64gb Corsair ddr5 6000mhz
Cpu: Intel core ultra 7 265k
I'm looking for a GPU to buy and honestly I don't know which one to choose.
I'm not a gamer, maybe once or twice in a year I try it for a few hours.
My main need is for running LLMs. And my main ta... | 2025-12-04T00:13:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pdl4sv/gpu_recommendation/ | Visual_Charity_2534 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pdl4sv | false | null | t3_1pdl4sv | /r/LocalLLaMA/comments/1pdl4sv/gpu_recommendation/ | false | false | self | 2 | null |
Parameters to run Deepseek R1 671b Q4 | 13 | Trying to run Deepseek R1 671b Q4, I need to offload some to RAM but every config I try it fails to load. How can I get it to load on LMStudio? I attached images of my hardware and the model parameter config options. | 2025-12-04T00:11:46 | https://www.reddit.com/gallery/1pdl3q0 | I_like_fragrances | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pdl3q0 | false | null | t3_1pdl3q0 | /r/LocalLLaMA/comments/1pdl3q0/parameters_to_run_deepseek_r1_671b_q4/ | false | false | 13 | null |
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