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Mastering llama.cpp: A Comprehensive Guide to Local LLM Integration | 34 | Hey, so I came in here the other day with me fancy shmancy chatbot wrapper I was using Ollama with and thought I was impressive. Pft. Peasant I twas!
So I bit the bullet and finally learned about llama.cpp and I wrote up this guide on what I taught myself about it to get me started. Personally I use python for everyth... | 2025-11-12T11:24:02 | https://danielkliewer.com/blog/2025-11-12-mastering-llama-cpp-local-llm-integration-guide | KonradFreeman | danielkliewer.com | 1970-01-01T00:00:00 | 0 | {} | 1ov2ll9 | false | null | t3_1ov2ll9 | /r/LocalLLaMA/comments/1ov2ll9/mastering_llamacpp_a_comprehensive_guide_to_local/ | false | false | default | 34 | {'enabled': False, 'images': [{'id': 'WdrekqB6cGVYVUhRiytgA_2P2qLFtNk6GTtWaIcWHTU', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/WdrekqB6cGVYVUhRiytgA_2P2qLFtNk6GTtWaIcWHTU.png?width=108&crop=smart&auto=webp&s=8d9f7e5e95b5bbb5700b30f4ea66661d83837671', 'width': 108}, {'height': 216, 'url': '... |
Kimi K2 Thinking: The One Point Everyone Overlooks, Interleave Thinking | 79 | Kimi K2 Thinking supports multi-turn tool calls with interleaved thinking (think โ call tool โ reflect โ call another tool โ act). While DeepSeek's reasoning models do not support tool calls, which many people overlook. When your workflow or CLI relies on tools (grep, code-run, web\_search, etc.), this difference is de... | 2025-11-12T11:13:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ov2eoz/kimi_k2_thinking_the_one_point_everyone_overlooks/ | Great_Shop_4356 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov2eoz | false | null | t3_1ov2eoz | /r/LocalLLaMA/comments/1ov2eoz/kimi_k2_thinking_the_one_point_everyone_overlooks/ | false | false | 79 | null | |
Best coding model for 192GB VRAM / 512GB RAM | 3 | As the title says, what would be your choice if you had 4x RTX A6000 with nvlink and 512GB DDR4 RAM as your llm host?
I mainly use Gemini 2.5 Pro, but the constant problems with the API sometimes make longer coding sessions impossible. As a fallback, I would like to use a local ML server that is sitting here unused. S... | 2025-11-12T10:43:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ov1w8j/best_coding_model_for_192gb_vram_512gb_ram/ | Codingpreneur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov1w8j | false | null | t3_1ov1w8j | /r/LocalLLaMA/comments/1ov1w8j/best_coding_model_for_192gb_vram_512gb_ram/ | false | false | self | 3 | null |
How to convert a small QA dataset into MCQ format using an open-source model | 1 | Iโm working on converting a small QA dataset (around 40 questions) into a multiple-choice (MCQ) format. The idea is to keep the original question and correct answer, and then generate 3 distractors for each item automatically.
I initially tried doing this with Gemini, and it worked fine for a small batch, but now Iโd ... | 2025-11-12T10:42:06 | https://www.reddit.com/r/LocalLLaMA/comments/1ov1vel/how_to_convert_a_small_qa_dataset_into_mcq_format/ | Yungelaso | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov1vel | false | null | t3_1ov1vel | /r/LocalLLaMA/comments/1ov1vel/how_to_convert_a_small_qa_dataset_into_mcq_format/ | false | false | self | 1 | null |
SHODAN Core v1.7 (Public): neutral, testable protocol for clearer AI outputs | 0 | I shared an earlier draft here:
[https://www.reddit.com/r/LocalLLaMA/comments/1op0tzw/shodan\_a\_framework\_for\_humanai\_continuity/](https://www.reddit.com/r/LocalLLaMA/comments/1op0tzw/shodan_a_framework_for_humanai_continuity/)
Ignore the names; theyโre just handles for modes, not role-play. After many tests, the... | 2025-11-12T10:22:18 | https://www.reddit.com/r/LocalLLaMA/comments/1ov1k7g/shodan_core_v17_public_neutral_testable_protocol/ | adun-d | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov1k7g | false | null | t3_1ov1k7g | /r/LocalLLaMA/comments/1ov1k7g/shodan_core_v17_public_neutral_testable_protocol/ | false | false | self | 0 | null |
Is it possible to further train the AI โโmodel? | 2 | # Hello everyone,
I have a question and hope you can help me.
I'm currently using a local AI model with LM Studio.
As I understand it, the model is finished and can no longer learn. My input and data are therefore lost after closing and are not available for new chat requests. Is that correct?
I've read that this i... | 2025-11-12T10:00:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ov17mi/is_it_possible_to_further_train_the_ai_model/ | No-Maybe-3768 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov17mi | false | null | t3_1ov17mi | /r/LocalLLaMA/comments/1ov17mi/is_it_possible_to_further_train_the_ai_model/ | false | false | self | 2 | null |
I repurposed an old xeon build by adding two MI50 cards. | 14 | So I had an old xeon x79 build laying around and I thought I could use it as an inference box.
I ordered two mi50 from Alibaba for roughly 350 Euros with taxes, upgraded the power supply to 1kw. Had to flash the cards because I could not boot without a video output. I flashed the VEGA Bios which also caps them to 170W... | 2025-11-12T09:34:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ov0t1t/i_repurposed_an_old_xeon_build_by_adding_two_mi50/ | politerate | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov0t1t | false | null | t3_1ov0t1t | /r/LocalLLaMA/comments/1ov0t1t/i_repurposed_an_old_xeon_build_by_adding_two_mi50/ | false | false | 14 | null | |
Which models arnt so censored ? | 2 | I just installed Gemma-3-27b-it to analyse and rewrite texts. I gave it a text about philippine culture and how it can clash with western culture.
The conclusion was not what I expected as gemma directly answered it couldnt do what I wanted because
"I am an AI language model designed to present information neutrall... | 2025-11-12T09:19:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ov0krn/which_models_arnt_so_censored/ | Inevitable_Raccoon_9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ov0krn | false | null | t3_1ov0krn | /r/LocalLLaMA/comments/1ov0krn/which_models_arnt_so_censored/ | false | false | self | 2 | null |
Do you guys trust decentralized GPU clouds yet? | 1 | Seeing more of these platforms pop up offering cheap 4090s and 5090s.
Has anyone here actually tried running models on one? Would love to know if itโs reliable enough ? | 2025-11-12T08:38:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ouzy10/do_you_guys_trust_decentralized_gpu_clouds_yet/ | frentro_max | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouzy10 | false | null | t3_1ouzy10 | /r/LocalLLaMA/comments/1ouzy10/do_you_guys_trust_decentralized_gpu_clouds_yet/ | false | false | self | 1 | null |
๐๐๐๐๐.๐๐๐๐๐๐๐๐๐ is available in Qt Creator's Extension Store | 33 | This video showcases how you can use `gpt-oss 20b` with Qt Creator 18 and llama.qtcreator.
This was done on Windows 11 running on a Bosgame M5 "Strix Halo" AMD Ryzen AI Max+ 395 PC.
First the llama.cpp extension in installed from Qt Creator's extension store, then llama.cpp via `winget`. | 2025-11-12T08:38:11 | https://v.redd.it/kgkuowokfs0g1 | cristianadam | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ouzxrw | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/kgkuowokfs0g1/DASHPlaylist.mpd?a=1765528708%2CMDkxOTM2NzcyMWE1MzM2YmYwOTc4ZDY4MmE0ZDBhNzUzYjM5ZWIwNzVjYzU0ZDc5ZjJkYjI3YmI3Y2Y4MmMwZA%3D%3D&v=1&f=sd', 'duration': 119, 'fallback_url': 'https://v.redd.it/kgkuowokfs0g1/CMAF_720.mp4?source=fallback', 'h... | t3_1ouzxrw | /r/LocalLLaMA/comments/1ouzxrw/๐๐๐๐๐๐๐๐๐๐๐๐๐๐_is_available_in_qt_creators/ | false | false | 33 | {'enabled': False, 'images': [{'id': 'cDZ5aG9vb2tmczBnMe-wOcA5k3ws7B9qNxPhbAFpjix4pw_ql6FN-CDjglod', 'resolutions': [{'height': 90, 'url': 'https://external-preview.redd.it/cDZ5aG9vb2tmczBnMe-wOcA5k3ws7B9qNxPhbAFpjix4pw_ql6FN-CDjglod.png?width=108&crop=smart&format=pjpg&auto=webp&s=8d12bb3a9e39e47dff2716d65f8b5678cbef8... | |
Rust-based UI for Qwen-VL that supports "Think-with-Images" (Zoom/BBox tools) | 5 | Following up on my [previous post](https://www.reddit.com/r/LocalLLaMA/comments/1osiog7/qwen3vl_works_really_good_with_zoomin_tool/) where Qwen-VL uses a "Zoom In" tool, Iโve finished the first version and I'm excited to release it.
It's a frontend designed specifically for think-with-image and qwen. It allows the qwe... | 2025-11-12T08:29:52 | https://www.reddit.com/r/LocalLLaMA/comments/1ouzt5g/rustbased_ui_for_qwenvl_that_supports/ | indigos661 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouzt5g | false | null | t3_1ouzt5g | /r/LocalLLaMA/comments/1ouzt5g/rustbased_ui_for_qwenvl_that_supports/ | false | false | 5 | null | |
Best local model for C++? | 8 | Greetings.
What would you recommend as a local coding assistant for development in C++ for Windows apps? My x86 machine will soon have 32GB VRAM (+ 32GB of RAM).
I heard good things about Qwen and Devstral, but would love to know your thoughts and experience.
Thanks. | 2025-11-12T08:28:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ouzs6u/best_local_model_for_c/ | youmumin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouzs6u | false | null | t3_1ouzs6u | /r/LocalLLaMA/comments/1ouzs6u/best_local_model_for_c/ | false | false | self | 8 | null |
I wrote a guide on running LLMs everywhere (desktop, mobile, game engines) with zero conversion | 42 | Full article: [https://medium.com/@planetbridging/loom-the-universal-ai-runtime-that-works-everywhere-and-why-that-matters-54de5e7ec182](https://medium.com/@planetbridging/loom-the-universal-ai-runtime-that-works-everywhere-and-why-that-matters-54de5e7ec182)
TL;DR: Built LOOM to solve the "download model โ convert to ... | 2025-11-12T08:25:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ouzqja/i_wrote_a_guide_on_running_llms_everywhere/ | Apricot-Zestyclose | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouzqja | false | null | t3_1ouzqja | /r/LocalLLaMA/comments/1ouzqja/i_wrote_a_guide_on_running_llms_everywhere/ | false | false | self | 42 | {'enabled': False, 'images': [{'id': 'xkf4DFGJJVQAcOm-gRv1XUfT76S6eJbOZ5vCHrldqoM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/xkf4DFGJJVQAcOm-gRv1XUfT76S6eJbOZ5vCHrldqoM.jpeg?width=108&crop=smart&auto=webp&s=7e71148290a943095daca4dc044d6b8546eb49b8', 'width': 108}, {'height': 113, 'url': '... |
Looking to run a local model with long-term memory - need help | 2 | Hey everyone!
Iโm trying to set up a local AI that can actually remember things I tell it over time. The idea is to have something with long-term memory that I can keep feeding information to and later ask questions about it months down the line. Basically, I want something that can store and recall personal context ... | 2025-11-12T08:12:33 | https://www.reddit.com/r/LocalLLaMA/comments/1ouzjgm/looking_to_run_a_local_model_with_longterm_memory/ | avillabon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouzjgm | false | null | t3_1ouzjgm | /r/LocalLLaMA/comments/1ouzjgm/looking_to_run_a_local_model_with_longterm_memory/ | false | false | self | 2 | null |
ETHEL โ Emergent Tethered Habitat-aware Engram Lattice -- ok, so it sounds a bit pretentious... but it's literal at least? | 5 |
ETHEL is a home-built AI framework (not in a toolkit sense, in a system sense) that uses vision, audio, memory, and contextual awareness to develop an individualized personality over time, based on its observations of and interactions with a local environment.
It is completely self-contained, offline and on a single h... | 2025-11-12T08:04:40 | SuchAd7422 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ouzewz | false | null | t3_1ouzewz | /r/LocalLLaMA/comments/1ouzewz/ethel_emergent_tethered_habitataware_engram/ | false | false | default | 5 | {'enabled': True, 'images': [{'id': 'k5d5gc5x9s0g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/k5d5gc5x9s0g1.png?width=108&crop=smart&auto=webp&s=398108e1a692ee7879e9471eae7f265d802e6887', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/k5d5gc5x9s0g1.png?width=216&crop=smart&auto=web... | |
Guide for supporting new architectures in llama.cpp | 7 | Where can I find a guide and code examples for adding new architectures to llama.cpp? | 2025-11-12T07:42:24 | https://www.reddit.com/r/LocalLLaMA/comments/1ouz21l/guide_for_supporting_new_architectures_in_llamacpp/ | DarkGenius01 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouz21l | false | null | t3_1ouz21l | /r/LocalLLaMA/comments/1ouz21l/guide_for_supporting_new_architectures_in_llamacpp/ | false | false | self | 7 | null |
4 x 64 gb ram kit | 0 | anyone in the market for 256 gb ram?
got this model for sale -
G.SKILL Flare X5 256GB (4 x 64GB) 288-Pin PC RAM DDR5 6000 (PC5 48000) Desktop Memory Model F5-6000J3644D64GX4-FX5
| 2025-11-12T07:40:44 | https://www.reddit.com/r/LocalLLaMA/comments/1ouz14m/4_x_64_gb_ram_kit/ | Cooler_Man | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouz14m | false | null | t3_1ouz14m | /r/LocalLLaMA/comments/1ouz14m/4_x_64_gb_ram_kit/ | false | false | self | 0 | null |
Laptop recommendations | 2 | Hi everyone โ Iโm looking for advice on buying a laptop for AI chat and creative character experiences (think Character.AI). I want realistic, creative responses โ not overly flowery or clichรฉ writing. Iโm familiar with AI tools like text-to-image, image-to-video and text-to-video, but Iโve found those workflows can be... | 2025-11-12T07:40:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ouz0zc/laptop_recommendations/ | sugarboi_444 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouz0zc | false | null | t3_1ouz0zc | /r/LocalLLaMA/comments/1ouz0zc/laptop_recommendations/ | false | false | self | 2 | null |
Shall we talk about "AI"-OS for informational purposes? | 0 | I'm really curious about AI-Os
Will the AiOSbcodes be written from scratch? Or will it be gradually integrated into operating systems like Windows and Mac?
I wonder what the formation phases will be like, for example, will it gradually be integrated into Ai, that is, will the first OSs produced be 15% or 25% integrated... | 2025-11-12T07:34:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ouyxin/shall_we_talk_about_aios_for_informational/ | Outrageous-Bison-424 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouyxin | false | null | t3_1ouyxin | /r/LocalLLaMA/comments/1ouyxin/shall_we_talk_about_aios_for_informational/ | false | false | self | 0 | null |
Noob here.What are the best models to start out with, and how? | 1 | Essentially the title. For different categories (LLMs, image and audio generation, etc) what are the best models, and what general information should I know about running local models | 2025-11-12T07:14:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ouymex/noob_herewhat_are_the_best_models_to_start_out/ | PromptCoding | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouymex | false | null | t3_1ouymex | /r/LocalLLaMA/comments/1ouymex/noob_herewhat_are_the_best_models_to_start_out/ | false | false | self | 1 | null |
Looking for a CLI AI agent that works with self-hosted models (no external auth) | 0 | Hey everyone,
Iโm looking for a good CLI-based AI agent that I can use with our self-hosted models inside the company network. Ideally, something lightweight that doesnโt require any cloud authentication or external API keys.
I tried the Continue.dev CLI, but as far as I can tell, it needs authentication through Conti... | 2025-11-12T06:57:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ouyc2z/looking_for_a_cli_ai_agent_that_works_with/ | teknodram | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouyc2z | false | null | t3_1ouyc2z | /r/LocalLLaMA/comments/1ouyc2z/looking_for_a_cli_ai_agent_that_works_with/ | false | false | self | 0 | null |
What's a surprisingly capable smaller model (<15B parameters) that you feel doesn't get enough attention? | 26 | We all see the headlines for the massive new 100B+ models, but some of the most impressive work is happening at a smaller scale. What's a sub-15B model you've used recently that genuinely impressed you with its reasoning, coding, or creativity? Maybe it's a fine-tune of a known architecture or something entirely differ... | 2025-11-12T06:40:48 | https://www.reddit.com/r/LocalLLaMA/comments/1ouy2a6/whats_a_surprisingly_capable_smaller_model_15b/ | Street-Lie-2584 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouy2a6 | false | null | t3_1ouy2a6 | /r/LocalLLaMA/comments/1ouy2a6/whats_a_surprisingly_capable_smaller_model_15b/ | false | false | 26 | null | |
fine-tune for rag | 1 | Hey there! Iโve got a quick question.
I want to fine-tune a Qwen model on Geminiโs answers (basically distillation).
In my production pipeline, I inject the retrieved context and some instructions into the system prompt before sending the query to Gemini. I also plan to do the same when generating the fine-tuning da... | 2025-11-12T06:34:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ouxy9y/finetune_for_rag/ | youcanaskmeifyouwant | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouxy9y | false | null | t3_1ouxy9y | /r/LocalLLaMA/comments/1ouxy9y/finetune_for_rag/ | false | false | self | 1 | null |
Cursor just dropped a new coding model called Composer 1, and I had to test it | 2 | Theyโre calling it an โagentic coding modelโ thatโs **4x faster** than models with similar intelligence (yep, faster Theyโre calling it an โagentic coding modelโ thatโs 4x faster than models with similar intelligence (yep, faster than GPT-5, Claude Sonnet 4.5, and other reasoning models).
Big claim, right? So I decide... | 2025-11-12T05:56:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ouxb58/cursor_just_dropped_a_new_coding_model_called/ | shricodev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouxb58 | false | null | t3_1ouxb58 | /r/LocalLLaMA/comments/1ouxb58/cursor_just_dropped_a_new_coding_model_called/ | false | false | self | 2 | null |
Rusty-R2: Open source AI you can actually train yourself on consumer hardware | 86 | I'm building Rusty-R2, exploring efficient, post-transformer architectures you can train from scratch on ordinary hardware. Not cloud-dependent, not locked behind paywalls.
The goal: small, customizable, agentic AI that's fully open. Built with open data, trained transparently, AGPL licensed so it stays open forever. ... | 2025-11-12T05:18:25 | https://www.reddit.com/r/LocalLLaMA/comments/1ouwmx4/rustyr2_open_source_ai_you_can_actually_train/ | Bonzupii | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouwmx4 | false | null | t3_1ouwmx4 | /r/LocalLLaMA/comments/1ouwmx4/rustyr2_open_source_ai_you_can_actually_train/ | false | false | self | 86 | {'enabled': False, 'images': [{'id': 'LCipkt80MmXqlVhVxgIb07jbFsDS8TlLQqTNcUu7rdM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/LCipkt80MmXqlVhVxgIb07jbFsDS8TlLQqTNcUu7rdM.png?width=108&crop=smart&auto=webp&s=c6b713d504a082c87c5d9ad1e3df37d017429dae', 'width': 108}, {'height': 108, 'url': 'h... |
Best LLM or VL-LLM for local hosting on Mac Studio M3 Ultra? | 1 | [removed] | 2025-11-12T05:15:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ouwkod/best_llm_or_vlllm_for_local_hosting_on_mac_studio/ | DarthButth0le | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouwkod | false | null | t3_1ouwkod | /r/LocalLLaMA/comments/1ouwkod/best_llm_or_vlllm_for_local_hosting_on_mac_studio/ | false | false | self | 1 | null |
Attempting to fine tune Phi-2 on llama.cpp with m2 apple metal | 2 | As the title suggests I am trying to fine tune phi-2 with json lines I wrote on my MacBook with m2 chip.
Big disclaimer I am an artist studying โArt and Technologyโ. My background is not in backend work but mainly physical computing and visual programming. Not machine learning. I am working on my thesis installation ... | 2025-11-12T05:00:13 | https://www.reddit.com/r/LocalLLaMA/comments/1ouwade/attempting_to_fine_tune_phi2_on_llamacpp_with_m2/ | Ok-Dog-4 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouwade | false | null | t3_1ouwade | /r/LocalLLaMA/comments/1ouwade/attempting_to_fine_tune_phi2_on_llamacpp_with_m2/ | false | false | self | 2 | null |
DeekSeek OCR GGFU | 2 | Deepseek OCR GGUF just dropped making is easier than ever to do high quality OCR locally
https://huggingface.co/NexaAI/DeepSeek-OCR-GGUF | 2025-11-12T04:46:28 | https://www.reddit.com/r/LocalLLaMA/comments/1ouw13u/deekseek_ocr_ggfu/ | bsjavwj772 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouw13u | false | null | t3_1ouw13u | /r/LocalLLaMA/comments/1ouw13u/deekseek_ocr_ggfu/ | false | false | self | 2 | null |
Kimi K2 Thinking Q4_K_XL Running on Strix Halo | 12 | Got it to run on the ZBook Ultra G1a ... it's very slow, obviously way too slow for most use cases. However, if you provide well crafted prompts and are willing to wait hours or overnight, there could still be some use cases.
prompt eval time = 74194.96 ms / 19 tokens ( 3905.00 ms per token, 0.26 tokens per second... | 2025-11-12T03:32:50 | https://www.reddit.com/r/LocalLLaMA/comments/1ouuko3/kimi_k2_thinking_q4_k_xl_running_on_strix_halo/ | ga239577 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouuko3 | false | null | t3_1ouuko3 | /r/LocalLLaMA/comments/1ouuko3/kimi_k2_thinking_q4_k_xl_running_on_strix_halo/ | false | false | self | 12 | null |
Can I get slow + large token pool with 64gig macmini | 1 |
So, if Iโm willing to have a really slow process, can I punch above my weight with a 64 gig mac m4 pro? There are tasks I need done, that I donโt mind taking a couple days, can you achieve million token working memory programming tasks that grind away on your home computer while you are at work?
| 2025-11-12T03:01:43 | https://www.reddit.com/r/LocalLLaMA/comments/1outxb0/can_i_get_slow_large_token_pool_with_64gig_macmini/ | Wishitweretru | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1outxb0 | false | null | t3_1outxb0 | /r/LocalLLaMA/comments/1outxb0/can_i_get_slow_large_token_pool_with_64gig_macmini/ | false | false | self | 1 | null |
Workstation in east TN (4x4090, 7950x3d) | 16 | Anyone looking for a workstation? I'll probably have to part it out otherwise. (downsizing to a couple sparks) | 2025-11-12T02:56:44 | https://www.reddit.com/gallery/1outtda | Adorable_Walrus5278 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1outtda | false | null | t3_1outtda | /r/LocalLLaMA/comments/1outtda/workstation_in_east_tn_4x4090_7950x3d/ | false | false | default | 16 | null |
Repeat after me. | 387 | Itโs okay to be getting 45 tokens per second on an AMD card that costs 4 times less than an Nvidia card with same VRAM. Again, itโs okay.
Theyโll get better and better. And if you want 120 toks per second or 160 toks per second, go for it. Pay the premium. But donโt shove it up peopleโs asses.
Thank you. | 2025-11-12T02:16:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ousy0e/repeat_after_me/ | NoFudge4700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ousy0e | false | null | t3_1ousy0e | /r/LocalLLaMA/comments/1ousy0e/repeat_after_me/ | false | false | self | 387 | null |
Got $200 AgentRoute Credits But Confused How to Use It in n8n? | 0 | Hey everyone,
So I recently signed up for **AgentRoute** using a referral link โ theyโre giving **$200 in free credits** just for signing up (no credit card needed, only GitHub authentication).
Now Iโve got the account set up and the credits activated, but Iโm a bit stuck figuring out **how to integrate or use AgentR... | 2025-11-12T02:15:50 | https://www.reddit.com/r/LocalLLaMA/comments/1ousx59/got_200_agentroute_credits_but_confused_how_to/ | divaschhetry1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ousx59 | false | null | t3_1ousx59 | /r/LocalLLaMA/comments/1ousx59/got_200_agentroute_credits_but_confused_how_to/ | false | false | self | 0 | null |
Selective (smart) MoE experts offloading to CPU? | 16 | Seeing recent REAP models where existing MoE models were processed somehow and less frequent experts pruned out decreasing the model size made me wonder why the same thing is not applied to in general to the actual loading:
Basically the idea is to either run some sort of a benchmark/testrun and see which experts are ... | 2025-11-12T01:42:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ous6zt/selective_smart_moe_experts_offloading_to_cpu/ | greentheonly | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ous6zt | false | null | t3_1ous6zt | /r/LocalLLaMA/comments/1ous6zt/selective_smart_moe_experts_offloading_to_cpu/ | false | false | self | 16 | null |
DeepSeek-OCR GGUF model runs great locally - simple and fast | 0 | https://reddit.com/link/1our1up/video/pcjdh6954q0g1/player
GGUF Model and Quickstart Instructions:
๐ค [https://huggingface.co/NexaAI/DeepSeek-OCR-GGUF](https://huggingface.co/NexaAI/DeepSeek-OCR-GGUF) | 2025-11-12T00:50:41 | https://www.reddit.com/r/LocalLLaMA/comments/1our1up/deepseekocr_gguf_model_runs_great_locally_simple/ | AlanzhuLy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1our1up | false | null | t3_1our1up | /r/LocalLLaMA/comments/1our1up/deepseekocr_gguf_model_runs_great_locally_simple/ | false | false | self | 0 | null |
๐LLM Overthinking? DTS makes LLM think shorter and answer smarter | 9 | Large Reasoning Models (LRMs) have achieved remarkable breakthroughs on reasoning benchmarks. However, they often fall into a paradox: the longer they reason, the *less* accurate they become. To solve this problem, we propose **DTS (Decoding Tree Sketching)**, a **plug-and-play** framework to enhance LRM reasoning accu... | 2025-11-12T00:44:35 | https://www.reddit.com/r/LocalLLaMA/comments/1ouqwv4/llm_overthinking_dts_makes_llm_think_shorter_and/ | Dear_Treat3688 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouqwv4 | false | null | t3_1ouqwv4 | /r/LocalLLaMA/comments/1ouqwv4/llm_overthinking_dts_makes_llm_think_shorter_and/ | false | false | self | 9 | null |
Should I sell my 3090? | 9 | Iโm going through some rough times financially right now.
Originally I wanted something that could run models for privacy but considering how far behind models that can fit in 24gb of VRAM are, I donโt see the point in keeping it.
Iโm sad to let it go, but do you think thereโs value in keeping it until some sort of ... | 2025-11-12T00:39:18 | https://www.reddit.com/r/LocalLLaMA/comments/1ouqsoh/should_i_sell_my_3090/ | Apart_Paramedic_7767 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouqsoh | false | null | t3_1ouqsoh | /r/LocalLLaMA/comments/1ouqsoh/should_i_sell_my_3090/ | false | false | self | 9 | null |
[image processing failed] | 1 | [deleted] | 2025-11-12T00:38:56 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1ouqsef | false | null | t3_1ouqsef | /r/LocalLLaMA/comments/1ouqsef/image_processing_failed/ | false | false | default | 1 | null | ||
Local conversational model with STT TTS | 105 | I wanted to make an animatronic cohost to hang out with me and my workshop and basically roast me. It was really interesting how simple things like injecting relevant memories into the system prompt (or vision captioning) really messed with its core identity; very subtle tweaks repeatedly turned it into "a helpful AI a... | 2025-11-12T00:18:39 | https://v.redd.it/hngyx3yryp0g1 | DuncanEyedaho | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ouqbyo | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/hngyx3yryp0g1/DASHPlaylist.mpd?a=1765498735%2CZTJiOTY3ZTcxMDEwOTNkZThjODEyZDMzOTM4ODRjODMzOTczM2JiY2Y0M2JhOGZkZGVmYTFlOTg1NWU2MzE2Mw%3D%3D&v=1&f=sd', 'duration': 20, 'fallback_url': 'https://v.redd.it/hngyx3yryp0g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1ouqbyo | /r/LocalLLaMA/comments/1ouqbyo/local_conversational_model_with_stt_tts/ | false | false | 105 | {'enabled': False, 'images': [{'id': 'eGU2ZzkydnJ5cDBnMX7vvGggqTNZOst5uXqXZt7URDd0IOwrN4Cxg9i1Tmfm', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/eGU2ZzkydnJ5cDBnMX7vvGggqTNZOst5uXqXZt7URDd0IOwrN4Cxg9i1Tmfm.png?width=108&crop=smart&format=pjpg&auto=webp&s=98377fc558b5455bad677fc829f1bd99f282... | |
Tuning GPU performance. Is WSL2 actually just the best way now? | 0 | For some background I'm a big fan of running ML workloads under docker because it is a reliable and simple way to manage your dependencies. Once you get nvidia container runtime and docker set up and you have nvidia-smi showing signs of life, you are good to go.
Since docker requires Linux I always assumed the approac... | 2025-11-12T00:15:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ouq9ek/tuning_gpu_performance_is_wsl2_actually_just_the/ | michaelsoft__binbows | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouq9ek | false | null | t3_1ouq9ek | /r/LocalLLaMA/comments/1ouq9ek/tuning_gpu_performance_is_wsl2_actually_just_the/ | false | false | self | 0 | null |
I've just ordered an RTX 6000 Pro. What are the best models to use in its 96GB for inference and OCR processing of documents? | 95 | Hi all, just trying to find out what people think are the best LLM's these days for inference and OCR document processing? So what model and quant works? I need it because a lot of the inference and documentation is confidential (medical and legal). More than one person will use the device via configuring a web fron... | 2025-11-12T00:13:24 | https://www.reddit.com/r/LocalLLaMA/comments/1ouq7oe/ive_just_ordered_an_rtx_6000_pro_what_are_the/ | AlwaysLateToThaParty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouq7oe | false | null | t3_1ouq7oe | /r/LocalLLaMA/comments/1ouq7oe/ive_just_ordered_an_rtx_6000_pro_what_are_the/ | false | false | self | 95 | null |
When do Mac Studio upgrades hit diminishing returns for local LLM inference? And why? | 1 | I'm looking at buying a Mac Studio and what confuses me is when the GPU and ram upgrades start hitting real world diminishing returns given what models you'll be able to run. I'm mostly looking because I'm obsessed with offering companies privacy over their own data and having something that I can carry around the worl... | 2025-11-12T00:12:37 | https://www.reddit.com/r/LocalLLaMA/comments/1ouq71b/when_do_mac_studio_upgrades_hit_diminishing/ | Tired__Dev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouq71b | false | null | t3_1ouq71b | /r/LocalLLaMA/comments/1ouq71b/when_do_mac_studio_upgrades_hit_diminishing/ | false | false | self | 1 | null |
What small thinking models dont overthink, and are good for storywriting? | 4 | Personally I only use LLMs for coding, and story writing. Qwen3-4B is really good at both in my opinion, but it uses a lot of the context window thinking, and the stories endings are always hopeslop. | 2025-11-12T00:07:39 | https://www.reddit.com/r/LocalLLaMA/comments/1ouq2w5/what_small_thinking_models_dont_overthink_and_are/ | Whydoiexist2983 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouq2w5 | false | null | t3_1ouq2w5 | /r/LocalLLaMA/comments/1ouq2w5/what_small_thinking_models_dont_overthink_and_are/ | false | false | self | 4 | null |
Local RAG made simple. | 1 | So for text I mostly use Ooogabooga. For chat - KobolCpp. For image generation - Invoke. For other things I dabbled with occasionaly - Jan, Alpaca, LocalAI or LMstudio.
But I think i have spent at least two nights trying to find some easy way to use some kind of RAG function because i want to use big .txt files a... | 2025-11-11T23:54:42 | https://www.reddit.com/r/LocalLLaMA/comments/1ouprnt/local_rag_made_simple/ | Mangleus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouprnt | false | null | t3_1ouprnt | /r/LocalLLaMA/comments/1ouprnt/local_rag_made_simple/ | false | false | self | 1 | null |
Kimi K2 thinking, GLM 4.6 and Minimax M2 - the new era of opensource models? | 60 | So, a few weeks ago we had glm 4.6 - pretty damn good model for coding and agentic tasks. Capable as hell, being able to replace my sonnet4 (and sonnet4.5 later) on my usual day work for my clients.
After that - recently - minimax released m2 - quite damn good model aswell - and it's also FAST. Way faster than GLM via... | 2025-11-11T23:27:00 | https://www.reddit.com/r/LocalLLaMA/comments/1oup3zw/kimi_k2_thinking_glm_46_and_minimax_m2_the_new/ | Bob5k | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oup3zw | false | null | t3_1oup3zw | /r/LocalLLaMA/comments/1oup3zw/kimi_k2_thinking_glm_46_and_minimax_m2_the_new/ | false | false | self | 60 | null |
GPT-OSS 120B is spitting a bunch of garbage | 0 | I'm just a newbie of running LLMs locally so keep that in mind, but since this was an MoE model I wanted to "stress test"
It's just a 5070ti laptop with 32Gb of RAM, and I'm simply launching the Huihui obliterated gguf with KoboldCPP... And yet it moves, aided by the love of Jesus Christ, no doubt
But it seems as if ... | 2025-11-11T23:22:31 | https://www.reddit.com/r/LocalLLaMA/comments/1oup08s/gptoss_120b_is_spitting_a_bunch_of_garbage/ | G3nghisKang | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oup08s | false | null | t3_1oup08s | /r/LocalLLaMA/comments/1oup08s/gptoss_120b_is_spitting_a_bunch_of_garbage/ | false | false | self | 0 | null |
Most used models and performance on M3u 512 gb | 157 | Bored, thought this screenshot was cute, might delete later.
**Model**: Kimi K2 thinking
**Use case**: idk it's just cool having a huge model running local. I guess I will use it for brainstorming stuff, medical stuff, other questionable activities like academic writing. PP speed/context size is too limited for a lo... | 2025-11-11T23:00:24 | nomorebuttsplz | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ouogiq | false | null | t3_1ouogiq | /r/LocalLLaMA/comments/1ouogiq/most_used_models_and_performance_on_m3u_512_gb/ | false | false | default | 157 | {'enabled': True, 'images': [{'id': 's0jrlz569p0g1', 'resolutions': [{'height': 47, 'url': 'https://preview.redd.it/s0jrlz569p0g1.png?width=108&crop=smart&auto=webp&s=b90488fcd1007f51ba39f21042ac652fac10ed08', 'width': 108}, {'height': 94, 'url': 'https://preview.redd.it/s0jrlz569p0g1.png?width=216&crop=smart&auto=webp... | |
Imagine changing your app's behaviour... without changing the code. | 0 | Recently, I posted my "Event-Driven AI" experiment. I presented it as a "Rules Engine," but I've realized that was just scratching the surface.
After playing with it more, I just unlocked its real potential. ๐คฏ
The video shows at first, a simple to-do app.
But by changing a single prompt (no code!), the app instantl... | 2025-11-11T22:20:25 | https://www.reddit.com/r/LocalLLaMA/comments/1oungne/imagine_changing_your_apps_behaviour_without/ | pietro-cabecao | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oungne | false | null | t3_1oungne | /r/LocalLLaMA/comments/1oungne/imagine_changing_your_apps_behaviour_without/ | false | false | 0 | null | |
Imagine changing your app's behaviour... without changing the code. | 0 | [removed] | 2025-11-11T22:18:40 | https://www.reddit.com/r/LocalLLaMA/comments/1ounf11/imagine_changing_your_apps_behaviour_without/ | pietro-cabecao | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ounf11 | false | null | t3_1ounf11 | /r/LocalLLaMA/comments/1ounf11/imagine_changing_your_apps_behaviour_without/ | false | false | self | 0 | null |
ChatGPT for Excel | 0 | Does OpenAI plan on releasing an Excel plug-in, akin to Anthropic (Claude for Financial Services)?
Most of my workflows comprise of spreadsheets (.xlsx), and ChatGPT Enterprise is pretty unreliable for data analysis and extraction โ let alone, create and edit spreadsheet files.
I work at a growth equity firm and we o... | 2025-11-11T22:00:51 | https://www.reddit.com/r/LocalLLaMA/comments/1oumyj8/chatgpt_for_excel/ | ChatGepetto | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oumyj8 | false | null | t3_1oumyj8 | /r/LocalLLaMA/comments/1oumyj8/chatgpt_for_excel/ | false | false | self | 0 | null |
What's the cheapest way to run a 32b model remotely? | 0 | I want to use qwen 32b for example but I don't have a GPU that can handle it. I also can't afford to buy a free GPU. What is the cheapest way to run such models remotely? | 2025-11-11T21:51:01 | https://www.reddit.com/r/LocalLLaMA/comments/1oump31/whats_the_cheapest_way_to_run_a_32b_model_remotely/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oump31 | true | null | t3_1oump31 | /r/LocalLLaMA/comments/1oump31/whats_the_cheapest_way_to_run_a_32b_model_remotely/ | false | false | self | 0 | null |
Build Guide for beginner learner | 1 | Hey everyone,
I recently got a used workstation that Iโm using for both learning and building projects. Iโm still a student, so Iโm trying to run basic or small models, my primary focus would be to learn and experiment. I got this for $1200 but was planning to pay $1800. I was planning to save the money but it got me... | 2025-11-11T21:33:50 | https://www.reddit.com/r/LocalLLaMA/comments/1oum956/build_guide_for_beginner_learner/ | Ill-Statistician1097 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oum956 | false | null | t3_1oum956 | /r/LocalLLaMA/comments/1oum956/build_guide_for_beginner_learner/ | false | false | self | 1 | null |
How far I've gotten on my private local chatGPT alternative | 3 | I've been passively creating my own private, offline capable, LLM software. I'm basically using chatGPT as a template and trying to recreate it's features with free open source tooling while keeping everything offline capable.
The youtube video showcases it, but basically it works as a small AI Agent, allows for text... | 2025-11-11T21:12:05 | https://www.youtube.com/watch?v=8CMYUdbdjDI | Life-Animator-3658 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1oulor4 | false | null | t3_1oulor4 | /r/LocalLLaMA/comments/1oulor4/how_far_ive_gotten_on_my_private_local_chatgpt/ | false | false | default | 3 | null |
How to create local AI assistant/companion/whatever it is called with long term memory? Do you just ask for summarize previous talks or what? | 12 | So, I am curious to know that if anybody here have crated LLM to work as a personal assistant/chatbot/companion or whatever the term is, and how you have done it.
Since the term I mean might be wrong I want to explain first what I mean. I mean simply the local LLM chat where I can talk all the things with the AI bot l... | 2025-11-11T20:54:31 | https://www.reddit.com/r/LocalLLaMA/comments/1oul7rv/how_to_create_local_ai_assistantcompanionwhatever/ | film_man_84 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oul7rv | false | null | t3_1oul7rv | /r/LocalLLaMA/comments/1oul7rv/how_to_create_local_ai_assistantcompanionwhatever/ | false | false | self | 12 | null |
Where do yall get so much money to buy such high end equipment ๐คง | 0 | Like 128GB ram ๐๐๐
How ๐ญ๐ญ๐ญ
I thought I bought a high end laptop, Asus tuf gaming fx505d 16gb ram 4gb vram but yall don't even acknowledge my existence ๐ญ๐ญ๐ | 2025-11-11T20:42:44 | https://www.reddit.com/r/LocalLLaMA/comments/1oukw9x/where_do_yall_get_so_much_money_to_buy_such_high/ | SilverRegion9394 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oukw9x | false | null | t3_1oukw9x | /r/LocalLLaMA/comments/1oukw9x/where_do_yall_get_so_much_money_to_buy_such_high/ | false | false | self | 0 | null |
Let me know if my idea is dumb | 0 | Hello, so in the last few weeks (nights/weekends) I've built out this little project, but tbh I'm unsure if there is even an audience for it or if it's worth building out further.
If you guys can just lmk if its a good idea or a bad one that would be helpful
Here's the idea: model merging is typically a pretty lo... | 2025-11-11T20:36:54 | https://www.reddit.com/r/LocalLLaMA/comments/1oukqnr/let_me_know_if_my_idea_is_dumb/ | redwat3r | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oukqnr | false | null | t3_1oukqnr | /r/LocalLLaMA/comments/1oukqnr/let_me_know_if_my_idea_is_dumb/ | false | false | self | 0 | null |
Compared 5 LLM observability platforms after production issues kept hitting us - here's what works | 0 | Our LLM app kept having silent failures in production. Responses would drift, costs would spike randomly, and we'd only find out when users complained. Realized we had zero visibility into what was actually happening.
Tested LangSmith, Arize, Langfuse, Braintrust, and Maxim over the last few months. Here's what I foun... | 2025-11-11T20:33:40 | https://www.reddit.com/r/LocalLLaMA/comments/1ouknj3/compared_5_llm_observability_platforms_after/ | Otherwise_Flan7339 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouknj3 | false | null | t3_1ouknj3 | /r/LocalLLaMA/comments/1ouknj3/compared_5_llm_observability_platforms_after/ | false | false | self | 0 | null |
i built an LLM chatbot for my postgres db (and sends insights to slack) in a few minutes! | 1 | I've been exploring ways to quickly connect LLMs with existing data sources, and put together a short demo showing how I built an AI chatbot directly integrated with my PostgreSQL database in just a few minutes using [Bubble Lab](https://bubblelab.ai)!!
Would love to hear your thoughts or if you've got any cool tricks... | 2025-11-11T20:29:24 | https://www.youtube.com/watch?v=sNEe_qRH__E | Own-Bandicoot-4407 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1oukjkd | false | null | t3_1oukjkd | /r/LocalLLaMA/comments/1oukjkd/i_built_an_llm_chatbot_for_my_postgres_db_and/ | false | false | default | 1 | null |
Every LLM gateway we tested failed at scale - ended up building Bifrost | 0 | When you're building AI apps in production, managing multiple LLM providers becomes a pain fast. Each provider has different APIs, auth schemes, rate limits, error handling. Switching models means rewriting code. Provider outages take down your entire app.
At Maxim, we tested multiple gateways for our production use c... | 2025-11-11T20:26:52 | https://www.reddit.com/r/LocalLLaMA/comments/1oukhbx/every_llm_gateway_we_tested_failed_at_scale_ended/ | dinkinflika0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oukhbx | false | null | t3_1oukhbx | /r/LocalLLaMA/comments/1oukhbx/every_llm_gateway_we_tested_failed_at_scale_ended/ | false | false | self | 0 | null |
What's Stopping you from using local AI models more? | 0 | I've been running local models on my M4 Mac, but honestly I keep going back to Claude API. My hardware sits idle most of the time because accessing it remotely is a pain (janky VPN setup). I feel like my workflow with local AI isnโt what I want it to be and is not the alternative for cloud AI APIโs I was expecting.
**... | 2025-11-11T20:25:14 | https://www.reddit.com/r/LocalLLaMA/comments/1oukfvf/whats_stopping_you_from_using_local_ai_models_more/ | ButterscotchNo102 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oukfvf | false | null | t3_1oukfvf | /r/LocalLLaMA/comments/1oukfvf/whats_stopping_you_from_using_local_ai_models_more/ | false | false | self | 0 | null |
Local, multi-model AI that runs on a toaster. One-click setup, 2GB GPU enough | 53 | This is a desktop program that runs multiple AI models in parallel on hardware most people would consider e-waste. Built from the ground up to be lightweight.
The device only uses a 2GB GPU. If there's a gaming laptop or a mid-tier PC from the last 5-7 years lying around, this will probably run on it.
What it doe... | 2025-11-11T20:13:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ouk53u/local_multimodel_ai_that_runs_on_a_toaster/ | VivianIto | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouk53u | false | null | t3_1ouk53u | /r/LocalLLaMA/comments/1ouk53u/local_multimodel_ai_that_runs_on_a_toaster/ | false | false | self | 53 | {'enabled': False, 'images': [{'id': 'BtsjcnJH0TzKbtwN_eIpWsSWYcsoZbqEbSON34sVBEY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/BtsjcnJH0TzKbtwN_eIpWsSWYcsoZbqEbSON34sVBEY.png?width=108&crop=smart&auto=webp&s=38d2520b8094be7319c6718ad18bc571e6df5593', 'width': 108}, {'height': 108, 'url': 'h... |
What approach would be most feasible for my use case | 2 | I want to create a LLM based therapeutic app which utilizes few techniques which are described in a range of books (let's say 10-20). They generally follow an algorithm, but there needs to be understanding by the LLM of where the process is now and how to improvise if needed. The question is what would be the best appr... | 2025-11-11T20:02:18 | https://www.reddit.com/r/LocalLLaMA/comments/1oujtzl/what_approach_would_be_most_feasible_for_my_use/ | n0e83 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oujtzl | false | null | t3_1oujtzl | /r/LocalLLaMA/comments/1oujtzl/what_approach_would_be_most_feasible_for_my_use/ | false | false | self | 2 | null |
Anyone tried Ling/Ring Flash 2.0? | 17 | GGUF support landed about a month ago and both models seem to be of reasonable size with nice benchmark scores.
Has anyone tested these models? In particular how does Ring-Flash-2.0 compare against GLM 4.5 Air and GPT-OSS-120B? | 2025-11-11T20:00:50 | https://www.reddit.com/r/LocalLLaMA/comments/1oujse4/anyone_tried_lingring_flash_20/ | random-tomato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oujse4 | false | null | t3_1oujse4 | /r/LocalLLaMA/comments/1oujse4/anyone_tried_lingring_flash_20/ | false | false | self | 17 | null |
Is it even possible to effectively use LLM since GPUs are so expensive? | 0 | I have a bunch of niche messages I want to use to finetune LLM. I was able to finetune it with LoRA on Google Colab, but that's shit. So I started looking around to rent GPU.
To run any useful LLM with above 10B parameters, GPUs are so expensive. Not to talk about keeping GPU running so the model can actually be used.... | 2025-11-11T18:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1oui10h/is_it_even_possible_to_effectively_use_llm_since/ | teskabudaletina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oui10h | false | null | t3_1oui10h | /r/LocalLLaMA/comments/1oui10h/is_it_even_possible_to_effectively_use_llm_since/ | false | false | self | 0 | null |
new guy on llm expert guys can give me advices | 0 | app:LM studฤฑo
LLM:openai/gpt-oss-20b
computer:
cpu:r5 5500
gpu:rtx 3050 8gb vram
ram:ddr4 16gb
i get about 7 to 5 token per second | 2025-11-11T18:50:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ouhuwy/new_guy_on_llm_expert_guys_can_give_me_advices/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouhuwy | false | null | t3_1ouhuwy | /r/LocalLLaMA/comments/1ouhuwy/new_guy_on_llm_expert_guys_can_give_me_advices/ | false | false | self | 0 | null |
Thoughts on what M3 pro Macbook Pro with 18GB of RAM can run? | 0 | I wanna explore having my own local LLM on my macbook, since it's the most powerful computer I have, for this use-case at least.
What are you thought on what I can run on it? I don't need anything that is really powerful. I don't aim to do any mathematics or coding. Just mostly help with research and casual every... | 2025-11-11T18:45:19 | https://www.reddit.com/r/LocalLLaMA/comments/1ouhq4u/thoughts_on_what_m3_pro_macbook_pro_with_18gb_of/ | imjustalittleollad | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouhq4u | false | null | t3_1ouhq4u | /r/LocalLLaMA/comments/1ouhq4u/thoughts_on_what_m3_pro_macbook_pro_with_18gb_of/ | false | false | self | 0 | null |
[Dataset Release] 13,454 Tool Definitions with I/O Schemas โ
| 1 | Weโve published aย [dataset](https://huggingface.co/datasets/qforge/Tool-w-Output)ย ofย **13,454 tool definitions**, each withย **JSON Schema**ย for bothย **input parameters**ย andย **output structures**.
We used theย [ToolACE](https://huggingface.co/datasets/Team-ACE/ToolACE)ย dataset as our base - we extracted tools from conv... | 2025-11-11T18:37:49 | https://www.reddit.com/r/LocalLLaMA/comments/1ouhilw/dataset_release_13454_tool_definitions_with_io/ | ManagementMore2689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouhilw | false | null | t3_1ouhilw | /r/LocalLLaMA/comments/1ouhilw/dataset_release_13454_tool_definitions_with_io/ | false | false | self | 1 | null |
what's the best open weight alternative to nano banana these days | 1 | with the release of the apple instruction dataset, and nano banana being out for a while, is there a good open weight model that does editing as well as nano banana? | 2025-11-11T18:33:52 | https://www.reddit.com/r/LocalLLaMA/comments/1ouheod/whats_the_best_open_weight_alternative_to_nano/ | xSnoozy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouheod | false | null | t3_1ouheod | /r/LocalLLaMA/comments/1ouheod/whats_the_best_open_weight_alternative_to_nano/ | false | false | self | 1 | null |
I built a tool that maps and visualizes backend codebases | 19 | For some weeks, Iโve been trying to solve the problem of how to make LLMs actually understand a codebase architecture. Most coding tools can generate good code, but they donโt usually get how systems fit together.
https://preview.redd.it/6n870x947o0g1.png?width=2556&format=png&auto=webp&s=9a4625070306da3d852acaa8a48... | 2025-11-11T18:24:37 | https://www.reddit.com/r/LocalLLaMA/comments/1ouh5c1/i_built_a_tool_that_maps_and_visualizes_backend/ | Weary-Commercial-922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouh5c1 | false | null | t3_1ouh5c1 | /r/LocalLLaMA/comments/1ouh5c1/i_built_a_tool_that_maps_and_visualizes_backend/ | false | false | 19 | null | |
What happened with Kimi Linear? | 10 | It's been out for a bit, is it any good? It looks like Llama.cpp support is currently lacking | 2025-11-11T18:23:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ouh46d/what_happened_with_kimi_linear/ | TokenRingAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouh46d | false | null | t3_1ouh46d | /r/LocalLLaMA/comments/1ouh46d/what_happened_with_kimi_linear/ | false | false | self | 10 | null |
cool adversarial sweatshirt | 0 | 2025-11-11T18:09:05 | xSnoozy | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ougq77 | false | null | t3_1ougq77 | /r/LocalLLaMA/comments/1ougq77/cool_adversarial_sweatshirt/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ojyt20ys4o0g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/ojyt20ys4o0g1.png?width=108&crop=smart&auto=webp&s=c4d53fb68215387b4371ce635682ccb8e4e85fcf', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/ojyt20ys4o0g1.png?width=216&crop=smart&auto=web... | ||
when it's everyone for themselves i know which defense ill be using | 420 | 2025-11-11T18:08:16 | xSnoozy | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ougpdn | false | null | t3_1ougpdn | /r/LocalLLaMA/comments/1ougpdn/when_its_everyone_for_themselves_i_know_which/ | false | false | default | 420 | {'enabled': True, 'images': [{'id': 'alfdugxo4o0g1', 'resolutions': [{'height': 77, 'url': 'https://preview.redd.it/alfdugxo4o0g1.jpeg?width=108&crop=smart&auto=webp&s=2245551e682945509315f1f2c5cec724df44cdcb', 'width': 108}, {'height': 155, 'url': 'https://preview.redd.it/alfdugxo4o0g1.jpeg?width=216&crop=smart&auto=w... | ||
Individual models (or data sets) for multi-GPU setups using nerfed PCI-E lane options? | 1 | Noob here. I'm considering dusting off a decommissioned ocotomining rig to mess around with and understand these motherboards are sub-optimal due to the PCI-E bandwidth for large models. The one in question has 1 xPCIE3x16 & 7xPICE2x16@x1.....1151 socket, single DDR4 dimm.
I figured a use case for different tasks pe... | 2025-11-11T18:03:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ougl1d/individual_models_or_data_sets_for_multigpu/ | TendieRetard | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ougl1d | false | null | t3_1ougl1d | /r/LocalLLaMA/comments/1ougl1d/individual_models_or_data_sets_for_multigpu/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '0FmGpp1FKGPfw8mxKePpwDneWCaMjZUHWR0k1-OIViw', 'resolutions': [{'height': 62, 'url': 'https://external-preview.redd.it/0FmGpp1FKGPfw8mxKePpwDneWCaMjZUHWR0k1-OIViw.png?width=108&crop=smart&auto=webp&s=4eba567163c999e1ff79d7ec1b198d33b352941d', 'width': 108}, {'height': 124, 'url': 'h... |
Emploi | 0 | Je participe sur 2 concours sur kaggle l'un des plus difficiles au monde. Arc prize 2025 et autres. Je suis capable d'รฉcrire 200 lignes de Langages python. Et la comparaissait jusqu'ร 20 lignes. Un exploit remarquable non ? Mon objectif renforcรฉ les modรจles LLM jusqu'ร l'AGI. Pourtant je pas de travail ๐๐. Tu veux au... | 2025-11-11T17:57:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ougejc/emploi/ | Ambitious-Age-6054 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ougejc | false | null | t3_1ougejc | /r/LocalLLaMA/comments/1ougejc/emploi/ | true | false | spoiler | 0 | null |
Qwen-Image escapes detection. LinkedIn now tells you when you're looking at an AI-generated image. | 4 | As the 1st image shows, the C2PA label is used.
Here's what's interesting.
**The feature only applies to image platforms who join the C2PA.**
Now there's only:
* ChatGPT/DALL-E 3 images
* Adobe Firefly images
* Leica Camera images
* BBC news images
The 2nd image, generated byย [Qwen-Image](https://www.netmind.ai/mo... | 2025-11-11T17:57:06 | MarketingNetMind | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ouge24 | false | null | t3_1ouge24 | /r/LocalLLaMA/comments/1ouge24/qwenimage_escapes_detection_linkedin_now_tells/ | false | false | 4 | {'enabled': True, 'images': [{'id': 'cNcVyAdCgxzkDsu0y1yNCVwFgwGM-WfNNzfxQNOYxMg', 'resolutions': [{'height': 73, 'url': 'https://preview.redd.it/0u2dzcsl2o0g1.png?width=108&crop=smart&auto=webp&s=d75011516e997712b0e0e0bd1043b9f83a99f424', 'width': 108}, {'height': 146, 'url': 'https://preview.redd.it/0u2dzcsl2o0g1.png... | ||
gpt-oss-120b on Cerebras | 844 | gpt-oss-120b reasoning CoT on Cerebras be like | 2025-11-11T17:53:30 | Corporate_Drone31 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ougamx | false | null | t3_1ougamx | /r/LocalLLaMA/comments/1ougamx/gptoss120b_on_cerebras/ | false | false | 844 | {'enabled': True, 'images': [{'id': 'ehZk74OnzzWULSRPxaa3Nrzmp2eGgVgTUTSO5TMl7aI', 'resolutions': [{'height': 107, 'url': 'https://preview.redd.it/qkygjyoz1o0g1.png?width=108&crop=smart&auto=webp&s=8a30697d9e9aaab05c8244527a595c29c6540377', 'width': 108}, {'height': 214, 'url': 'https://preview.redd.it/qkygjyoz1o0g1.pn... | ||
Need help figuring out why multimodal API calls to vLLM server have worse outputs than using Open WebUI. | 2 | I'm serving Qwen3-VL through vLLM to OCR, but the output from the API call is different from doing it from the open webui frontend. I can't seem to figure out why, as the API call is doing lossless png in base64 with the same parameters ( temperature=0, max_tokens = 128, top_p=1), but somehow the API keeps giving worse... | 2025-11-11T17:35:55 | https://www.reddit.com/r/LocalLLaMA/comments/1ouft9q/need_help_figuring_out_why_multimodal_api_calls/ | Majesticeuphoria | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouft9q | false | null | t3_1ouft9q | /r/LocalLLaMA/comments/1ouft9q/need_help_figuring_out_why_multimodal_api_calls/ | false | false | self | 2 | null |
Unlimited Cloud this week on Observer as a Thank You to r/LocalLLaMA! Free and local, now and forever after. | 12 | TLDR: Saved up some money to give you guysย unlimited cloud access as a **Thank You** and to stress test it. **Comment an agent idea or feedback,** i'll DM you the unlimited access link, and **build stuff**! It's Free for Local Inference now and always <3
Observer lets you build micro-agents that **watch your screen, c... | 2025-11-11T17:31:48 | https://www.reddit.com/r/LocalLLaMA/comments/1oufp8s/unlimited_cloud_this_week_on_observer_as_a_thank/ | Roy3838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oufp8s | false | null | t3_1oufp8s | /r/LocalLLaMA/comments/1oufp8s/unlimited_cloud_this_week_on_observer_as_a_thank/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': '-VzCfNi8ctqCoss6ttS1cBf0psUHAMSGYDmGAfW9QsA', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/-VzCfNi8ctqCoss6ttS1cBf0psUHAMSGYDmGAfW9QsA.png?width=108&crop=smart&auto=webp&s=2763f5b07d8000852738cc8bbf6420bc7a793d3e', 'width': 108}, {'height': 121, 'url': 'h... |
R7615 + Blackwell: compatible in practice even if not โcertifiedโ? | 1 | Hi all, Iโm VRAM-bound on some larger models and local LLM workloads. Theย **RTX 6000 Blackwell 96GB (server 300W)**ย looks perfect, but Dell says itโsย **not (yet) certified**ย for the R7615, however an employee also told me they never test/certify stuff for older gen servers.
**Questions for folks whoโve tried similar ... | 2025-11-11T17:05:52 | https://www.reddit.com/r/LocalLLaMA/comments/1ouezha/r7615_blackwell_compatible_in_practice_even_if/ | sjoerdmaessen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouezha | false | null | t3_1ouezha | /r/LocalLLaMA/comments/1ouezha/r7615_blackwell_compatible_in_practice_even_if/ | false | false | self | 1 | null |
Detecting jailbreaks and prompt leakage in local LLM setups | 0 | Iโve been exploring how to detect prompt leakage and jailbreak attempts in LLM-based systems, especially in local or self-hosted setups.
The idea Iโm testing: a lightweight API that could help teams and developers
* detect jailbreak attempts and risky prompt structures
* analyze and score prompt quality
* support QA/... | 2025-11-11T17:02:37 | https://www.reddit.com/r/LocalLLaMA/comments/1ouewcb/detecting_jailbreaks_and_prompt_leakage_in_local/ | Ok_Possibility5692 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouewcb | false | null | t3_1ouewcb | /r/LocalLLaMA/comments/1ouewcb/detecting_jailbreaks_and_prompt_leakage_in_local/ | false | false | self | 0 | null |
R7615 + Blackwell: compatible in practice even if not โcertifiedโ? | 1 | 2025-11-11T17:01:01 | https://www.reddit.com/gallery/1oueunx | sjoerdmaessen | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1oueunx | false | null | t3_1oueunx | /r/LocalLLaMA/comments/1oueunx/r7615_blackwell_compatible_in_practice_even_if/ | false | false | 1 | null | ||
Agentic RAG: from Zero to Hero | 42 | Hi everyone,
After spending several months building agents and experimenting with RAG systems, I decided to publish a GitHub repository to help those who are approaching agents and RAG for the first time.
I created an **agentic RAG** with an educational purpose, aiming to provide a clear and practical reference. When... | 2025-11-11T16:56:38 | https://www.reddit.com/r/LocalLLaMA/comments/1oueq51/agentic_rag_from_zero_to_hero/ | CapitalShake3085 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oueq51 | false | null | t3_1oueq51 | /r/LocalLLaMA/comments/1oueq51/agentic_rag_from_zero_to_hero/ | false | false | self | 42 | {'enabled': False, 'images': [{'id': 'OrJZ8TZZ96Uyy9NK7yAtRuz-kNWVwJVWUnx06qrotZI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/OrJZ8TZZ96Uyy9NK7yAtRuz-kNWVwJVWUnx06qrotZI.png?width=108&crop=smart&auto=webp&s=414552e428f2e8972ff0d8b8f25d403a4564362b', 'width': 108}, {'height': 108, 'url': 'h... |
Half-trillion parameter model on a machine with 128 GB RAM + 24 GB VRAM | 222 | Hi everyone,
just wanted to share that Iโve successfully run **Qwen3-Coder-480B** on **llama.cpp** using the following setup:
* **CPU:** Intel i9-13900KS
* **RAM:** 128 GB
* **GPU:** RTX 4090 (24 GB VRAM)
Iโm using the **4-bit and 3-bit Unsloth quantizations** from Hugging Face: [https://huggingface.co/unsloth/Qwen3... | 2025-11-11T16:49:09 | https://www.reddit.com/r/LocalLLaMA/comments/1oueiuj/halftrillion_parameter_model_on_a_machine_with/ | pulse77 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oueiuj | false | null | t3_1oueiuj | /r/LocalLLaMA/comments/1oueiuj/halftrillion_parameter_model_on_a_machine_with/ | false | false | self | 222 | {'enabled': False, 'images': [{'id': 'gwBpjvEsSJP9TEvm8JruyOhsY560jiGO-1v9Go-RAwk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/gwBpjvEsSJP9TEvm8JruyOhsY560jiGO-1v9Go-RAwk.png?width=108&crop=smart&auto=webp&s=7ad6d1b6c4559472693b7af1de31e24e4a8023a3', 'width': 108}, {'height': 116, 'url': 'h... |
Bandits in your LLM Gateway: Improve LLM Applications Faster with Adaptive Experimentation (A/B Testing) [Open Source] | 1 | 2025-11-11T16:42:43 | https://www.tensorzero.com/blog/bandits-in-your-llm-gateway/ | bianconi | tensorzero.com | 1970-01-01T00:00:00 | 0 | {} | 1ouecjm | false | null | t3_1ouecjm | /r/LocalLLaMA/comments/1ouecjm/bandits_in_your_llm_gateway_improve_llm/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': 'K6oE2iFN3gFHan0D_K76AtC_ODA7iPRGsKR0GYqQFTU', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/K6oE2iFN3gFHan0D_K76AtC_ODA7iPRGsKR0GYqQFTU.png?width=108&crop=smart&auto=webp&s=7f316b890b2a31a8f62865e9dee0569e96f0223c', 'width': 108}, {'height': 113, 'url': 'h... | |
MoE expert distributions for Kimi K2 thinking? | 5 | Does anyone have any idea what the expert distribution is for kimi k2 thinking? Would be good to know to estimate memory usage + performance. Ie, is the model using the same 8 experts across many tokens in a single task or does it regularly touch all ~300 experts | 2025-11-11T16:40:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ouea52/moe_expert_distributions_for_kimi_k2_thinking/ | Stunning-Document-53 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ouea52 | false | null | t3_1ouea52 | /r/LocalLLaMA/comments/1ouea52/moe_expert_distributions_for_kimi_k2_thinking/ | false | false | self | 5 | null |
Built a Local LLM Benchmark Tool for Real Tests โ Any thoughts? | 1 | [removed] | 2025-11-11T16:39:18 | https://www.reddit.com/gallery/1oue98n | pkc0229 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1oue98n | false | null | t3_1oue98n | /r/LocalLLaMA/comments/1oue98n/built_a_local_llm_benchmark_tool_for_real_tests/ | false | false | 1 | null | |
Simple Video Inference GUI | 3 | Looking for a simple GUI that allows for uploading videos for processing with Qwen 3 VL locally. Thanks. | 2025-11-11T16:37:42 | https://www.reddit.com/r/LocalLLaMA/comments/1oue7oe/simple_video_inference_gui/ | TheDailySpank | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oue7oe | false | null | t3_1oue7oe | /r/LocalLLaMA/comments/1oue7oe/simple_video_inference_gui/ | false | false | self | 3 | null |
Would Kimi K2 Thinking be decent at 2.5-3.5bpw quant range, given it is native 4 bits? Like ~3bpw and above for DeepSeek models that are native 8 bit. | 5 | Hello guys, hoping you're fine.
I was wondering, given that Kimi K2 thinking is a native 4bit model, would a quantization not lobotomize that much in the 2.5-3.5 bpw range (like Q2\_M to Q3\_M size on lcpp terms)?
It was discussed that on the case of DeepSeek models, 3bpw and a bit higher (like IQ3\_XXS and such) are... | 2025-11-11T16:26:58 | https://www.reddit.com/r/LocalLLaMA/comments/1oudxai/would_kimi_k2_thinking_be_decent_at_2535bpw_quant/ | panchovix | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oudxai | false | null | t3_1oudxai | /r/LocalLLaMA/comments/1oudxai/would_kimi_k2_thinking_be_decent_at_2535bpw_quant/ | false | false | self | 5 | null |
Nice to meet you, everyone | 0 | Playing with llm by myself and making a post for the first time.
I look forward to your kind cooperation. | 2025-11-11T16:18:02 | https://www.reddit.com/r/LocalLLaMA/comments/1oudold/nice_to_meet_you_everyone/ | pkc0229 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oudold | false | null | t3_1oudold | /r/LocalLLaMA/comments/1oudold/nice_to_meet_you_everyone/ | false | false | self | 0 | null |
Anyone tried the kaggle winning nemoskills model? | 2 | nemoskills won the AI Mathematical Olympiad - Progress Prize 2
[https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/nemoskills-1st-place-solution-nemoskills](https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/nemoskills-1st-place-solution-nemosk... | 2025-11-11T16:09:29 | https://www.reddit.com/r/LocalLLaMA/comments/1oudg4f/anyone_tried_the_kaggle_winning_nemoskills_model/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oudg4f | false | null | t3_1oudg4f | /r/LocalLLaMA/comments/1oudg4f/anyone_tried_the_kaggle_winning_nemoskills_model/ | false | false | self | 2 | null |
What LLM would best suit my specs and purpose to run locally? And would you recommend RAG or Fine-Tuning the model? | 0 | Hi everyone,
I recently build my own personal computer for gaming and experimenting with AI.
The specs are:
\- CPU: 9950x3d
\- GPU: rtx 5090 (aorus master) 32g VRAM (no more room for one extra in the lian li o11 vision compact unfortunatly hehe, not that I have to money tho, flat broke rn but the build is a ... | 2025-11-11T15:51:54 | https://www.reddit.com/r/LocalLLaMA/comments/1oucyt9/what_llm_would_best_suit_my_specs_and_purpose_to/ | nynhi_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oucyt9 | false | null | t3_1oucyt9 | /r/LocalLLaMA/comments/1oucyt9/what_llm_would_best_suit_my_specs_and_purpose_to/ | false | false | self | 0 | null |
Gaming & AI - 5090 or two 3090s? | 1 | Getting into local LLMs and whatnot, curious what the community would recommend for someone wanting to use one new build for gaming and AI usage.
Last PC is very old at this point, has a 1080 in it from 10 yrs or so ago! | 2025-11-11T15:29:02 | https://www.reddit.com/r/LocalLLaMA/comments/1oucdaj/gaming_ai_5090_or_two_3090s/ | ConflictNo4814 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oucdaj | false | null | t3_1oucdaj | /r/LocalLLaMA/comments/1oucdaj/gaming_ai_5090_or_two_3090s/ | false | false | self | 1 | null |
The Case That A.I. Is Thinking, The trust collapse: Infinite AI content is awful and many other LLM related links from Hacker News | 1 | [removed] | 2025-11-11T15:11:13 | https://www.reddit.com/r/LocalLLaMA/comments/1oubwqj/the_case_that_ai_is_thinking_the_trust_collapse/ | alexeestec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oubwqj | false | null | t3_1oubwqj | /r/LocalLLaMA/comments/1oubwqj/the_case_that_ai_is_thinking_the_trust_collapse/ | false | false | self | 1 | null |
To be... | 0 | Will ollama , become something like mtsy and so ? ๐ค , lately it is introducing cloud things but with avier models | 2025-11-11T15:08:04 | Illustrious-Swim9663 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1oubtt2 | false | null | t3_1oubtt2 | /r/LocalLLaMA/comments/1oubtt2/to_be/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'prqirkrj8n0g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/prqirkrj8n0g1.png?width=108&crop=smart&auto=webp&s=d4f8dd607103d6445dc314ed7ee46f45f7c6a71e', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/prqirkrj8n0g1.png?width=216&crop=smart&auto=we... | |
Qwen-images escape detection. LinkedIn now tells you when you're looking at an AI-generated image. | 0 | As the 1st image shows, Qwen-image generated pic escaped from Linkedin's CR label. But from the left of the 2nd image, the C2PA label was used in GPT generated one.
Here's what's interesting.
**The feature only applies to image platforms who join the C2PA.**
Now there's only:
* ChatGPT/DALL-E 3 images
* Adobe Firef... | 2025-11-11T15:07:29 | https://www.reddit.com/gallery/1oubtar | MarketingNetMind | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1oubtar | false | null | t3_1oubtar | /r/LocalLLaMA/comments/1oubtar/qwenimages_escape_detection_linkedin_now_tells/ | false | false | 0 | null | |
To be... | 1 | Will ollama , become something like mtsy and so ? ๐ค , lately it is introducing cloud things but with avier models | 2025-11-11T15:06:32 | Illustrious-Swim9663 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1oubsfd | false | null | t3_1oubsfd | /r/LocalLLaMA/comments/1oubsfd/to_be/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '8jey78v98n0g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/8jey78v98n0g1.png?width=108&crop=smart&auto=webp&s=42b74374046566965ab47729b8a1fe4f5827f944', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/8jey78v98n0g1.png?width=216&crop=smart&auto=we... | |
Meta chief AI scientist Yann LeCun plans to exit to launch startup, FT reports | 201 | 2025-11-11T15:05:23 | https://www.reuters.com/technology/meta-chief-ai-scientist-yann-lecun-plans-exit-launch-startup-ft-reports-2025-11-11/ | brown2green | reuters.com | 1970-01-01T00:00:00 | 0 | {} | 1oubrbc | false | null | t3_1oubrbc | /r/LocalLLaMA/comments/1oubrbc/meta_chief_ai_scientist_yann_lecun_plans_to_exit/ | false | false | default | 201 | null | |
๐จ I built a Python library to convert JSON to a more compact format (saves ~30-40% tokens for LLM apps) | 1 | [removed] | 2025-11-11T15:03:37 | https://www.reddit.com/r/LocalLLaMA/comments/1oubpm0/i_built_a_python_library_to_convert_json_to_a/ | Purple-Librarian1818 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oubpm0 | false | null | t3_1oubpm0 | /r/LocalLLaMA/comments/1oubpm0/i_built_a_python_library_to_convert_json_to_a/ | false | false | self | 1 | null |
What GPU would you recommend for embedding models? | 0 | For utilizing the best MTEB Leaderboard models to embed millions of text segments, which GPU would be provide decent value? RTX \*090s, DGX, Strix, Mac+? | 2025-11-11T14:58:43 | https://www.reddit.com/r/LocalLLaMA/comments/1oubktf/what_gpu_would_you_recommend_for_embedding_models/ | Chance-Studio-8242 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oubktf | false | null | t3_1oubktf | /r/LocalLLaMA/comments/1oubktf/what_gpu_would_you_recommend_for_embedding_models/ | false | false | self | 0 | null |
Anyone been using local LLMs with Claude Code? | 16 | Looking for feedback/experience in using Qwen3-Coder:a3b, gpt-oss-120b or GLM 4.5 air with Claude Code locally. | 2025-11-11T14:44:46 | https://www.reddit.com/r/LocalLLaMA/comments/1oub8dt/anyone_been_using_local_llms_with_claude_code/ | rm-rf-rm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oub8dt | false | null | t3_1oub8dt | /r/LocalLLaMA/comments/1oub8dt/anyone_been_using_local_llms_with_claude_code/ | false | false | self | 16 | null |
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