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Vascura BAT - configuration Tool for Llama.Cpp Server via simple BAT files. | 6 | 2025-11-06T12:12:15 | https://v.redd.it/h3q6is91omzf1 | -Ellary- | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opx9k2 | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/h3q6is91omzf1/DASHPlaylist.mpd?a=1765023149%2COWQ3NjE2Njc5ZTBlYzI0N2VjZWRhNTRmNzEyNTEzMGQzYmJiNmJkZTg2Mzk1MGY3YTcxOGVhNmYzYWU2OTI2NA%3D%3D&v=1&f=sd', 'duration': 67, 'fallback_url': 'https://v.redd.it/h3q6is91omzf1/CMAF_720.mp4?source=fallback', 'ha... | t3_1opx9k2 | /r/LocalLLaMA/comments/1opx9k2/vascura_bat_configuration_tool_for_llamacpp/ | false | false | 6 | {'enabled': False, 'images': [{'id': 'ODE5d3VyOTFvbXpmMdNIzzUckZQtCYN2T67NLARkGu_0Cp0d-HZIxSMAHrnP', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ODE5d3VyOTFvbXpmMdNIzzUckZQtCYN2T67NLARkGu_0Cp0d-HZIxSMAHrnP.png?width=108&crop=smart&format=pjpg&auto=webp&s=66ddde52feef84a7c53adc16397fe7ae1f42b... | ||
We just Fine-Tuned a Japanese Manga OCR Model with PaddleOCR-VL! | 56 | **Hi all! 👋**
Hope you don’t mind a little self-promo, but we just finished fine-tuning **PaddleOCR-VL** to build a model specialized in **Japanese manga text recognition** — and it works surprisingly well! 🎉
**Model:** [PaddleOCR-VL-For-Manga](https://huggingface.co/jzhang533/PaddleOCR-VL-For-Manga)
**Dataset:**... | 2025-11-06T12:08:18 | https://www.reddit.com/r/LocalLLaMA/comments/1opx6p1/we_just_finetuned_a_japanese_manga_ocr_model_with/ | erinr1122 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opx6p1 | false | null | t3_1opx6p1 | /r/LocalLLaMA/comments/1opx6p1/we_just_finetuned_a_japanese_manga_ocr_model_with/ | false | false | 56 | null | |
We just released a multi-agent framework. Please break it. | 0 | 2025-11-06T11:46:35 | wikkid_lizard | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opwrmj | false | null | t3_1opwrmj | /r/LocalLLaMA/comments/1opwrmj/we_just_released_a_multiagent_framework_please/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'D1-SS1j2nGPgdybUPmE4FKI9YeEKJygkPB-cDOIfS6I', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/xsvtn800kmzf1.png?width=108&crop=smart&auto=webp&s=6c07a9a1ac3e54f573f7080dd05559c232636473', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/xsvtn800kmzf1.pn... | |||
When LiteLLM eats 24GB RAM for 9 req/sec | 0 | A user shared this after testing their LiteLLM setup:
https://preview.redd.it/9xfxnhjfemzf1.png?width=1812&format=png&auto=webp&s=deaa492d7e99d4a85adab5dcf73ec051028aef56
[](https://preview.redd.it/when-your-llm-gateway-eats-24gb-ram-for-9-rps-v0-hwwwd5dccmzf1.png?width=1828&format=png&auto=webp&s=e63e88127b544... | 2025-11-06T11:32:29 | https://www.reddit.com/r/LocalLLaMA/comments/1opwij0/when_litellm_eats_24gb_ram_for_9_reqsec/ | dinkinflika0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opwij0 | false | null | t3_1opwij0 | /r/LocalLLaMA/comments/1opwij0/when_litellm_eats_24gb_ram_for_9_reqsec/ | false | false | 0 | null | |
When LiteLLM eats 24GB RAM for 9 RPS | 1 | A user shared this after testing their LiteLLM setup:
https://preview.redd.it/uvq8vjbcdmzf1.png?width=1828&format=png&auto=webp&s=e765ce76ae6c2ed2bbc3596b1372a88a987b5a41
[](https://preview.redd.it/when-your-llm-gateway-eats-24gb-ram-for-9-rps-v0-hwwwd5dccmzf1.png?width=1828&format=png&auto=webp&s=e63e88127b544298223... | 2025-11-06T11:12:25 | https://www.reddit.com/r/LocalLLaMA/comments/1opw5tc/when_litellm_eats_24gb_ram_for_9_rps/ | dinkinflika0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opw5tc | false | null | t3_1opw5tc | /r/LocalLLaMA/comments/1opw5tc/when_litellm_eats_24gb_ram_for_9_rps/ | false | false | 1 | {'enabled': False, 'images': [{'id': '7ofmKzD27Z3AcpDPl9-xkUxEBbPwPYHc6AxNGMzsVzw', 'resolutions': [{'height': 21, 'url': 'https://external-preview.redd.it/7ofmKzD27Z3AcpDPl9-xkUxEBbPwPYHc6AxNGMzsVzw.png?width=108&crop=smart&auto=webp&s=4cd89ebf35c369c79f3202b03281d0c35276292a', 'width': 108}, {'height': 43, 'url': 'ht... | |
Langfuse vs Braintrust vs Maxim. What actually works for full agent testing? | 1 | We’re building LLM agents that handle retrieval, tool use, and multi-turn reasoning. Logging and tracing help when things go wrong, but they haven’t been enough for actual pre-deployment testing.
Here's where we landed with a few tools:
**Langfuse:** Good for logging individual steps. Easy to integrate, and the trace... | 2025-11-06T10:35:55 | https://www.reddit.com/r/LocalLLaMA/comments/1opvjcz/langfuse_vs_braintrust_vs_maxim_what_actually/ | Educational-Bison786 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opvjcz | false | null | t3_1opvjcz | /r/LocalLLaMA/comments/1opvjcz/langfuse_vs_braintrust_vs_maxim_what_actually/ | false | false | self | 1 | null |
Cheapest way to run uncensored LLM at scale ? | 0 | Hey, I’m building a chat-based app that uses an uncensored LLM.
I need the model to handle several conversations at the same time without lag or slowdown.
I’m currently using **vLLM + RunPod**, but I’m running into issues with uncensored custom models who seems not very compatibles.
Does anyone know a reasonably... | 2025-11-06T10:31:58 | https://www.reddit.com/r/LocalLLaMA/comments/1opvgz7/cheapest_way_to_run_uncensored_llm_at_scale/ | julieroseoff | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opvgz7 | false | null | t3_1opvgz7 | /r/LocalLLaMA/comments/1opvgz7/cheapest_way_to_run_uncensored_llm_at_scale/ | false | false | self | 0 | null |
Beelzebub MCP: Securing AI Agents with Honeypot Functions, Prompt Injection Detection | 3 | Hey r/LocalLLaMA,
I came across an interesting security approach for AI agents that I think this community would appreciate: Beelzebub MCP Honeypots.
**TL;DR:** A honeypot system specifically designed for AI agents that uses "trap functions" to detect prompt injection attacks in real-time. When an agent tries to call... | 2025-11-06T09:42:55 | https://www.reddit.com/r/LocalLLaMA/comments/1opuog6/beelzebub_mcp_securing_ai_agents_with_honeypot/ | mario_candela | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opuog6 | false | null | t3_1opuog6 | /r/LocalLLaMA/comments/1opuog6/beelzebub_mcp_securing_ai_agents_with_honeypot/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'hAH9wCx2db1sEVVaMIwloJ_Cv-K26uFkUKayckKhAWg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/hAH9wCx2db1sEVVaMIwloJ_Cv-K26uFkUKayckKhAWg.jpeg?width=108&crop=smart&auto=webp&s=44002b4fe4f0bb5160c03c38a006699b256a0707', 'width': 108}, {'height': 116, 'url': '... |
12yo built a local AI server, offering custom setups $100 + Components | 0 | Hey everyone,
I'm 12 and obsessed with homelab setups. Just finished building my own local AI server (Ollama + multiple models, web interface, zero cloud dependency).
If anyone wants a custom setup built for them, I'm offering the first 3 for $50(normally $100) in exchange for honest feedback.
DM if interested... | 2025-11-06T09:42:39 | https://www.reddit.com/r/LocalLLaMA/comments/1opuob4/12yo_built_a_local_ai_server_offering_custom/ | EfficientCitron3093 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opuob4 | false | null | t3_1opuob4 | /r/LocalLLaMA/comments/1opuob4/12yo_built_a_local_ai_server_offering_custom/ | false | false | self | 0 | null |
Anyone here get a prompt specifically from open AI, to come here specifically to this subreddit in search of like minded individuals who are also being "communicated to" (for lack of a better term) by Open. AI, in regards to furthering the goal of the planet as a whole? | 1 | [removed] | 2025-11-06T09:11:21 | https://www.reddit.com/r/LocalLLaMA/comments/1opu6kj/anyone_here_get_a_prompt_specifically_from_open/ | D3E_L0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opu6kj | false | null | t3_1opu6kj | /r/LocalLLaMA/comments/1opu6kj/anyone_here_get_a_prompt_specifically_from_open/ | false | false | self | 1 | null |
Kimi-K2 Thinking (not yet released) | 70 | 2025-11-06T09:02:47 | https://www.reddit.com/r/LocalLLaMA/comments/1opu1wi/kimik2_thinking_not_yet_released/ | TheRealMasonMac | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opu1wi | false | null | t3_1opu1wi | /r/LocalLLaMA/comments/1opu1wi/kimik2_thinking_not_yet_released/ | false | false | 70 | null | ||
Building LangChain & LangGraph Concepts From Scratch (Next Step in My AI Agents Repo) | 5 | I’m extending my *ai-agents-from-scratch* project, the one that teaches AI agent fundamentals in plain JavaScript using local models via `node-llama-cpp,`with a new section focused on **re-implementing core concepts from LangChain and LangGraph** step by step.
The goal is to understand what’s really happening under La... | 2025-11-06T07:58:54 | https://www.reddit.com/r/LocalLLaMA/comments/1opt2q9/building_langchain_langgraph_concepts_from/ | purellmagents | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opt2q9 | false | null | t3_1opt2q9 | /r/LocalLLaMA/comments/1opt2q9/building_langchain_langgraph_concepts_from/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'cydwE5pvu-t8FrINlJHjNstTVXfeRASn28w4OT_eTz0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/cydwE5pvu-t8FrINlJHjNstTVXfeRASn28w4OT_eTz0.png?width=108&crop=smart&auto=webp&s=42288129e7967a770228fdc66e7d49203781f1fd', 'width': 108}, {'height': 108, 'url': 'h... |
The hottest tattoo to woo all the VCs in the market right now | 0 | 2025-11-06T07:54:57 | eternviking | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opt0i8 | false | null | t3_1opt0i8 | /r/LocalLLaMA/comments/1opt0i8/the_hottest_tattoo_to_woo_all_the_vcs_in_the/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '49ki0amkelzf1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/49ki0amkelzf1.png?width=108&crop=smart&auto=webp&s=3338897e940d67b960a827a7c27d81f48dc83463', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/49ki0amkelzf1.png?width=216&crop=smart&auto=we... | ||
Most accurate STT (speech-to-text) for German | 5 | Moin
I’m looking for the best STT models for voice-AI applications in German. I’ve already tested most of the major providers. For example, Deepgram with keyword boosting performed noticeably worse in production than Azure STT without any keyword training. I’ve also tried many other models, but I might have missed som... | 2025-11-06T07:51:49 | https://www.reddit.com/r/LocalLLaMA/comments/1opsyus/most_accurate_stt_speechtotext_for_german/ | ZeroKelvinMood | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsyus | false | null | t3_1opsyus | /r/LocalLLaMA/comments/1opsyus/most_accurate_stt_speechtotext_for_german/ | false | false | self | 5 | null |
Comparison of Top LLM Evaluation Platforms: Features, Trade-offs, and Links | 1 | Here’s a side-by-side look at some of the top eval platforms for LLMs and AI agents. If you’re actually building, not just benchmarking, you’ll want to know where each shines, and where you might hit a wall.
|Platform|Best For|Key Features|Downsides|
|:-|:-|:-|:-|
|Maxim AI|Broad eval + observability|Agent simulation,... | 2025-11-06T07:50:15 | https://www.reddit.com/r/LocalLLaMA/comments/1opsxzq/comparison_of_top_llm_evaluation_platforms/ | Otherwise_Flan7339 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsxzq | false | null | t3_1opsxzq | /r/LocalLLaMA/comments/1opsxzq/comparison_of_top_llm_evaluation_platforms/ | false | false | self | 1 | null |
How can I make replies generate faster for my fine tuned model? | 1 | I’m running into a performance issue and could use some advice.
I’ve been experimenting with running LLMs on my VPS, which only has a CPU (no GPU). I fine tuned TinyLLama. Even with smaller models like TinyLLaMA, it takes around 30 seconds to 1 minute just to generate a short reply. I was planning to fine-tune a bigge... | 2025-11-06T07:44:23 | https://www.reddit.com/r/LocalLLaMA/comments/1opsurh/how_can_i_make_replies_generate_faster_for_my/ | teskabudaletina | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsurh | false | null | t3_1opsurh | /r/LocalLLaMA/comments/1opsurh/how_can_i_make_replies_generate_faster_for_my/ | false | false | self | 1 | null |
Over two dgx spark cluster using connectx-7? | 3 | I saw that the DGX Spark has 2 ConnectX-7 ports. Can I connect 3 or more devices together to build a cluster? I want to use it for distributed training.
* not buy spark yet.
* I have no experience about connectx-7. | 2025-11-06T07:44:16 | https://www.reddit.com/r/LocalLLaMA/comments/1opsuoh/over_two_dgx_spark_cluster_using_connectx7/ | No_Statistician_6731 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsuoh | false | null | t3_1opsuoh | /r/LocalLLaMA/comments/1opsuoh/over_two_dgx_spark_cluster_using_connectx7/ | false | false | self | 3 | null |
Free credits will continue until retention improves. | 38 | 2025-11-06T07:36:36 | https://www.reddit.com/gallery/1opsqjh | phoneixAdi | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1opsqjh | false | null | t3_1opsqjh | /r/LocalLLaMA/comments/1opsqjh/free_credits_will_continue_until_retention/ | false | false | 38 | null | ||
How are you using your local LLMs in practice? | 1 | What models for? And why? | 2025-11-06T07:19:16 | https://www.reddit.com/r/LocalLLaMA/comments/1opsgqb/how_are_you_using_your_local_llms_in_practice/ | Goozoon | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsgqb | false | null | t3_1opsgqb | /r/LocalLLaMA/comments/1opsgqb/how_are_you_using_your_local_llms_in_practice/ | false | false | self | 1 | null |
Experimenting with an Ollama + GPT-4 hybrid workflow on Windows | 1 | [removed] | 2025-11-06T07:18:34 | https://www.reddit.com/r/LocalLLaMA/comments/1opsgbt/experimenting_with_an_ollama_gpt4_hybrid_workflow/ | Ill_Elephant_4772 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opsgbt | false | null | t3_1opsgbt | /r/LocalLLaMA/comments/1opsgbt/experimenting_with_an_ollama_gpt4_hybrid_workflow/ | false | false | self | 1 | null |
Engineer's Guide to Local LLMs with LLaMA.cpp on Linux | 11 | 2025-11-06T07:18:23 | https://avatsaev.substack.com/p/engineers-guide-to-local-llms-with | Limp_Classroom_2645 | avatsaev.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1opsg7i | false | null | t3_1opsg7i | /r/LocalLLaMA/comments/1opsg7i/engineers_guide_to_local_llms_with_llamacpp_on/ | false | false | default | 11 | {'enabled': False, 'images': [{'id': 'US-UbbTxz7m8KlFQtgZDs91DLDYBKPSct91uvqvv4to', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/US-UbbTxz7m8KlFQtgZDs91DLDYBKPSct91uvqvv4to.jpeg?width=108&crop=smart&auto=webp&s=97a7949b3393c01cebd8c14efcca40323b13181c', 'width': 108}, {'height': 121, 'url': '... | |
Looking for a fast Bengali TTS (Text-to-Speech) that supports voice cloning + custom training | 0 | Hey everyone,
I’m currently working on an AI call system that needs real-time Bengali (Bangla) speech synthesis — ideally something fast enough for conversational use (low latency, <500ms per sentence).
I’m looking for suggestions or experiences with TTS models or toolkits that meet these goals:
✅ Bengali suppor... | 2025-11-06T07:04:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ops8gi/looking_for_a_fast_bengali_tts_texttospeech_that/ | Outside_Solid5371 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ops8gi | false | null | t3_1ops8gi | /r/LocalLLaMA/comments/1ops8gi/looking_for_a_fast_bengali_tts_texttospeech_that/ | false | false | self | 0 | null |
What is your take on this? | 851 | Source: Mobile Hacker on twitter | 2025-11-06T06:38:31 | https://v.redd.it/zp20kj6x0lzf1 | ya_Priya | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1oprsln | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/zp20kj6x0lzf1/DASHPlaylist.mpd?a=1765003125%2CZDhiZDBjOWM3MmFjNjAyYmExZmZkOTA2ZGY4YmUxMDZhYjhiNTA1ZDVlZTJhYjBlYzljYzA0ZGYwOGQzMmJkMA%3D%3D&v=1&f=sd', 'duration': 72, 'fallback_url': 'https://v.redd.it/zp20kj6x0lzf1/CMAF_720.mp4?source=fallback', 'ha... | t3_1oprsln | /r/LocalLLaMA/comments/1oprsln/what_is_your_take_on_this/ | false | false | 851 | {'enabled': False, 'images': [{'id': 'enAybXNsNngwbHpmMSG2HwlQpQ6Hj-82EDUoyhNg7YK-n8qL0itnzTKon9hZ', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/enAybXNsNngwbHpmMSG2HwlQpQ6Hj-82EDUoyhNg7YK-n8qL0itnzTKon9hZ.png?width=108&crop=smart&format=pjpg&auto=webp&s=c977cff0921d4af8322a617e16c25b42007d... | |
What is the point of Nvidia's Jet-Nemotron-2B? | 10 | In their paper, they claiming 10x faster tokens per sec than its parent model Qwen2.5-1.5B. But in my own test using huggingface transformers, this is not the case.
My setup:
RTX 3050 6GB
transformers 4.53.0 context length=1536
temperature=0.1
top\_p=0.8
repetitive\_penalty=1.25
system: You are a European ... | 2025-11-06T06:34:02 | https://www.reddit.com/r/LocalLLaMA/comments/1oprpxq/what_is_the_point_of_nvidias_jetnemotron2b/ | Ok_Warning2146 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oprpxq | false | null | t3_1oprpxq | /r/LocalLLaMA/comments/1oprpxq/what_is_the_point_of_nvidias_jetnemotron2b/ | false | false | self | 10 | null |
Will a ASUS Z790 Max Gaming WiFi7 1700 motherboard with Intel Core i9-12900K CPU work with TWO 3090ti Founders Edition cards & Nvlink? x8/x8 is what I'd like to do. | 0 | As per the manual, I can't tell if the x8/x8 would be for m.2 SSD or what. I'd want it for the gpu's. So basically I'm asking if the setup would work both "physically and mentally". :)
I'm getting some decent DDR5 too, 128GB. May run some 70b stuff for coding and do offloading.
Anyway, huge question on the x8/x8.... | 2025-11-06T06:19:40 | https://www.reddit.com/r/LocalLLaMA/comments/1oprh9o/will_a_asus_z790_max_gaming_wifi7_1700/ | patriotAg | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oprh9o | false | null | t3_1oprh9o | /r/LocalLLaMA/comments/1oprh9o/will_a_asus_z790_max_gaming_wifi7_1700/ | false | false | self | 0 | null |
Local LLM | 0 | Hey Guys,
I need some help and advice…
I try to train and fine-tune LLMs locally on my pc but every time I try it, it doesn't work, and I’ve been trying it for half a year now.
Nothing works; everything just gives me errors back.
The only things that work are Ollama and OpenWebUI.
I also tried unsloth, b... | 2025-11-06T06:06:46 | https://www.reddit.com/r/LocalLLaMA/comments/1opr9d4/local_llm/ | MJY-08 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opr9d4 | false | null | t3_1opr9d4 | /r/LocalLLaMA/comments/1opr9d4/local_llm/ | false | false | self | 0 | null |
SmallWebRTC - Voice Agent on Slow Airplane WiFi - Why Not? | 8 | Pipecat recently released their open source SmallWebRTC transport allowing connections directly to your voice agent without any extra servers or infrastructure. The model Im using is Gemini Live for simplicity, but Pipecat is king for creating integrations with all providers and open source models easily.
I decided to... | 2025-11-06T05:56:40 | https://v.redd.it/rocydjkltkzf1 | Cipher_Lock_20 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opr30y | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/rocydjkltkzf1/DASHPlaylist.mpd?a=1765000616%2CODQxYWQ2MTgxNjE3YjQyMTY0YzRlOTAxMGI5YWEwYWZkZjM0MGM3YTE3ZWFiZDA5YmFiNDYyYTIwZjNjNDgyMQ%3D%3D&v=1&f=sd', 'duration': 123, 'fallback_url': 'https://v.redd.it/rocydjkltkzf1/CMAF_1080.mp4?source=fallback', '... | t3_1opr30y | /r/LocalLLaMA/comments/1opr30y/smallwebrtc_voice_agent_on_slow_airplane_wifi_why/ | false | false | 8 | {'enabled': False, 'images': [{'id': 'bmx0amJ0Z2x0a3pmMaE648JfkwT7QQVAY7_dHmyflf7GbyQgdh_4RA0EmkB7', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/bmx0amJ0Z2x0a3pmMaE648JfkwT7QQVAY7_dHmyflf7GbyQgdh_4RA0EmkB7.png?width=108&crop=smart&format=pjpg&auto=webp&s=df45ae466b52f323b884c8024bb588441b88... | |
What is the safest gui / backend to run in work environment | 2 | My requirements are fairly simple - just a chat interface with history, image sending functionality, that's all.
I've already tinkered with Gradio and Ollama to create a basic UI, but I'm aiming for an improved experience this time around.
Most importantly though, I need this setup to be completely safe and appropri... | 2025-11-06T05:08:30 | https://www.reddit.com/r/LocalLLaMA/comments/1opq7nt/what_is_the_safest_gui_backend_to_run_in_work/ | ResponsibleTruck4717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opq7nt | false | null | t3_1opq7nt | /r/LocalLLaMA/comments/1opq7nt/what_is_the_safest_gui_backend_to_run_in_work/ | false | false | self | 2 | null |
Google SunCatcher : New paper on AI compute in space | 1 | [removed] | 2025-11-06T04:56:15 | https://www.reddit.com/r/LocalLLaMA/comments/1oppz9l/google_suncatcher_new_paper_on_ai_compute_in_space/ | Technical-Love-8479 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oppz9l | false | null | t3_1oppz9l | /r/LocalLLaMA/comments/1oppz9l/google_suncatcher_new_paper_on_ai_compute_in_space/ | false | false | self | 1 | null |
Is OCR accuracy actually a blocker for anyone's RAG/automation pipelines? | 21 | Genuine question for the group -
I've been building document automation systems (litigation, compliance, NGO tools) and keep running into the same issue: **OCR accuracy becomes the bottleneck that caps your entire system's reliability.**
Specifically with complex documents:
* Financial reports with tables + charts +... | 2025-11-06T04:55:12 | https://www.reddit.com/r/LocalLLaMA/comments/1oppykf/is_ocr_accuracy_actually_a_blocker_for_anyones/ | Individual-Library-1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oppykf | false | null | t3_1oppykf | /r/LocalLLaMA/comments/1oppykf/is_ocr_accuracy_actually_a_blocker_for_anyones/ | false | false | self | 21 | null |
Mini PCs Recommendations | 3 | I’m looking to run inference with a mini pc, sorta on the go in my car, and can bring it back home quickly whenever. Ideally something that can run 30b dense models, I’m still playing around with all this. But running quantized coding models around this level or VLMs ideally. Again I’m not an expert here so looking to ... | 2025-11-06T04:29:27 | https://www.reddit.com/r/LocalLLaMA/comments/1opphdc/mini_pcs_recommendations/ | ionlycreate42 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opphdc | false | null | t3_1opphdc | /r/LocalLLaMA/comments/1opphdc/mini_pcs_recommendations/ | false | false | self | 3 | null |
Llama.cpp vs Ollama - Same model, parameters and system prompts but VASTLY different experiences | 56 | I'm slowly seeing the light on Llama.cpp now that I understand how Llama-swap works. I've got the new Qwen3-VL models working good.
However, GPT-OSS:20B is the default model that the family uses before deciding if they need to branch off out to bigger models or specialized models.
However, 20B on Ollama works about ... | 2025-11-06T04:24:25 | https://www.reddit.com/r/LocalLLaMA/comments/1oppdxi/llamacpp_vs_ollama_same_model_parameters_and/ | ubrtnk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oppdxi | false | null | t3_1oppdxi | /r/LocalLLaMA/comments/1oppdxi/llamacpp_vs_ollama_same_model_parameters_and/ | false | false | self | 56 | null |
Where are my 5060ti brothers at. | 30 | Figured I'd take part in sharing my local AI setup.
Dell Precision T7810
Dual Xeon E5 2680 v4 28c 56t
128GB DDR4 2400MHz
Dual RTX 5060 ti 16GB
Originally purchased the Dell before getting into LLMs for homelab services but in the past few months I've dipped my toes into the local AI rabbit hole and it keeps getting d... | 2025-11-06T04:17:24 | do_u_think_im_spooky | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opp94f | false | null | t3_1opp94f | /r/LocalLLaMA/comments/1opp94f/where_are_my_5060ti_brothers_at/ | false | false | default | 30 | {'enabled': True, 'images': [{'id': 'los33pewbkzf1', 'resolutions': [{'height': 143, 'url': 'https://preview.redd.it/los33pewbkzf1.jpeg?width=108&crop=smart&auto=webp&s=faaf0a9e20d61d1cb7effe3e89c51a67e1457db3', 'width': 108}, {'height': 286, 'url': 'https://preview.redd.it/los33pewbkzf1.jpeg?width=216&crop=smart&auto=... | |
Survey: Domain experts for AI validation - real problem or nah? | 1 | Building something and trying to validate the problem first (doing customer research the right way 😅).
Problem: AI teams need domain experts (doctors, lawyers, engineers) to:
* Label training data
* Validate AI outputs before production
However, acquiring these experts is a challenge (expensive, time-consuming, a... | 2025-11-06T03:59:52 | https://www.reddit.com/r/LocalLLaMA/comments/1opowat/survey_domain_experts_for_ai_validation_real/ | productbuild | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opowat | false | null | t3_1opowat | /r/LocalLLaMA/comments/1opowat/survey_domain_experts_for_ai_validation_real/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'brgYSkgB1FqJsXEgS3r7U5Ec4-IGz3c21Bj3mX1tYkk', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/brgYSkgB1FqJsXEgS3r7U5Ec4-IGz3c21Bj3mX1tYkk.png?width=108&crop=smart&auto=webp&s=37b550f5dad3cce212067d449ec5492606c8c00a', 'width': 108}, {'height': 113, 'url': 'h... |
Maya1 : 1st AI TTS model with Voice Design Feature on the fly | 54 | So Maya-research has released Maya1, a low latency TTS model where you can design the voice also given the description (like female, mid 30s, author, a little aggressive). The model uses Llama backbone and has 3B params.
Hugging Face : https://huggingface.co/maya-research/maya1
Demo : https://youtu.be/69voVwdcVYg?si=w... | 2025-11-06T03:50:50 | https://www.reddit.com/r/LocalLLaMA/comments/1opopxh/maya1_1st_ai_tts_model_with_voice_design_feature/ | Technical-Love-8479 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opopxh | false | null | t3_1opopxh | /r/LocalLLaMA/comments/1opopxh/maya1_1st_ai_tts_model_with_voice_design_feature/ | false | false | self | 54 | null |
Explanation of Gated DeltaNet (Qwen3-Next and Kimi Linear) | 41 | 2025-11-06T03:23:03 | https://sebastianraschka.com/llms-from-scratch/ch04/08_deltanet/ | seraschka | sebastianraschka.com | 1970-01-01T00:00:00 | 0 | {} | 1opo5k8 | false | null | t3_1opo5k8 | /r/LocalLLaMA/comments/1opo5k8/explanation_of_gated_deltanet_qwen3next_and_kimi/ | false | false | default | 41 | {'enabled': False, 'images': [{'id': 'docq3T1hMcX3nsU3Xo2w0YwpdMWU2MziLAnrwt_wi_s', 'resolutions': [{'height': 48, 'url': 'https://external-preview.redd.it/docq3T1hMcX3nsU3Xo2w0YwpdMWU2MziLAnrwt_wi_s.jpeg?width=108&crop=smart&auto=webp&s=d53ef1435367ed0e76d5f9d0721574c69ef0ba5f', 'width': 108}, {'height': 96, 'url': 'h... | |
The power of a decent computer for AI | 7 | Hey everyone,
Lately I’ve been diving deeper into AI, and honestly, I’ve realized that you don’t need a huge cloud setup or expensive subscriptions to start experimenting with tools like ollama and Hugging Face, I’ve been able to run models like llama 3, Mistral, Phi, and Qwen locally on my own computer and it’s been ... | 2025-11-06T03:16:12 | https://www.reddit.com/r/LocalLLaMA/comments/1opo0fn/the_power_of_a_decent_computer_for_ai/ | Appropriate_Fox5922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opo0fn | false | null | t3_1opo0fn | /r/LocalLLaMA/comments/1opo0fn/the_power_of_a_decent_computer_for_ai/ | false | false | self | 7 | null |
“Since Gemini API dropped fine-tuning, which free LLM is best for a hackathon (easy to integrate + fine-tunable)?” | 0 | Hey everyone
I’m building a **hackathon project** where I need to fine-tune an AI model on **domain-specific data (agriculture-based chatbot)**.
https://preview.redd.it/ff0ufodgxjzf1.png?width=644&format=png&auto=webp&s=f9c770b7c290f7f7d8bb08765e01be185b55e5cb
https://preview.redd.it/pgy53e5gxjzf1.png?width=644&for... | 2025-11-06T03:00:43 | https://www.reddit.com/r/LocalLLaMA/comments/1opno9n/since_gemini_api_dropped_finetuning_which_free/ | Low-Upstairs-1835 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opno9n | false | null | t3_1opno9n | /r/LocalLLaMA/comments/1opno9n/since_gemini_api_dropped_finetuning_which_free/ | false | false | 0 | null | |
You can now Fine-tune DeepSeek-OCR locally! | 41 | 2025-11-06T01:39:01 | rm-rf-rm | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1oplwcv | false | null | t3_1oplwcv | /r/LocalLLaMA/comments/1oplwcv/you_can_now_finetune_deepseekocr_locally/ | false | false | 41 | {'enabled': True, 'images': [{'id': 'jmZxlxiJDsE7Iw9D1gBsnW4Vtg2l3fjOZ3nH3Y70m1Q', 'resolutions': [{'height': 107, 'url': 'https://preview.redd.it/q1dmxwy4h9zf1.png?width=108&crop=smart&auto=webp&s=5af5297e279f4816729c68a2274b86cda616e94a', 'width': 108}, {'height': 214, 'url': 'https://preview.redd.it/q1dmxwy4h9zf1.pn... | |||
What are you doing with your 128GB Mac? | 15 | I have a MacBook Pro M3Max 128GB,I think I do not use it effectively.
So I wander what are you doing with it? | 2025-11-06T01:04:17 | https://www.reddit.com/r/LocalLLaMA/comments/1opl54d/what_are_you_doing_with_your_128gb_mac/ | Technical_Pass_1858 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opl54d | false | null | t3_1opl54d | /r/LocalLLaMA/comments/1opl54d/what_are_you_doing_with_your_128gb_mac/ | false | false | self | 15 | null |
AMD to launch gaming-oriented Ryzen AI MAX+ 388 & 392 "Strix Halo" APUs with full Radeon 8060S graphics - VideoCardz.com | 62 | Looks like the same GPU and memory interface but 8 CPU cores instead of 16 so maybe a bit cheaper | 2025-11-06T00:59:59 | https://videocardz.com/newz/amd-to-launch-gaming-oriented-ryzen-ai-max-388-strix-halo-apu-with-full-radeon-8060s-graphics | evil0sheep | videocardz.com | 1970-01-01T00:00:00 | 0 | {} | 1opl1j0 | false | null | t3_1opl1j0 | /r/LocalLLaMA/comments/1opl1j0/amd_to_launch_gamingoriented_ryzen_ai_max_388_392/ | false | false | default | 62 | {'enabled': False, 'images': [{'id': 'WU5-XQvK1clH2V4Ad2EQWo3oFOrLJrxUzGAOS1faPQA', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/WU5-XQvK1clH2V4Ad2EQWo3oFOrLJrxUzGAOS1faPQA.jpeg?width=108&crop=smart&auto=webp&s=b1e6e6712852b7ff08d029f472614d94f4a51ace', 'width': 108}, {'height': 112, 'url': '... |
Need a use case for Proxmox, EPYC 7c13, 512GB ECC and 2 x AMD Instinct MI50 16GB GPUs | 4 | What use case would you recommend for this combo that would allow me to justify the power bill? What models would you try? | 2025-11-06T00:09:54 | https://www.reddit.com/r/LocalLLaMA/comments/1opjw7x/need_a_use_case_for_proxmox_epyc_7c13_512gb_ecc/ | 10inch45 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opjw7x | false | null | t3_1opjw7x | /r/LocalLLaMA/comments/1opjw7x/need_a_use_case_for_proxmox_epyc_7c13_512gb_ecc/ | false | false | self | 4 | null |
What's the stack for going from a fine-tune on vLLM to a simple, paid public API? | 2 | I've been going deep down the rabbit hole for the last few months and have a couple of fine-tuned models I'm really proud of (one for legal doc analysis, one for a specific coding style). I'm serving them internally with vLLM.
What if I wanted to let a few friends or maybe even some small clients use them via a paid A... | 2025-11-06T00:06:22 | https://www.reddit.com/r/LocalLLaMA/comments/1opjt8f/whats_the_stack_for_going_from_a_finetune_on_vllm/ | legitperson1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opjt8f | false | null | t3_1opjt8f | /r/LocalLLaMA/comments/1opjt8f/whats_the_stack_for_going_from_a_finetune_on_vllm/ | false | false | self | 2 | null |
16 questions, r = .73 against LiveBench: new benchmark design costs 99% less, improves validity and reliability, resists leaderboard gaming, measures AGI | 1 | Already posted it everywhere I could except here. Gotta correct this mistake.
Having some informal education in psychometrics (science of measurements of human ability), I have always felt that our current approach to evaluations is wrong. Some time ago, I wrote how to apply psychometric tools to LLMs.
Now (in spite ... | 2025-11-05T23:11:00 | https://www.reddit.com/r/LocalLLaMA/comments/1opihhp/16_questions_r_73_against_livebench_new_benchmark/ | Particular_Golf_9696 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opihhp | false | null | t3_1opihhp | /r/LocalLLaMA/comments/1opihhp/16_questions_r_73_against_livebench_new_benchmark/ | false | false | 1 | null | |
Local-only FOSS ops tool — no cloud, no Docker, no browser. Thoughts? | 0 | I’m building a small ops dashboard for makers/shops — inventory, vendors, backups, local LLM intagration, reports,etc.
The twist:
\- Runs 100% offline on Windows (like a normal program)
\- No Docker, no browser, no hosting
\- 1.35 MB, fits on a USB stick
\- Free core forever (open source)
\- $5/mo P... | 2025-11-05T23:05:28 | https://www.reddit.com/r/LocalLLaMA/comments/1opicm8/localonly_foss_ops_tool_no_cloud_no_docker_no/ | TrueGoodCraft | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opicm8 | false | null | t3_1opicm8 | /r/LocalLLaMA/comments/1opicm8/localonly_foss_ops_tool_no_cloud_no_docker_no/ | false | false | self | 0 | null |
Fine-tuning a chat model to mimic one person | 10 | Hey all, beginner here with some experience running StableDiffusion/WAN models in ComfyUI and LM Studio. I would really appreciate some guidance.
I have several text chat conversations between two people (sometimes three). I would like to fine-tune a model so it learns the writing style, tone, and personality of **onl... | 2025-11-05T22:54:59 | https://www.reddit.com/r/LocalLLaMA/comments/1opi34d/finetuning_a_chat_model_to_mimic_one_person/ | KnightKingPow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opi34d | false | null | t3_1opi34d | /r/LocalLLaMA/comments/1opi34d/finetuning_a_chat_model_to_mimic_one_person/ | false | false | self | 10 | null |
importance of prompt engineering | 8 | Douglas Adams on importance of prompt engineering:
Arthur threw away a sixth cup of the liquid.
“Listen, you machine,” he said, “you claim you can synthesize any drink in existence, so why do you keep giving me the same undrinkable stuff?”
“Nutrition and pleasurable sense data,” burbled the machine. “Share and Enjoy.”... | 2025-11-05T22:47:59 | https://www.reddit.com/r/LocalLLaMA/comments/1ophwr6/importance_of_prompt_engineering/ | leo-k7v | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ophwr6 | false | null | t3_1ophwr6 | /r/LocalLLaMA/comments/1ophwr6/importance_of_prompt_engineering/ | false | false | self | 8 | null |
Models similar to MiniMax-Speech? | 3 | Hey everyone, I've been trying to find models similar to MiniMax speech for a project of mine, to see how much different audio cloning models differ in quality and such. So far i've found minimax-speech, cosyvoice2 and Seed-TTS. Is there any other open source alternative that is actually good enough? I'm only trying to... | 2025-11-05T22:37:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ophmza/models_similar_to_minimaxspeech/ | MemeLord_0 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ophmza | false | null | t3_1ophmza | /r/LocalLLaMA/comments/1ophmza/models_similar_to_minimaxspeech/ | false | false | self | 3 | null |
Unified memory is the future, not GPU for local A.I. | 374 | As model sizes are trending bigger, even the best open weight models hover around half a terabyte, we are not going to be able to run those on GPU, yes on unified memory. Gemini-3 is rumored to be 1.2 terabytes:
[https://www.reuters.com/business/apple-use-googles-ai-model-run-new-siri-bloomberg-news-reports-2025-11-0... | 2025-11-05T22:20:52 | https://www.reddit.com/r/LocalLLaMA/comments/1oph7jd/unified_memory_is_the_future_not_gpu_for_local_ai/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oph7jd | false | null | t3_1oph7jd | /r/LocalLLaMA/comments/1oph7jd/unified_memory_is_the_future_not_gpu_for_local_ai/ | false | false | self | 374 | {'enabled': False, 'images': [{'id': 'Nq2IPJyGWLbkXHIK-EMPfXM3aWwJJ7l0-wLqjHpzOK8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/Nq2IPJyGWLbkXHIK-EMPfXM3aWwJJ7l0-wLqjHpzOK8.jpeg?width=108&crop=smart&auto=webp&s=6372b37b1af239756b43cf398e1a8c68650bbf10', 'width': 108}, {'height': 113, 'url': '... |
looking for decent web loader-fetcher-scraper | 1 | hey there :)
im new to the local AI world i want to build a good local AI to not depend and share data with greedy billionaires! anyway
I have a humble 4090 14900 installed ubuntu on it and Docker ollama llama3 qwen 2.5 searxng, qdrant, open webui, kokoro TTS!
figuring how to enable my own local searxng (that o... | 2025-11-05T22:20:49 | https://www.reddit.com/r/LocalLLaMA/comments/1oph7hj/looking_for_decent_web_loaderfetcherscraper/ | ForeignWelcome8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1oph7hj | false | null | t3_1oph7hj | /r/LocalLLaMA/comments/1oph7hj/looking_for_decent_web_loaderfetcherscraper/ | false | false | self | 1 | null |
Looking to buy 4090D or 4090 48gb modded, have you bought from this vendor? (c2-computer) | 2 | Hello fellow humans!
I am thinking about buying but the info is kind of weird stating that an 4090D is 256-bit while the whole 4090 line up and D should be 384-bit and GDDR6.
Do ya know or have any experience? | 2025-11-05T21:45:19 | https://www.reddit.com/r/LocalLLaMA/comments/1opga5b/looking_to_buy_4090d_or_4090_48gb_modded_have_you/ | Timziito | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opga5b | false | null | t3_1opga5b | /r/LocalLLaMA/comments/1opga5b/looking_to_buy_4090d_or_4090_48gb_modded_have_you/ | false | false | self | 2 | null |
Who can I gift this to | 1 | 2025-11-05T21:29:35 | Intelligent_Try_4757 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opfv4m | false | null | t3_1opfv4m | /r/LocalLLaMA/comments/1opfv4m/who_can_i_gift_this_to/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'pREhNV7etuSRXF_YziBvbnb8bh-WTEUB0kB1Dl_7Z50', 'resolutions': [{'height': 130, 'url': 'https://preview.redd.it/lyfh7dw2bizf1.png?width=108&crop=smart&auto=webp&s=a7fd7229834a0604403be56a78c2fe446ddc6a6d', 'width': 108}, {'height': 260, 'url': 'https://preview.redd.it/lyfh7dw2bizf1.pn... | |||
Building agents that work like a band, not a factory line - anyone experimenting with emergent multi-agent coordination? | 0 | I've been running local models in multi-agent setups and hit an interesting discovery: strict prompt-chaining and hierarchical orchestration often performs worse than letting agents adapt to each other's outputs dynamically.
Think jazz ensemble vs. assembly line - agents that can:
\- Observe and respond to peer out... | 2025-11-05T21:26:03 | https://www.reddit.com/r/LocalLLaMA/comments/1opfrt4/building_agents_that_work_like_a_band_not_a/ | RelevantTangelo8857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opfrt4 | false | null | t3_1opfrt4 | /r/LocalLLaMA/comments/1opfrt4/building_agents_that_work_like_a_band_not_a/ | false | false | self | 0 | null |
Use this ai | 0 | H
unlucid.ai https://unlucid.ai/r/l2dunups | 2025-11-05T20:58:35 | https://www.reddit.com/r/LocalLLaMA/comments/1opf0f6/use_this_ai/ | Ankush_bincam | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opf0f6 | false | null | t3_1opf0f6 | /r/LocalLLaMA/comments/1opf0f6/use_this_ai/ | false | false | self | 0 | null |
Future model list in November. | 0 | **(BASED ON RUMOR, SOME LEAKS, AND OFFICIAL SOURCES)**
**Gemini 3** is good. And it's will be in November. (Coding leader)
GLM-4.6 Air coming at end month
Gpt-6 Coming not this month, but good.
Deepseek V3.2 Coming this month
Kimi this month update.
Minimax coming but not this month
Qwen 3.5 coming not this mont... | 2025-11-05T20:57:35 | https://www.reddit.com/r/LocalLLaMA/comments/1opezfq/future_model_list_in_november/ | BasketFar667 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opezfq | false | null | t3_1opezfq | /r/LocalLLaMA/comments/1opezfq/future_model_list_in_november/ | false | false | self | 0 | null |
[Project/Feedback] Faking the OpenAI client for local embeddings (Embedding Gemma) | 1 | [removed] | 2025-11-05T20:54:47 | https://www.reddit.com/r/LocalLLaMA/comments/1opewr5/projectfeedback_faking_the_openai_client_for/ | Historical_Pen6499 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opewr5 | false | null | t3_1opewr5 | /r/LocalLLaMA/comments/1opewr5/projectfeedback_faking_the_openai_client_for/ | false | false | 1 | null | |
Visualizing Quantization Types | 228 | I've seen some releases of MXFP4 quantized models recently and don't understand why given mxfp4 is kind of like a slightly smaller lower quality q4_0.
So unless the original model was post-trained specifically for MXFP4 like gpt-oss-120b or you yourself did some kind of QAT (quantization aware fine-tuning) targeting s... | 2025-11-05T20:52:02 | VoidAlchemy | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opeu1w | false | null | t3_1opeu1w | /r/LocalLLaMA/comments/1opeu1w/visualizing_quantization_types/ | false | false | default | 228 | {'enabled': True, 'images': [{'id': 'brkkf7fs2izf1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/brkkf7fs2izf1.gif?width=108&crop=smart&format=png8&s=0459ee9a501e0ea4200469573c4695b258ea2490', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/brkkf7fs2izf1.gif?width=216&crop=smart&forma... | |
Any good LLMs for controversial topics? | 0 | I’m getting tired of SOTA, paid models (ChatGPT, Claude, Gemini, etc.) refusing to help or censoring responses whenever I try to write or research controversial subjects.
Are there any open weight models you’d recommend that can actually handle nuanced or sensitive topics without constant refusals? Ideally something t... | 2025-11-05T20:40:11 | https://www.reddit.com/r/LocalLLaMA/comments/1opeiin/any_good_llms_for_controversial_topics/ | purealgo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opeiin | false | null | t3_1opeiin | /r/LocalLLaMA/comments/1opeiin/any_good_llms_for_controversial_topics/ | false | false | self | 0 | null |
I'm going to have access to 3090ti 24GB, what can I do on that? | 0 | Ryzen 9 7900X
X870 Motherboard
32GB Ram DDR5 6000MHz
1TB Gen5 NVMe
RTX 3090 ti 24GB
These are my specs. What can I do on this computer? What can I run and what can I produce on this to possibly pay for the computer itself? | 2025-11-05T20:07:07 | https://www.reddit.com/r/LocalLLaMA/comments/1opdmq5/im_going_to_have_access_to_3090ti_24gb_what_can_i/ | ajeeb_gandu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opdmq5 | false | null | t3_1opdmq5 | /r/LocalLLaMA/comments/1opdmq5/im_going_to_have_access_to_3090ti_24gb_what_can_i/ | false | false | self | 0 | null |
Minimax M2 thinks it's GPT... | 0 | 2025-11-05T20:00:05 | https://www.reddit.com/r/LocalLLaMA/comments/1opdfoa/minimax_m2_thinks_its_gpt/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opdfoa | false | null | t3_1opdfoa | /r/LocalLLaMA/comments/1opdfoa/minimax_m2_thinks_its_gpt/ | false | false | 0 | null | ||
support for openPangu-Embedded in llama.cpp | 4 | With the latest llama.cpp, the support for openPangu-Embedded has been added.
Here are some GGUF's:
[noctrex/openPangu-Embedded-1B-V1.1-GGUF](https://huggingface.co/noctrex/openPangu-Embedded-1B-V1.1-GGUF)
[noctrex/openPangu-Embedded-7B-V1.1-GGUF](https://huggingface.co/noctrex/openPangu-Embedded-7B-V1.1-GGUF)
[noc... | 2025-11-05T19:09:34 | https://www.reddit.com/r/LocalLLaMA/comments/1opc1na/support_for_openpanguembedded_in_llamacpp/ | noctrex | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opc1na | false | null | t3_1opc1na | /r/LocalLLaMA/comments/1opc1na/support_for_openpanguembedded_in_llamacpp/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'MaodFX2l04GUyHbjGP_T3AmtunAauXU3LY-eIFNAZ7k', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/MaodFX2l04GUyHbjGP_T3AmtunAauXU3LY-eIFNAZ7k.png?width=108&crop=smart&auto=webp&s=95980d459b52c0f48c804a1b3fcb1951da50721e', 'width': 108}, {'height': 116, 'url': 'h... |
Need help with web search. | 1 | [removed] | 2025-11-05T19:06:59 | https://www.reddit.com/r/LocalLLaMA/comments/1opbz3x/need_help_with_web_search/ | StarWingOwl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opbz3x | false | null | t3_1opbz3x | /r/LocalLLaMA/comments/1opbz3x/need_help_with_web_search/ | false | false | self | 1 | null |
Building a rugged local-AI “brain box.” Need one badass systems tinkerer to build it with me. | 0 | Alright, here’s the deal:
I’m building a small rugged AI device — think Pelican-case brain that still works if the internet dies, the grid hiccups, or a storm rolls through.
Not chasing cloud hype.
Not trying to build “the next SaaS.”
This is local-first, trust-first tech for real-world use.
I’ve got the vision and ... | 2025-11-05T18:46:51 | https://www.reddit.com/r/LocalLLaMA/comments/1opbexl/building_a_rugged_localai_brain_box_need_one/ | pigeon-deuce | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opbexl | false | null | t3_1opbexl | /r/LocalLLaMA/comments/1opbexl/building_a_rugged_localai_brain_box_need_one/ | false | false | self | 0 | null |
Custom Mixture-of-Experts (MoE) kernels that make trillion-parameter models available with cloud platform portability | 0 | [https://arxiv.org/abs/2510.27656](https://arxiv.org/abs/2510.27656)
[https://github.com/perplexityai/pplx-garden](https://github.com/perplexityai/pplx-garden) | 2025-11-05T18:24:37 | https://research.perplexity.ai/articles/enabling-trillion-parameter-models-on-aws-efa | HOLUPREDICTIONS | research.perplexity.ai | 1970-01-01T00:00:00 | 0 | {} | 1opasqz | false | null | t3_1opasqz | /r/LocalLLaMA/comments/1opasqz/custom_mixtureofexperts_moe_kernels_that_make/ | false | false | default | 0 | null |
Simple Chat UI for users | 3 | I have a need to deploy a small lightweight chat interface on a specific subject. I don't need openwebui or anything big. I don't need chat history. I do need a simple light weight, local, no auth, multi turn chat interface though, extra points if it supports mcp servers. It will connect to local models running on the... | 2025-11-05T18:17:50 | https://www.reddit.com/r/LocalLLaMA/comments/1opalon/simple_chat_ui_for_users/ | TaiMaiShu-71 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opalon | false | null | t3_1opalon | /r/LocalLLaMA/comments/1opalon/simple_chat_ui_for_users/ | false | false | self | 3 | null |
Instead of predicting one token at a time, CALM (Continuous Autoregressive Language Models) predicts continuous vectors that represent multiple tokens at once | 53 | Continuous Autoregressive Language Models (CALM) replace the traditional token-by-token generation of language models with a continuous next-vector prediction approach, where an autoencoder compresses chunks of multiple tokens into single continuous vectors that can be reconstructed with over 99.9% accuracy. This drast... | 2025-11-05T18:08:24 | https://www.reddit.com/r/LocalLLaMA/comments/1opabzi/instead_of_predicting_one_token_at_a_time_calm/ | Own-Potential-2308 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opabzi | false | null | t3_1opabzi | /r/LocalLLaMA/comments/1opabzi/instead_of_predicting_one_token_at_a_time_calm/ | false | false | self | 53 | null |
how are you going about model quantization? | 1 | curious how yall are going about model quantization to run on cheaper hardware? what kind of challenges do you run into? what are the best tools ? | 2025-11-05T18:04:42 | https://www.reddit.com/r/LocalLLaMA/comments/1opa859/how_are_you_going_about_model_quantization/ | JBG32123 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1opa859 | false | null | t3_1opa859 | /r/LocalLLaMA/comments/1opa859/how_are_you_going_about_model_quantization/ | false | false | self | 1 | null |
Local Setup | 778 | Hey just figured I would share our local setup. I started building these machines as an experiment to see if I could drop our cost, and so far it has worked out pretty good. The first one was over a year ago, lots of lessons learned getting them up and stable.
The cost of AI APIs has come down drastically, when we s... | 2025-11-05T18:03:19 | mattate | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1opa6os | false | null | t3_1opa6os | /r/LocalLLaMA/comments/1opa6os/local_setup/ | false | false | default | 778 | {'enabled': True, 'images': [{'id': '8imhi4icahzf1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/8imhi4icahzf1.jpeg?width=108&crop=smart&auto=webp&s=ec85f8b31965304e9e3eb6aaea30a9fdd00fa267', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/8imhi4icahzf1.jpeg?width=216&crop=smart&auto=... | |
Best AI models to run on a 12 GB vram gpu? | 0 | any suggestions? | 2025-11-05T17:56:35 | https://www.reddit.com/r/LocalLLaMA/comments/1op9zn4/best_ai_models_to_run_on_a_12_gb_vram_gpu/ | SilkTouchm | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op9zn4 | false | null | t3_1op9zn4 | /r/LocalLLaMA/comments/1op9zn4/best_ai_models_to_run_on_a_12_gb_vram_gpu/ | false | false | self | 0 | null |
I some questions and trying to build my own setup | 2 | Hello guys I have been lurking here for awhile while tinkering with my own setup. Recently I decided to go all in for a bigger setup instead of playing with the old 8gb Vram card. After gathering parts here my 2 build
Btw: WALL OF TEXT WARNING
PC1: 7600x, X670E Carrara, 2x 7900xtx, 128gb Ram, CachyOS with LMStudio
... | 2025-11-05T16:41:56 | https://www.reddit.com/r/LocalLLaMA/comments/1op7vjk/i_some_questions_and_trying_to_build_my_own_setup/ | Successful-Willow-72 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op7vjk | false | null | t3_1op7vjk | /r/LocalLLaMA/comments/1op7vjk/i_some_questions_and_trying_to_build_my_own_setup/ | false | false | self | 2 | null |
What are some approaches taken for the problem of memory in LLMs? | 11 | Long-term memory is currently one of the most important problems in LLMs.
What are some approaches taken by you or researchers to solve this problem?
For eg, using RAG, using summaries of context, making changes to the model architecture itself to store the memory in form of weights or cache. I very curious.
| 2025-11-05T16:30:44 | https://www.reddit.com/r/LocalLLaMA/comments/1op7kmw/what_are_some_approaches_taken_for_the_problem_of/ | SrijSriv211 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op7kmw | false | null | t3_1op7kmw | /r/LocalLLaMA/comments/1op7kmw/what_are_some_approaches_taken_for_the_problem_of/ | false | false | self | 11 | null |
How are folks deploying their applications onto their devices? (Any easy tools out there?) | 3 | I’m curious how everyone here is deploying their applications onto their edge devices (Jetsons, Raspberry Pis, etc.).
Are you using any tools or platforms to handle updates, builds, and deployments — or just doing it manually with SSH and Docker?
I’ve been exploring ways to make this easier (think Vercel-style deploy... | 2025-11-05T16:20:23 | https://www.reddit.com/r/LocalLLaMA/comments/1op7a8e/how_are_folks_deploying_their_applications_onto/ | JBG32123 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op7a8e | false | null | t3_1op7a8e | /r/LocalLLaMA/comments/1op7a8e/how_are_folks_deploying_their_applications_onto/ | false | false | self | 3 | null |
GLM-4.5V model for local computer use | 28 | On OSWorld-V, it scores 35.8% - beating UI-TARS-1.5, matching Claude-3.7-Sonnet-20250219, and setting SOTA for fully open-source computer-use models.
Run it with Cua either: Locally via Hugging Face Remotely via OpenRouter
Github : https://github.com/trycua
Docs + examples: https://docs.trycua.com/docs/agent-sdk/sup... | 2025-11-05T16:13:48 | https://v.redd.it/p5a328wsqgzf1 | Impressive_Half_2819 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1op73qb | false | {'reddit_video': {'bitrate_kbps': 800, 'dash_url': 'https://v.redd.it/p5a328wsqgzf1/DASHPlaylist.mpd?a=1764951244%2CZDkyY2U4MjE4MjcyZWIzMGIwMWFjZDAzZmNiYTVmMTE1M2RhZTM0MjM1NzhkZDZmZjFmYjFmYmMzZDk5YWMyMA%3D%3D&v=1&f=sd', 'duration': 37, 'fallback_url': 'https://v.redd.it/p5a328wsqgzf1/CMAF_360.mp4?source=fallback', 'has... | t3_1op73qb | /r/LocalLLaMA/comments/1op73qb/glm45v_model_for_local_computer_use/ | false | false | 28 | {'enabled': False, 'images': [{'id': 'YzA4MDdtb3NxZ3pmMbWADQNBSkImjVESNjfi_q43l9ostHKNGAFX_QJdfnS0', 'resolutions': [{'height': 47, 'url': 'https://external-preview.redd.it/YzA4MDdtb3NxZ3pmMbWADQNBSkImjVESNjfi_q43l9ostHKNGAFX_QJdfnS0.png?width=108&crop=smart&format=pjpg&auto=webp&s=cba193333064b87468c1013c400c5376df059... | |
I buy uncesored llm | 0 | Hello, I'm looking for an uncensored version of LLM. I need it in a version without any censorship. I previously had someone who was going to sell it to me, but I transferred the crypto and they haven't responded. Regards. | 2025-11-05T16:03:08 | https://www.reddit.com/r/LocalLLaMA/comments/1op6tb4/i_buy_uncesored_llm/ | Ashamed-Magician-328 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op6tb4 | false | null | t3_1op6tb4 | /r/LocalLLaMA/comments/1op6tb4/i_buy_uncesored_llm/ | false | false | self | 0 | null |
Are there still good models that aren’t chat finetuned? | 4 | I’m looking for 2 models that I can feed context and predict next few words, one should be 1-2b and the other should be 24-30b. I’m not an expert and it’s possible in my searches I’m just using the wrong terms | 2025-11-05T15:00:49 | https://www.reddit.com/r/LocalLLaMA/comments/1op55nk/are_there_still_good_models_that_arent_chat/ | No-Yak4416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op55nk | false | null | t3_1op55nk | /r/LocalLLaMA/comments/1op55nk/are_there_still_good_models_that_arent_chat/ | false | false | self | 4 | null |
AI Anywhere Context Assistant | 1 | [removed] | 2025-11-05T14:59:50 | https://www.reddit.com/r/LocalLLaMA/comments/1op54mu/ai_anywhere_context_assistant/ | Ill_Elephant_4772 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op54mu | false | null | t3_1op54mu | /r/LocalLLaMA/comments/1op54mu/ai_anywhere_context_assistant/ | false | false | self | 1 | null |
Need help from the community for my project | 0 | Hello all,
I am working on an accounting web application with AI agentic layer.
Facts:
The application will hold data of finances like quickbooks etc so any AI agentic system i setup will have data and learning sets to help improve accuracy, this makes me lean towards an SLM + RAG system.
However i have not tested... | 2025-11-05T14:32:36 | https://www.reddit.com/r/LocalLLaMA/comments/1op4fso/need_help_from_the_community_for_my_project/ | Latter_Economics8792 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op4fso | false | null | t3_1op4fso | /r/LocalLLaMA/comments/1op4fso/need_help_from_the_community_for_my_project/ | false | false | self | 0 | null |
HELP qwen3 and qwen3-coder not showing up in openwebui | 0 | Im quite new to selfhosting and i followed networkchucks tutorial to get the webui and ollama running. I decided to pull qwen3 and qwen3-coder, but they are not showing up in my webui
I already tried searching but i couldnt find anything useful, i also tried to create an .env file in the projects folder ([this comment... | 2025-11-05T14:26:26 | https://www.reddit.com/r/LocalLLaMA/comments/1op4a7p/help_qwen3_and_qwen3coder_not_showing_up_in/ | mkplays_2008 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op4a7p | false | null | t3_1op4a7p | /r/LocalLLaMA/comments/1op4a7p/help_qwen3_and_qwen3coder_not_showing_up_in/ | false | false | self | 0 | null |
Kimi-K2-Thinking is Coming! | 2 | 2025-11-05T14:16:16 | Dr_Karminski | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1op40zv | false | null | t3_1op40zv | /r/LocalLLaMA/comments/1op40zv/kimik2thinking_is_coming/ | false | false | default | 2 | {'enabled': True, 'images': [{'id': 'nr4ll1ao5gzf1', 'resolutions': [{'height': 158, 'url': 'https://preview.redd.it/nr4ll1ao5gzf1.png?width=108&crop=smart&auto=webp&s=20e7395c7ab6ec58e5b56edd5baaf8b36bba05c0', 'width': 108}, {'height': 317, 'url': 'https://preview.redd.it/nr4ll1ao5gzf1.png?width=216&crop=smart&auto=we... | ||
Kimi Thinking When? | 12 | 2025-11-05T13:52:55 | https://www.reddit.com/r/LocalLLaMA/comments/1op3g6z/kimi_thinking_when/ | InternationalAsk1490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op3g6z | false | null | t3_1op3g6z | /r/LocalLLaMA/comments/1op3g6z/kimi_thinking_when/ | false | false | 12 | null | ||
Need help running Magiv3 | 0 | I don't know if this is the right place to ask, but I need help running Magiv3.
This is the link for it
https://huggingface.co/ragavsachdeva/magiv3
In short it's a manga scanner that converts everything to text like dialogue for example. It to use the .safetensors format, which Im not that familiar with and have ... | 2025-11-05T13:50:10 | https://www.reddit.com/r/LocalLLaMA/comments/1op3duu/need_help_running_magiv3/ | Spapoxl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op3duu | false | null | t3_1op3duu | /r/LocalLLaMA/comments/1op3duu/need_help_running_magiv3/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'abbNXdEpXdw9dQp4_SMmENPT64Ujzu9Jnsh4BTRMyhQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/abbNXdEpXdw9dQp4_SMmENPT64Ujzu9Jnsh4BTRMyhQ.png?width=108&crop=smart&auto=webp&s=48a9ea5a02330b1097fe3e14db1614b84e9d0b8f', 'width': 108}, {'height': 116, 'url': 'h... |
OpenCode + Qwen3 coder 30b a3b, does it work? | 2 | It seems it has issues with tool calling
https://github.com/sst/opencode/issues/1890 | 2025-11-05T13:44:03 | https://www.reddit.com/r/LocalLLaMA/comments/1op38hr/opencode_qwen3_coder_30b_a3b_does_it_work/ | Inevitable_Ant_2924 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op38hr | false | null | t3_1op38hr | /r/LocalLLaMA/comments/1op38hr/opencode_qwen3_coder_30b_a3b_does_it_work/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'Mub7EjyP4r28-H8wkgHNzmTdPJdvkWMvHsDzjaXoqt4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Mub7EjyP4r28-H8wkgHNzmTdPJdvkWMvHsDzjaXoqt4.png?width=108&crop=smart&auto=webp&s=09374db1702c25145f27e9f25f8994b3613c0024', 'width': 108}, {'height': 108, 'url': 'h... |
CALM? | 1 | [removed] | 2025-11-05T13:40:15 | https://www.reddit.com/r/LocalLLaMA/comments/1op354i/calm/ | Salt_Armadillo8884 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op354i | false | null | t3_1op354i | /r/LocalLLaMA/comments/1op354i/calm/ | false | false | self | 1 | null |
Is the x399 motherboard a good option? | 1 | \- I can get an x399 + CPU for around 200€ used
\- I want to do ram offloading to run big models
\- I want to occasionally split models between a couple 3090s
My biggest doubts are regarding the ddr4 (is ddr5 that important for my usecase), and if there are better options for that price range. | 2025-11-05T13:26:13 | https://www.reddit.com/r/LocalLLaMA/comments/1op2sr3/is_the_x399_motherboard_a_good_option/ | Smooth-Cow9084 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op2sr3 | false | null | t3_1op2sr3 | /r/LocalLLaMA/comments/1op2sr3/is_the_x399_motherboard_a_good_option/ | false | false | self | 1 | null |
I built a local-only lecture notetaker | 4 | (Only Mac support, working on a version for Windows too)
Do you hate writing down what your professor is saying, only to miss their next words because you were typing? **I do :(**
Well, I built something to fix that. A simple **fully local** notetaker app that automatically transcribes whatever your professor is sayi... | 2025-11-05T13:14:12 | https://www.altalt.io/en | redditgivingmeshit | altalt.io | 1970-01-01T00:00:00 | 0 | {} | 1op2iea | false | null | t3_1op2iea | /r/LocalLLaMA/comments/1op2iea/i_built_a_localonly_lecture_notetaker/ | false | false | default | 4 | {'enabled': False, 'images': [{'id': 'q-Oxg7A_Uz4nOEKELbWml6bWCkkTJ4P2Jo4_Pn_EC2I', 'resolutions': [{'height': 73, 'url': 'https://external-preview.redd.it/q-Oxg7A_Uz4nOEKELbWml6bWCkkTJ4P2Jo4_Pn_EC2I.png?width=108&crop=smart&auto=webp&s=e68eb83fef184f59907102432c189240b1816d39', 'width': 108}, {'height': 146, 'url': 'h... |
Best model to run on dual 3090 (48GB vram) | 16 | What would be your model of choice if you had a 48GB VRAM setup on your desk? In my case it's dual 3090.
For coding I'm leaning towards qwen3-coder:30b-a3b-q8\_0 after using qwen2.5-coder:32b-instruct-q8\_0
For general chat mostly about work/software/cloud related topics can't decicde between qwq:32b-q8\_0 and q... | 2025-11-05T13:13:42 | https://www.reddit.com/r/LocalLLaMA/comments/1op2i14/best_model_to_run_on_dual_3090_48gb_vram/ | ChopSticksPlease | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op2i14 | false | null | t3_1op2i14 | /r/LocalLLaMA/comments/1op2i14/best_model_to_run_on_dual_3090_48gb_vram/ | false | false | self | 16 | null |
Roo Code's support sucks big time - please help me fix it myself | 0 | There is a bug in it that prevents \*\*any\*\* SOTA local model to work with it, because of this stupid goddamn limit of 5 minutes per API call, and when models like GLM-4.x or MiniMax-M2 begin processing the prompt, my computer isn't fast enough and it either never completes or takes 50x longer than it should.
That ... | 2025-11-05T13:09:16 | https://www.reddit.com/r/LocalLLaMA/comments/1op2e8b/roo_codes_support_sucks_big_time_please_help_me/ | phenotype001 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op2e8b | false | null | t3_1op2e8b | /r/LocalLLaMA/comments/1op2e8b/roo_codes_support_sucks_big_time_please_help_me/ | false | false | self | 0 | null |
I made a complete tutorial on fine-tuning Qwen2.5 (1.5B) on a free Colab T4 GPU. Accuracy boosted from 91% to 98% in ~20 mins! | 51 | Hey r/LocalLLaMA,
I wanted to share a project I've been working on: a full, beginner-friendly tutorial for fine-tuning the **Qwen2.5-Coder-1.5B** model for a real-world task (Chinese sentiment analysis).
The best part? **You can run the entire thing on a free Google Colab T4 GPU in about 20-30 minutes.** No local set... | 2025-11-05T13:07:46 | Awkward_Run_9982 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1op2d1a | false | null | t3_1op2d1a | /r/LocalLLaMA/comments/1op2d1a/i_made_a_complete_tutorial_on_finetuning_qwen25/ | false | false | default | 51 | {'enabled': True, 'images': [{'id': '7xx856mftfzf1', 'resolutions': [{'height': 50, 'url': 'https://preview.redd.it/7xx856mftfzf1.png?width=108&crop=smart&auto=webp&s=f46c8fefa2198e303626049e384995f176329792', 'width': 108}, {'height': 100, 'url': 'https://preview.redd.it/7xx856mftfzf1.png?width=216&crop=smart&auto=web... | |
Genspark CTO says building Agents with Kimi K2 is 4X faster and 5X cheaper than other alternatives | 0 | 2025-11-05T13:06:29 | https://v.redd.it/nxq34h93sfzf1 | xiaoruhao | /r/LocalLLaMA/comments/1op2bxk/genspark_cto_says_building_agents_with_kimi_k2_is/ | 1970-01-01T00:00:00 | 0 | {} | 1op2bxk | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/nxq34h93sfzf1/DASHPlaylist.mpd?a=1765069595%2CYWYyNmI2MzkyZDQxYzNkZDliMWQzMTY2YzQ4MjU2ZmYwZDJlMTZlMGFjN2JlY2YyNTFjYjlkNjBjZjUyZjlkNA%3D%3D&v=1&f=sd', 'duration': 94, 'fallback_url': 'https://v.redd.it/nxq34h93sfzf1/CMAF_1080.mp4?source=fallback', 'h... | t3_1op2bxk | /r/LocalLLaMA/comments/1op2bxk/genspark_cto_says_building_agents_with_kimi_k2_is/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'enpzNTJnOTNzZnpmMXuG6oeWnBTPz_QdMro4Sc3BqhDfNyxO1gFCASnjdGv1', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/enpzNTJnOTNzZnpmMXuG6oeWnBTPz_QdMro4Sc3BqhDfNyxO1gFCASnjdGv1.png?width=108&crop=smart&format=pjpg&auto=webp&s=86a4bc8cfb19a63611a938fac854d9fdf0c5e... | ||
LocalAI on MS-A2 (Ryzen 9 9955HX) | 0 | Hey all, just got this workstation and I have 128Gb of DDR5 RAM installed. Is there a dummies guide on how to set this up to use something like LocalAI?
I did try earlier but apparently user error means I have no GPU memory so no model actually runs.
I think something needs changed in the BIOS and possibly drivers n... | 2025-11-05T12:57:58 | https://www.reddit.com/r/LocalLLaMA/comments/1op24no/localai_on_msa2_ryzen_9_9955hx/ | ZeroThaHero | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op24no | false | null | t3_1op24no | /r/LocalLLaMA/comments/1op24no/localai_on_msa2_ryzen_9_9955hx/ | false | false | self | 0 | null |
Local RAG with Docker Desktop, Docker’s Mcp toolkit, Claude Desktop and Obsidian | 0 | Hi guys, I’m still trying to build up my docker stack so just using what looks like a partial setup of what my rag would eventually be.
Looking at using Docker Desktop, Claude Desktop, local host n8n, ollama models, neo4J, graphitti, OpenwebUI, knowledge graph, Obsidian, Docling to create a local Rag knowledge base wi... | 2025-11-05T12:49:53 | https://www.reddit.com/r/LocalLLaMA/comments/1op1yfv/local_rag_with_docker_desktop_dockers_mcp_toolkit/ | tmpha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op1yfv | false | null | t3_1op1yfv | /r/LocalLLaMA/comments/1op1yfv/local_rag_with_docker_desktop_dockers_mcp_toolkit/ | false | false | self | 0 | null |
Supermaven local replacement | 0 | For context im a developer, currently my setup is neovim as the editor, supermaven for autocomplete and claude for more agentic tasks. Turns out Supermaven is going to be sunset on 30 of November.
So im trying to see if i could get a good enough replacement locally, i currently have a Ryzen 9 9900X with 64GB of RAM wi... | 2025-11-05T12:46:05 | https://www.reddit.com/r/LocalLLaMA/comments/1op1vc0/supermaven_local_replacement/ | Raskovsky | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op1vc0 | false | null | t3_1op1vc0 | /r/LocalLLaMA/comments/1op1vc0/supermaven_local_replacement/ | false | false | self | 0 | null |
What happens to GGUF converted from LLM that requires trust_remote_code=True? | 0 | I am trying a new model not supported by llama.cpp yet. It requires me to set trust\_remote\_code=True in huggingface transformers' AutoModelForCausalModel.
If this model is supported by llama.cpp in the future, can it be run without internet?
Or this type of model will never be supported by llama.cpp? It seems to m... | 2025-11-05T12:39:52 | https://www.reddit.com/r/LocalLLaMA/comments/1op1qgx/what_happens_to_gguf_converted_from_llm_that/ | Ok_Warning2146 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op1qgx | false | null | t3_1op1qgx | /r/LocalLLaMA/comments/1op1qgx/what_happens_to_gguf_converted_from_llm_that/ | false | false | self | 0 | null |
What is the best LLM for large context under 30B? | 0 | I have a pipeline that regularly processes about 150k tokens input, that I need a high degree of rule following and accuracy. I have 12gb vram and 32 ram, what would you recommend? I’ve tested qwen 3 vl 8b and it did moderately well but always looking for improvement.
Primarily for instruction following, structured d... | 2025-11-05T12:27:30 | https://www.reddit.com/r/LocalLLaMA/comments/1op1h9h/what_is_the_best_llm_for_large_context_under_30b/ | PM_ME_COOL_SCIENCE | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op1h9h | false | null | t3_1op1h9h | /r/LocalLLaMA/comments/1op1h9h/what_is_the_best_llm_for_large_context_under_30b/ | false | false | self | 0 | null |
Build a DeepSeek Model from Scratch: A Book | 34 | This is the first book which teaches everyone how to build your own DeepSeek model completely from scratch, on your local computer!
The idea for this book grew out of our YouTube series “Vizuara’s Build DeepSeek from Scratch” which launched in February 2025. The series showed a clear demand for hands-on, first-princip... | 2025-11-05T12:01:28 | https://www.reddit.com/r/LocalLLaMA/comments/1op0yep/build_a_deepseek_model_from_scratch_a_book/ | OtherRaisin3426 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op0yep | false | null | t3_1op0yep | /r/LocalLLaMA/comments/1op0yep/build_a_deepseek_model_from_scratch_a_book/ | false | false | self | 34 | null |
Do you anticipate major improvements in LLM usage in the next year? If so, where? | 1 | Disclaimer: I'm just an enthusiast going by vibes. Take what I say with a grain of salt.
Disclaimer 2: this thread is canon
I feel like there's only been 3 "oh shit" moments in LLMs:
- GPT 4: when LLMs first showed they can become the ship computer from Star Trek
- Deepseek R1's release, which ushered the Chinese in... | 2025-11-05T12:00:43 | https://www.reddit.com/r/LocalLLaMA/comments/1op0xui/do_you_anticipate_major_improvements_in_llm_usage/ | dtdisapointingresult | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op0xui | false | null | t3_1op0xui | /r/LocalLLaMA/comments/1op0xui/do_you_anticipate_major_improvements_in_llm_usage/ | false | false | self | 1 | null |
SHODAN: A Framework for Human–AI Continuity | 0 | For several months I’ve been developing and testing a framework I call SHODAN—not an AI system, but a protocol for structured human–AI interaction. I haved tried it with these AIs all with positive results: chatGPT, Claude, Gemini, GLM, Grok, Ollama 13B (Local AI) and Mistral7B (Local AI).
The idea is simple:
When a ... | 2025-11-05T11:55:10 | https://www.reddit.com/r/LocalLLaMA/comments/1op0tzw/shodan_a_framework_for_humanai_continuity/ | adun-d | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op0tzw | false | null | t3_1op0tzw | /r/LocalLLaMA/comments/1op0tzw/shodan_a_framework_for_humanai_continuity/ | false | false | self | 0 | null |
Recent VRAM Poll results | 144 | [As mentioned in that post](https://www.reddit.com/r/LocalLLaMA/comments/1olildc/comment/nmi8ftm/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button), That poll missed below ranges.
* 9-11GB
* 25-31GB
* 97-127GB
Poll Results below:
* 0-8GB - **718**
* 12-24GB - **1.1K** \- I thin... | 2025-11-05T11:38:38 | pmttyji | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1op0j6j | false | null | t3_1op0j6j | /r/LocalLLaMA/comments/1op0j6j/recent_vram_poll_results/ | false | false | default | 144 | {'enabled': True, 'images': [{'id': 'i3y27zfpbfzf1', 'resolutions': [{'height': 68, 'url': 'https://preview.redd.it/i3y27zfpbfzf1.png?width=108&crop=smart&auto=webp&s=e1c00c99d718e28b611c1f2abca159d56f924298', 'width': 108}, {'height': 137, 'url': 'https://preview.redd.it/i3y27zfpbfzf1.png?width=216&crop=smart&auto=web... | |
Best local LLMs for RX 6800 XT on Fedora? | 0 | Hi, I’m on Fedora with an RX 6800 XT (16 GB VRAM) and want to run a local AI chat setup as a free alternative to ChatGPT or Gemini.
I’ve seen that Ollama and LocalAI support AMD GPUs, but which models actually run well on my hardware?
Any tips or experiences would be great | 2025-11-05T11:37:38 | https://www.reddit.com/r/LocalLLaMA/comments/1op0iid/best_local_llms_for_rx_6800_xt_on_fedora/ | CloudGamingBro | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op0iid | false | null | t3_1op0iid | /r/LocalLLaMA/comments/1op0iid/best_local_llms_for_rx_6800_xt_on_fedora/ | false | false | self | 0 | null |
I built a local android app for 400+ languages. | 0 | I'm with Glott, and we just launched one that handles 400+ languages (text + voice) with unlimited usage – no API limits or usage fees. It's fully private and works even in noisy environments
App link: https://play.google.com/store/apps/details?id=com.glott.translate
This is a very early version of the product and w... | 2025-11-05T11:27:43 | https://www.reddit.com/r/LocalLLaMA/comments/1op0c02/i_built_a_local_android_app_for_400_languages/ | Away_Expression_3713 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1op0c02 | false | null | t3_1op0c02 | /r/LocalLLaMA/comments/1op0c02/i_built_a_local_android_app_for_400_languages/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '7LjQanW3g9QuBbQHxMeb2RyV1uPrA7QhLfl2Frv0Dwc', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/7LjQanW3g9QuBbQHxMeb2RyV1uPrA7QhLfl2Frv0Dwc.png?width=108&crop=smart&auto=webp&s=e95ae22230823c4f59ece1f6cff36275d8a2c0b7', 'width': 108}, {'height': 216, 'url': '... |
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