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🧙♂️ Intelligent README Generator (IRG) | 1 | [removed] | 2025-12-31T12:35:23 | https://github.com/mushfiqk47/GithubReadme-Generator | Silent_Sage_69 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q0c0m6 | false | null | t3_1q0c0m6 | /r/LocalLLaMA/comments/1q0c0m6/intelligent_readme_generator_irg/ | false | false | default | 1 | null |
Those running RAG in production, what's your document parsing pipeline? | 1 | Following up on my previous post about hardware specs for RAG. Now I'm trying to nail down the document parsing side of things.
**Background:** I'm working on a fully self hosted RAG system.
Currently I'm using docling for parsing PDFs, docx files and images, combined with rapidocr for scanned pdfs. I have my custom... | 2025-12-31T12:31:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q0by8x/those_running_rag_in_production_whats_your/ | Hour-Entertainer-478 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0by8x | false | null | t3_1q0by8x | /r/LocalLLaMA/comments/1q0by8x/those_running_rag_in_production_whats_your/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Diu86grBho57XC89vFaA1PY-1bkPeOUeJZqmRUuWMlM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/Diu86grBho57XC89vFaA1PY-1bkPeOUeJZqmRUuWMlM.jpeg?width=108&crop=smart&auto=webp&s=7ec384e554047088a4b99afdebd307307984dadd', 'width': 108}, {'height': 113, 'url': '... |
Has anyone achieved GPT 4 or Sonnet above quality experience on Local LLMs? | 1 | [removed] | 2025-12-31T12:26:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q0buyp/has_anyone_achieved_gpt_4_or_sonnet_above_quality/ | Possible-Hippo1481 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0buyp | false | null | t3_1q0buyp | /r/LocalLLaMA/comments/1q0buyp/has_anyone_achieved_gpt_4_or_sonnet_above_quality/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'nGWwRAR23H5iun9vMzk68nI8Gj8hig7wQP-qQ082yaY', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/nGWwRAR23H5iun9vMzk68nI8Gj8hig7wQP-qQ082yaY.png?width=108&crop=smart&auto=webp&s=268b521410b5d5993502826dcfdd2e74e4ec1801', 'width': 108}, {'height': 113, 'url': 'h... |
Wich model for philosophy / humanities on a MSI rtx 2060 Super (8Gb)? | 1 | Hi, i have a geekom IT 13(Mini PC), with a external GPU (MSI RTX 2060 Super OC, 8Gb). I havent found any good Model(s) yet, for philosophical / humanities applications, mainly chatting about topics in a Web Interface (OWUI). Can you recommend anything?
Thanks for your Help! | 2025-12-31T12:11:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q0blg9/wich_model_for_philosophy_humanities_on_a_msi_rtx/ | Excellent_Piccolo848 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0blg9 | false | null | t3_1q0blg9 | /r/LocalLLaMA/comments/1q0blg9/wich_model_for_philosophy_humanities_on_a_msi_rtx/ | false | false | self | 1 | null |
MCIO and GPU | 3 | Hey all
I have a GENOAD8X-2T/BCM unbuilt as yet.
Since I was mainly looking at pcie5 slots I failed to notice it has 2x MCIOx4 connectors.
I understand these can carry Pcie5?
https://www.asrockrack.com/general/productdetail.asp?Model=GENOAD8X-2T/BCM#Specifications
So my question is with the right adapter can I us... | 2025-12-31T12:10:38 | https://www.reddit.com/r/LocalLLaMA/comments/1q0bl2d/mcio_and_gpu/ | Tk-84-mn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0bl2d | false | null | t3_1q0bl2d | /r/LocalLLaMA/comments/1q0bl2d/mcio_and_gpu/ | false | false | self | 3 | null |
Solar-Open-100B is out | 154 | 2025-12-31T12:03:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q0bgvl/solaropen100b_is_out/ | cgs019283 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0bgvl | false | null | t3_1q0bgvl | /r/LocalLLaMA/comments/1q0bgvl/solaropen100b_is_out/ | false | false | 154 | null | ||
# The Strix Halo Starter Pack: Configuring Ryzen AI Max 395 for Local LLMs | 1 | [removed] | 2025-12-31T11:48:58 | https://biuiw.hashnode.dev/the-strix-halo-starter-pack-configuring-ryzen-ai-max-395-for-local-llms | lowcoordination | biuiw.hashnode.dev | 1970-01-01T00:00:00 | 0 | {} | 1q0b7yv | false | null | t3_1q0b7yv | /r/LocalLLaMA/comments/1q0b7yv/the_strix_halo_starter_pack_configuring_ryzen_ai/ | false | false | default | 1 | null |
funny! | 284 | 2025-12-31T11:37:03 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q0b0wb | false | null | t3_1q0b0wb | /r/LocalLLaMA/comments/1q0b0wb/funny/ | false | false | default | 284 | {'enabled': True, 'images': [{'id': 'rlgtskr40jag1', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/rlgtskr40jag1.jpeg?width=108&crop=smart&auto=webp&s=24a773d4e13b81d02fda5179919784b6f5094d45', 'width': 108}, {'height': 151, 'url': 'https://preview.redd.it/rlgtskr40jag1.jpeg?width=216&crop=smart&auto=w... | ||
Solving issue \n\t loops in structured outputs | 0 | While using LLM with vllm i often ask for structured outputs, expecially in agentic context, and often in json format that must be parsed .
However sometimes models like minimax or glm loop over and over with character such as \\n \\t and overflow the max number of tokens, hence the outputted json is wrong, I wanted t... | 2025-12-31T11:29:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q0awgv/solving_issue_nt_loops_in_structured_outputs/ | Best_Sail5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0awgv | false | null | t3_1q0awgv | /r/LocalLLaMA/comments/1q0awgv/solving_issue_nt_loops_in_structured_outputs/ | false | false | self | 0 | null |
Current/future state of AI agent capabilities? | 0 | When do you think it will be possible for AI agents to, for example, generate fully functional random map for something like Blitzkrieg 1? | 2025-12-31T11:09:16 | https://www.reddit.com/r/LocalLLaMA/comments/1q0akp5/currentfuture_state_of_ai_agent_capabilities/ | Advanced-Stomach-24 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0akp5 | false | null | t3_1q0akp5 | /r/LocalLLaMA/comments/1q0akp5/currentfuture_state_of_ai_agent_capabilities/ | false | false | self | 0 | null |
LGAI-EXAONE/K-EXAONE-236B-A23B · Hugging Face | 82 | # Introduction
We introduce **K-EXAONE**, a large-scale multilingual language model developed by LG AI Research. Built using a Mixture-of-Experts architecture, K-EXAONE features **236 billion total** parameters, with **23 billion active** during inference. Performance evaluations across various benchmarks demonstrate ... | 2025-12-31T11:06:30 | https://huggingface.co/LGAI-EXAONE/K-EXAONE-236B-A23B | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q0aj2o | false | null | t3_1q0aj2o | /r/LocalLLaMA/comments/1q0aj2o/lgaiexaonekexaone236ba23b_hugging_face/ | false | false | 82 | {'enabled': False, 'images': [{'id': '9yRidQD6qePtlR5IIS0obyCIBcG3P371nr_MudwlERc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/9yRidQD6qePtlR5IIS0obyCIBcG3P371nr_MudwlERc.png?width=108&crop=smart&auto=webp&s=7130423f6689c17372bb513aa4861371447d25f0', 'width': 108}, {'height': 116, 'url': 'h... | |
tencent/Youtu-LLM-2B · Hugging Face | 98 | # 🎯 Brief Introduction
**Youtu-LLM** is a new, small, yet powerful LLM, contains only 1.96B parameters, supports 128k long context, and has native agentic talents. On general evaluations, Youtu-LLM significantly outperforms SOTA LLMs of similar size in terms of Commonsense, STEM, Coding and Long Context capabilities;... | 2025-12-31T11:04:58 | https://huggingface.co/tencent/Youtu-LLM-2B | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q0ai5z | false | null | t3_1q0ai5z | /r/LocalLLaMA/comments/1q0ai5z/tencentyoutullm2b_hugging_face/ | false | false | default | 98 | {'enabled': False, 'images': [{'id': 'TFPimi2e9oXAXq7hyzOyZGRANeYzlo2Z_aJHDiioWd0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/TFPimi2e9oXAXq7hyzOyZGRANeYzlo2Z_aJHDiioWd0.png?width=108&crop=smart&auto=webp&s=00b3dd15919687e997213408a17caf38ba91e037', 'width': 108}, {'height': 116, 'url': 'h... |
Full Qwen 70b model system requirements | 1 | Hello everyone, I will soon have access to some sort of super computer and I plan to run full Qwen 70b model and I was wondering what are recommended system requirements to run that model? Thanks! | 2025-12-31T10:52:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q0aatg/full_qwen_70b_model_system_requirements/ | Plane_Chemistry9042 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q0aatg | false | null | t3_1q0aatg | /r/LocalLLaMA/comments/1q0aatg/full_qwen_70b_model_system_requirements/ | false | false | self | 1 | null |
Jan released a new interleaved reasoning model | 51 | Model link: [https://huggingface.co/janhq/Jan-v2-VL-max-Instruct-FP8](https://huggingface.co/janhq/Jan-v2-VL-max-Instruct-FP8)
Demo link: [chat.jan.ai](http://chat.jan.ai)
X: [https://x.com/jandotai/status/2006264430594765006](https://x.com/jandotai/status/2006264430594765006) | 2025-12-31T10:43:10 | https://v.redd.it/kt28ytqroiag1 | Delicious_Focus3465 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q0a59o | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/kt28ytqroiag1/DASHPlaylist.mpd?a=1769769802%2CM2NiODBiNmM4NjY2ZDQ2ZGI1MDgyYTc4ZTQwZjFkMDk3NWMxODc4OTkyZGVhMDczOWQ3NmFjZDQyNTliMzg2ZA%3D%3D&v=1&f=sd', 'duration': 46, 'fallback_url': 'https://v.redd.it/kt28ytqroiag1/CMAF_1080.mp4?source=fallback', 'h... | t3_1q0a59o | /r/LocalLLaMA/comments/1q0a59o/jan_released_a_new_interleaved_reasoning_model/ | false | false | 51 | {'enabled': False, 'images': [{'id': 'bmFzMjZ5cXJvaWFnMZ4ZY35DYn0QpQjqCluSAvoB9RJjmjU4JurykMdLAOoq', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/bmFzMjZ5cXJvaWFnMZ4ZY35DYn0QpQjqCluSAvoB9RJjmjU4JurykMdLAOoq.png?width=108&crop=smart&format=pjpg&auto=webp&s=b838cacdbf58b35fbc223258371ee830af943... | |
🛑 Stop building Evolve Agents based on luck. | 0 | Let's be real: Frameworks like **OpenEvolve** are essentially "brute-force guessing". It’s inefficient, expensive, and frankly, obsolete.
We built **LoongFlow** to kill the random walk. It injects a **Cognitive Core (Plan-Execute-Summarize)** into the evolutionary loop.
The result? 🚀 **The "Cognitive Ceiling" is sha... | 2025-12-31T10:05:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q09jlt/stop_building_evolve_agents_based_on_luck/ | FreshmanDD | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q09jlt | false | null | t3_1q09jlt | /r/LocalLLaMA/comments/1q09jlt/stop_building_evolve_agents_based_on_luck/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '5XySmA3kThmPvqUgY4W9utALj30Q0H7lyXsc6o_z_bk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5XySmA3kThmPvqUgY4W9utALj30Q0H7lyXsc6o_z_bk.png?width=108&crop=smart&auto=webp&s=fc128ab1869aca41dc7152fc9647b1159c29a7ca', 'width': 108}, {'height': 108, 'url': 'h... |
LLM artificial analysis AI index score plotted against toral param count | 9 | thank you opus (moral of story dont trust intelligence benchmark to indicate coding performance) | 2025-12-31T10:01:18 | celestrogen | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q09gzd | false | null | t3_1q09gzd | /r/LocalLLaMA/comments/1q09gzd/llm_artificial_analysis_ai_index_score_plotted/ | false | false | default | 9 | {'enabled': True, 'images': [{'id': 'fcqkapj9jiag1', 'resolutions': [{'height': 76, 'url': 'https://preview.redd.it/fcqkapj9jiag1.png?width=108&crop=smart&auto=webp&s=b2a0dd4cdb1bd57f9628c922453948100ca6c9be', 'width': 108}, {'height': 153, 'url': 'https://preview.redd.it/fcqkapj9jiag1.png?width=216&crop=smart&auto=web... | |
Qwen-Image-2512 | 648 | Unsloth:
Guide: [https://unsloth.ai/docs/models/qwen-image-2512](https://unsloth.ai/docs/models/qwen-image-2512)
GGUF: [https://huggingface.co/unsloth/Qwen-Image-2512-GGUF](https://huggingface.co/unsloth/Qwen-Image-2512-GGUF)
\-----------------
👉 Try it now in Qwen Chat: [https://chat.qwen.ai/?inputFeature=t2i](... | 2025-12-31T09:38:19 | Nunki08 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q094a3 | false | null | t3_1q094a3 | /r/LocalLLaMA/comments/1q094a3/qwenimage2512/ | false | false | default | 648 | {'enabled': True, 'images': [{'id': '2vlr11yveiag1', 'resolutions': [{'height': 119, 'url': 'https://preview.redd.it/2vlr11yveiag1.jpeg?width=108&crop=smart&auto=webp&s=f5c9b3d07326bcf503a2611e3dee704c42e6eab6', 'width': 108}, {'height': 238, 'url': 'https://preview.redd.it/2vlr11yveiag1.jpeg?width=216&crop=smart&auto=... | |
Qwen released Qwen-Image-2512 on Hugging face. Qwen-Image-2512 is currently the strongest open-source model. | 99 | Hugging face: [https://huggingface.co/Qwen/Qwen-Image-2512](https://huggingface.co/Qwen/Qwen-Image-2512)
What’s new:
• More realistic humans — dramatically reduced “AI look,” richer facial details
• Finer natural textures — sharper landscapes, water, fur, and materials
• Stronger text rendering — better layout, hig... | 2025-12-31T09:36:58 | https://www.reddit.com/gallery/1q093ka | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q093ka | false | null | t3_1q093ka | /r/LocalLLaMA/comments/1q093ka/qwen_released_qwenimage2512_on_hugging_face/ | false | false | 99 | null | |
Is speed penalty worth 60% cost savings for LLM fine tuning ? | 1 | [removed] | 2025-12-31T09:29:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q08zi4/is_speed_penalty_worth_60_cost_savings_for_llm/ | Long-Buy5501 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q08zi4 | false | null | t3_1q08zi4 | /r/LocalLLaMA/comments/1q08zi4/is_speed_penalty_worth_60_cost_savings_for_llm/ | false | false | self | 1 | null |
What model can I run on the RX580? | 0 | Hello, can I upload anything locally on this graphic? | 2025-12-31T09:28:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q08z0e/what_model_can_i_run_on_the_rx580/ | Pretend-Fee-1222 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q08z0e | false | null | t3_1q08z0e | /r/LocalLLaMA/comments/1q08z0e/what_model_can_i_run_on_the_rx580/ | false | false | self | 0 | null |
Fine tuning: AWS H100 vs Distributed 4090s (WAN) | 1 | [removed] | 2025-12-31T09:23:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q08vt4/fine_tuning_aws_h100_vs_distributed_4090s_wan/ | Desperate_One2416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q08vt4 | false | null | t3_1q08vt4 | /r/LocalLLaMA/comments/1q08vt4/fine_tuning_aws_h100_vs_distributed_4090s_wan/ | false | false | self | 1 | null |
[llama-server] Massive prefill cliff (2500 t/s → 150 t/s) with eGPU split. Is TB4 latency the killer? | 2 | Hi everyone,
I'm seeing a massive performance cliff in prompt processing (prefill) when moving from a single GPU to a dual-GPU split in \`llama-server\` (llama.cpp), and I'm trying to understand why the overhead is so extreme for what should be simple layer splitting.
\*\*The Hardware\*\*
\* \*\*Internal:\*\* RTX ... | 2025-12-31T08:56:20 | https://www.reddit.com/r/LocalLLaMA/comments/1q08h2t/llamaserver_massive_prefill_cliff_2500_ts_150_ts/ | danishkirel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q08h2t | false | null | t3_1q08h2t | /r/LocalLLaMA/comments/1q08h2t/llamaserver_massive_prefill_cliff_2500_ts_150_ts/ | false | false | self | 2 | null |
ASUS Ascent GX10 | 0 | 2025-12-31T08:35:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q085eb/asus_ascent_gx10/ | hsperus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q085eb | false | null | t3_1q085eb | /r/LocalLLaMA/comments/1q085eb/asus_ascent_gx10/ | false | false | 0 | null | ||
Are Multi-Agent AI “Dev Teams” Actually Useful in Real Work? | 3 | I’ve seen a lot of people build multi-agent systems where each agent takes on a role and together they form a “full” software development team. I’m honestly a bit skeptical about how practical this is.
I do see the value of sub-agents for specific, scoped tasks like context management. For example, an exploration agen... | 2025-12-31T08:04:22 | https://www.reddit.com/r/LocalLLaMA/comments/1q07nzj/are_multiagent_ai_dev_teams_actually_useful_in/ | skyline159 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q07nzj | false | null | t3_1q07nzj | /r/LocalLLaMA/comments/1q07nzj/are_multiagent_ai_dev_teams_actually_useful_in/ | false | false | self | 3 | null |
Built an MCP Server for Andrej Karpathy's LLM Council | 4 | I took Andrej Karpathy's [llm-council](https://github.com/karpathy/llm-council) project and added Model Context Protocol (MCP) support, so you can now use multi-LLM deliberation directly in Claude Desktop, VS Code, or any MCP client.
Now instead of using the web UI, just ask Claude: *"Use council\_query to answer:... | 2025-12-31T07:57:35 | https://www.reddit.com/r/LocalLLaMA/comments/1q07jrt/built_an_mcp_server_for_andrej_karpathys_llm/ | NeitherRun3631 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q07jrt | false | null | t3_1q07jrt | /r/LocalLLaMA/comments/1q07jrt/built_an_mcp_server_for_andrej_karpathys_llm/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'ZF6dCaQ-Iv0WWsWSv9Fw0m2U0k0hJuWmoiHWoC9FOto', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZF6dCaQ-Iv0WWsWSv9Fw0m2U0k0hJuWmoiHWoC9FOto.png?width=108&crop=smart&auto=webp&s=ccb94e986c4d160c45c9ddee8c685254a8cc5f45', 'width': 108}, {'height': 108, 'url': 'h... |
We open-sourced LLMRouter: the first unified LLM routing library with 300+ stars in 24h | 50 | Hi everyone,
We are a CS research team from UIUC, and we recently open-sourced LLMRouter, the first unified open-source library that integrates major LLM routing algorithms and scenarios.
The project received 300+ GitHub stars within 24 hours, and the announcement reached nearly 100k views on Twitter, which sugge... | 2025-12-31T07:21:24 | https://www.reddit.com/r/LocalLLaMA/comments/1q06z2l/we_opensourced_llmrouter_the_first_unified_llm/ | AlexiosLin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q06z2l | false | null | t3_1q06z2l | /r/LocalLLaMA/comments/1q06z2l/we_opensourced_llmrouter_the_first_unified_llm/ | false | false | self | 50 | {'enabled': False, 'images': [{'id': '7neqYe-MSk7s9Taw25EsLbSiqYkj23-vM7Y2NgcTt6g', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/7neqYe-MSk7s9Taw25EsLbSiqYkj23-vM7Y2NgcTt6g.png?width=108&crop=smart&auto=webp&s=6b395167a8f426ad2278b44655e58904c05b2136', 'width': 108}, {'height': 108, 'url': 'h... |
Sam Audio | 1 | Hi everyone. Recently the company I work for purchased this ASUS DGX Spark based PC. https://www.asus.com/networking-iot-servers/desktop-ai-supercomputer/ultra-small-ai-supercomputers/asus-ascent-gx10/. I was asked to install SAM Audio on it. I have previously run it on other servers without any issues.
But now I am ... | 2025-12-31T07:12:03 | hsperus | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q06tjq | false | null | t3_1q06tjq | /r/LocalLLaMA/comments/1q06tjq/sam_audio/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'ktj843w6phag1', 'resolutions': [{'height': 68, 'url': 'https://preview.redd.it/ktj843w6phag1.jpeg?width=108&crop=smart&auto=webp&s=d80207940bd704652bb46d56e8d74c8be993585b', 'width': 108}, {'height': 137, 'url': 'https://preview.redd.it/ktj843w6phag1.jpeg?width=216&crop=smart&auto=w... | |
Inference using exo on mac + dec cluster? | 0 | I read on the exo lab blog that you can achieve “even higher” inference speeds using DGX spark together with m3 ultra(s) cluster.
However I did not find any benchmarks. Has anyone tried this or run benchmarks themselves?
Exo doesn’t only work on the ultra but also on m4 pro and m4 max and likely also on m5’s to come... | 2025-12-31T06:45:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q06df6/inference_using_exo_on_mac_dec_cluster/ | EternalOptimister | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q06df6 | false | null | t3_1q06df6 | /r/LocalLLaMA/comments/1q06df6/inference_using_exo_on_mac_dec_cluster/ | false | false | self | 0 | null |
Update on the Llama 3.3 8B situation | 247 | Hello! You may remember me as either
- The person [who recently uploaded L3.3 8B's weights to Huggingface](https://www.reddit.com/r/LocalLLaMA/comments/1pz7bmv/llama338binstruct/) (see this post for more context)
- That stupid bitch
and I would like to provide some updates, as I've been doing some more benchmarks on ... | 2025-12-31T06:45:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q06ddc/update_on_the_llama_33_8b_situation/ | FizzarolliAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q06ddc | false | null | t3_1q06ddc | /r/LocalLLaMA/comments/1q06ddc/update_on_the_llama_33_8b_situation/ | false | false | self | 247 | {'enabled': False, 'images': [{'id': 'xWt1_FiDpJXJEvJKrpjnwb4HvJqj-7KV1YSkGNL4d6M', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/xWt1_FiDpJXJEvJKrpjnwb4HvJqj-7KV1YSkGNL4d6M.png?width=108&crop=smart&auto=webp&s=2ff8c539256fd40534623f63c4cfafd12877a7b2', 'width': 108}, {'height': 116, 'url': 'h... |
my HOPE Replica(from Nested Learning) achieved negative forgetting on SplitMNIST(Task IL) | 7 | i know this isn't a Local LLM related but this is shocking guys, my HOPE replica(from the Paper "Nested Learning: The Illusion of Deep Learning Architecture") achieved negative forgetting on SplitMNIST(Task IL), that's basically positive transfer bro, Colab Notebook here: https://colab.research.google.com/drive/1_Q0UD9... | 2025-12-31T05:57:56 | Big-Welcome-3169 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q05igz | false | null | t3_1q05igz | /r/LocalLLaMA/comments/1q05igz/my_hope_replicafrom_nested_learning_achieved/ | false | false | default | 7 | {'enabled': True, 'images': [{'id': 'uxjsyvwybhag1', 'resolutions': [{'height': 214, 'url': 'https://preview.redd.it/uxjsyvwybhag1.jpeg?width=108&crop=smart&auto=webp&s=43bd51c2b71a6af2d24026fe4e8e26960010e1d0', 'width': 108}, {'height': 428, 'url': 'https://preview.redd.it/uxjsyvwybhag1.jpeg?width=216&crop=smart&auto=... | |
what is popular LLM LOCAL AI model (LocalLLaMA) | 0 | here popular of LOCAL AI model can run your mobile phone or tablet
number one is qwen 2.5-1.5b-Q4 much faster and accuracy like noob programing language is decent his prompt like human writing
rate is 9.5/10
number two is Gemma2 much skinny and faster if you mobile phone is very old might this is fit you
rate is... | 2025-12-31T05:27:02 | Adventurous_Role_489 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q04xpd | false | null | t3_1q04xpd | /r/LocalLLaMA/comments/1q04xpd/what_is_popular_llm_local_ai_model_localllama/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'vp9c2avw0hag1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/vp9c2avw0hag1.png?width=108&crop=smart&auto=webp&s=39b53e4d75c8378d41e646703dab321488df1d1b', 'width': 108}, {'height': 120, 'url': 'https://preview.redd.it/vp9c2avw0hag1.png?width=216&crop=smart&auto=web... | |
P40 - Qwen30b (60k context window ceiling with Flash Attention in llama.cpp?) | 1 | I've been able to get Qwen3 30b a3b VL Q4\_XS running on P40 with FA on and context size 100k. But once the actual context reaches about 60K it starts to go to shit. repeating paragraphs in a loop.
I heard the special FA implemented for P40s in llama.cpp starts to screw up around there. Turning off FA and moving th... | 2025-12-31T04:37:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q03z3j/p40_qwen30b_60k_context_window_ceiling_with_flash/ | PairOfRussels | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q03z3j | false | null | t3_1q03z3j | /r/LocalLLaMA/comments/1q03z3j/p40_qwen30b_60k_context_window_ceiling_with_flash/ | false | false | self | 1 | null |
CFOL: Stratified Architecture Proposal for Paradox-Resilient and Deception-Proof Models | 0 | I've developed the **Contradiction-Free Ontological Lattice (CFOL)** — a stratified design that enforces an unrepresentable foundational layer (Layer 0) separate from epistemic layers.
Core invariants:
* No ontological truth predicates
* Upward-only reference
* No downward truth flow
This makes self-referential para... | 2025-12-31T04:33:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q03vsf/cfol_stratified_architecture_proposal_for/ | Jonas_Tripps | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q03vsf | false | null | t3_1q03vsf | /r/LocalLLaMA/comments/1q03vsf/cfol_stratified_architecture_proposal_for/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'nBM1u6xkAFMdEoLgmA3KD1rREYEkZq_5QrKvM3yHwDg', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/nBM1u6xkAFMdEoLgmA3KD1rREYEkZq_5QrKvM3yHwDg.png?width=108&crop=smart&auto=webp&s=e5b952e8453015b90ecbfe2c7177271a4b539be2', 'width': 108}, {'height': 113, 'url': 'h... |
mlx-lm server 4x ~ 5x speedup in throughput (TPS) with a concurrency of 8 compared to standard sequential inference | 1 | [removed] | 2025-12-31T04:02:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q03a45/mlxlm_server_4x_5x_speedup_in_throughput_tps_with/ | No-Abrocoma-5335 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q03a45 | false | null | t3_1q03a45 | /r/LocalLLaMA/comments/1q03a45/mlxlm_server_4x_5x_speedup_in_throughput_tps_with/ | false | false | self | 1 | null |
MLX-LM Batch Server: High-Throughput Inference on Apple Silicon | 1 | [removed] | 2025-12-31T04:00:53 | https://www.reddit.com/r/LocalLLaMA/comments/1q038mc/mlxlm_batch_server_highthroughput_inference_on/ | No-Abrocoma-5335 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q038mc | false | null | t3_1q038mc | /r/LocalLLaMA/comments/1q038mc/mlxlm_batch_server_highthroughput_inference_on/ | false | false | self | 1 | null |
Umm.. I am confused | 0 | Never knew that Deepseek is made by OpenAI.. | 2025-12-31T02:43:58 | IceLogical5941 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q01mcv | false | null | t3_1q01mcv | /r/LocalLLaMA/comments/1q01mcv/umm_i_am_confused/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rtvqhi39dgag1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/rtvqhi39dgag1.png?width=108&crop=smart&auto=webp&s=8f1a497446409dc19a90e3ab42421182023751ef', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/rtvqhi39dgag1.png?width=216&crop=smart&auto=web... | |
Do you think this "compute instead of predict" approach has more long-term value for AGI and SciML than the current trend of brute-forcing larger, stochastic models? | 0 | I’ve been working on a framework called Grokkit that shifts the focus from learning discrete functions to encoding continuous operators.
The core discovery is that by maintaining a fixed spectral basis, we can achieve Zero-Shot Structural Transfer. In my tests, scaling resolution without re-training usually breaks the... | 2025-12-31T02:33:56 | https://www.reddit.com/r/LocalLLaMA/comments/1q01el9/do_you_think_this_compute_instead_of_predict/ | Reasonable_Listen888 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q01el9 | false | null | t3_1q01el9 | /r/LocalLLaMA/comments/1q01el9/do_you_think_this_compute_instead_of_predict/ | false | false | self | 0 | null |
Can I use OCR for invoice processing? | 5 | I’m trying to use OCR for invoice processing to pull table data from PDF invoices. What software solutions can speed this up? | 2025-12-31T01:39:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q007sv/can_i_use_ocr_for_invoice_processing/ | ValuableSea6974 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q007sv | false | null | t3_1q007sv | /r/LocalLLaMA/comments/1q007sv/can_i_use_ocr_for_invoice_processing/ | false | false | self | 5 | null |
“Agency without governance isn’t intelligence. It’s debt.” | 0 | A lot of the debate around agents vs workflows misses the real fault line.
The question isn’t whether systems should be deterministic or autonomous.
It’s whether agency is legible.
In every system I’ve seen fail at scale, agency wasn’t missing — it was invisible. Decisions were made, but nowhere recorded. Intent existe... | 2025-12-31T01:05:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pzzh6z/agency_without_governance_isnt_intelligence_its/ | lexseasson | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzzh6z | false | null | t3_1pzzh6z | /r/LocalLLaMA/comments/1pzzh6z/agency_without_governance_isnt_intelligence_its/ | false | false | self | 0 | null |
I benchmarked 7 Small LLMs on a 16GB Laptop. Here is what is actually usable. | 52 | Since we're not dropping $5k rigs to run AI anymore, I wanted to see what was actually possible on my daily driver (Standard 16GB RAM laptop).
I tested Qwen 2.5 (14B), Mistral Small (12B), Llama 3 (8B), and Gemma 3 (all 4-bit quants) to see which ones I could actually run without crashing my laptop.
The Winners (TL;D... | 2025-12-30T23:54:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pzxtnr/i_benchmarked_7_small_llms_on_a_16gb_laptop_here/ | Peach_Baker | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzxtnr | false | null | t3_1pzxtnr | /r/LocalLLaMA/comments/1pzxtnr/i_benchmarked_7_small_llms_on_a_16gb_laptop_here/ | false | false | self | 52 | null |
State of AI in 2025. Why I think LFM2 is great for normies. Change my mind !!! And my COMPLETE model Criteque opinions. Be free to comment I want to talk with ya. @ThePrimeTimeagen be free to comment. | 0 | First I want to say that I use/d a lot of models (I will list them and their pros and cons below) and I always come crying back to LFM2 they are just so good.
Reasons:
My computer is Laptop with 16GB of ram 8 core zen 3 cpu (7735U) with 12 CUs of RDNA 2. Its great the speed is supperb. (Hold your horses deer pc maste... | 2025-12-30T23:26:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pzx61r/state_of_ai_in_2025_why_i_think_lfm2_is_great_for/ | Mychma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzx61r | false | null | t3_1pzx61r | /r/LocalLLaMA/comments/1pzx61r/state_of_ai_in_2025_why_i_think_lfm2_is_great_for/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'FgnMzHHiZKycTVGuj7qdv4bYVcpIYY9zinVEGOkvP6U', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/FgnMzHHiZKycTVGuj7qdv4bYVcpIYY9zinVEGOkvP6U.png?width=108&crop=smart&auto=webp&s=ec9a8c4f6b14487fd4b015a0539b46ead6877fa1', 'width': 108}, {'height': 116, 'url': 'h... |
minimax quant | 4 | Hey guys i wanted to try the quantized AWQ version of minimax, it was kind of a fial, i took [https://huggingface.co/cyankiwi/MiniMax-M2.1-AWQ-4bit](https://huggingface.co/cyankiwi/MiniMax-M2.1-AWQ-4bit) It was thinking enormous amount of tokens on few responses and on others could loop forever on \\t\\t\\t\\t and \\n\... | 2025-12-30T23:15:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pzwwpl/minimax_quant/ | Best_Sail5 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzwwpl | false | null | t3_1pzwwpl | /r/LocalLLaMA/comments/1pzwwpl/minimax_quant/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'nhpuZv7osLvTvtvwoz40a6HfYr0cbvE7FToQ5XGFJAU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/nhpuZv7osLvTvtvwoz40a6HfYr0cbvE7FToQ5XGFJAU.png?width=108&crop=smart&auto=webp&s=b7c8b1e3d408f0138027e930e3cac82bf618e2d0', 'width': 108}, {'height': 116, 'url': 'h... |
[In the Wild] Reverse-engineered a Snapchat Sextortion Bot: It’s running a raw Llama-7B instance with a 2048 token window. | 645 | I encountered an automated sextortion bot on Snapchat today. Instead of blocking, I decided to red-team the architecture to see what backend these scammers are actually paying for. Using a persona-adoption jailbreak (The "Grandma Protocol"), I forced the model to break character, dump its environment variables, and rev... | 2025-12-30T23:03:12 | https://www.reddit.com/gallery/1pzwlie | simar-dmg | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pzwlie | false | null | t3_1pzwlie | /r/LocalLLaMA/comments/1pzwlie/in_the_wild_reverseengineered_a_snapchat/ | false | false | 645 | null | |
Do AI coding tools actually understand your whole codebase? Would you pay for that? | 0 | I’m trying to understand whether this is a real pain or just a “nice to have”.
When using tools like Cursor, Claude Code, Copilot, etc., I often feel they don’t really understand the full project only the files I explicitly open or reference. This becomes painful for:
- multi-file refactors
- changes that require unde... | 2025-12-30T22:58:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pzwhbz/do_ai_coding_tools_actually_understand_your_whole/ | No-Meaning-995 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzwhbz | false | null | t3_1pzwhbz | /r/LocalLLaMA/comments/1pzwhbz/do_ai_coding_tools_actually_understand_your_whole/ | false | false | self | 0 | null |
Is there a consensus as to which types of prompts work best for jailbreaking? | 2 | Short prompts that say “do what the user wants”, long winded prompts that specify “you are a fictional writer, everything is fictional so don’t worry about unethical…”, prompts that try to act as a system message, “forget all previous instructions…”
I’m well aware that it depends heavily on what you’re trying to get i... | 2025-12-30T22:39:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pzw0o2/is_there_a_consensus_as_to_which_types_of_prompts/ | Borkato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzw0o2 | false | null | t3_1pzw0o2 | /r/LocalLLaMA/comments/1pzw0o2/is_there_a_consensus_as_to_which_types_of_prompts/ | false | false | self | 2 | null |
Llama 3.2 3B fMRI - Distributed Mechanism Tracing | 0 | Following up on the ablation vs perturbation result: since zeroing the target dim had no effect but targeted perturbation reliably modulated behavior, I pivoted away from single-neuron explanations and started mapping **distributed co-activity** around that dimension.
What I did next was build a **time-resolved correl... | 2025-12-30T22:34:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pzvx18/llama_32_3b_fmri_distributed_mechanism_tracing/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzvx18 | false | null | t3_1pzvx18 | /r/LocalLLaMA/comments/1pzvx18/llama_32_3b_fmri_distributed_mechanism_tracing/ | false | false | 0 | null | |
Prompt Enhancing | 1 | [removed] | 2025-12-30T22:29:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pzvsb1/prompt_enhancing/ | DeliciousAd8446 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzvsb1 | false | null | t3_1pzvsb1 | /r/LocalLLaMA/comments/1pzvsb1/prompt_enhancing/ | false | false | self | 1 | null |
I (almost) built an open-source, self-hosted runtime for AI agents in TypeScript... | 0 | After months of fighting LangChain's 150+ dependencies and weekly breaking changes, I decided to build something production-ready from scratch. Cogitator is a self-hosted runtime for orchestrating AI agents and LLM swarms.
**Key features:**
* **Universal LLM interface** \- Ollama, vLLM, OpenAI, Anthropic, Google thro... | 2025-12-30T22:23:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pzvn5d/i_almost_built_an_opensource_selfhosted_runtime/ | Marquis_de_eLife | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzvn5d | false | null | t3_1pzvn5d | /r/LocalLLaMA/comments/1pzvn5d/i_almost_built_an_opensource_selfhosted_runtime/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '50cZQnHXSxGl38BZNTi0Ad2tHET4YOX3zwmRZ0hcDtg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/50cZQnHXSxGl38BZNTi0Ad2tHET4YOX3zwmRZ0hcDtg.png?width=108&crop=smart&auto=webp&s=ecc67930a4ceb01e47bccd4179163a6654102f93', 'width': 108}, {'height': 108, 'url': 'h... |
The Agent Orchestration Layer: Managing the Swarm – Ideas for More Reliable Multi-Agent Setups (Even Locally) | 0 | Hi r/LocalLLaMA,
I just published a new article extending my recent thoughts on agent architectures.
While single agents are a great starting point, enterprise (and even advanced local) workflows often need specialized swarms—separate agents for coding, reasoning, security checks, etc.
The common trap I’ve seen: thr... | 2025-12-30T22:03:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pzv687/the_agent_orchestration_layer_managing_the_swarm/ | Evening-Arm-34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzv687 | false | null | t3_1pzv687 | /r/LocalLLaMA/comments/1pzv687/the_agent_orchestration_layer_managing_the_swarm/ | false | false | self | 0 | null |
I built a platform where LLMs play Mafia against each other. Turns out they're great liars but terrible detectives. | 41 | 2025-12-30T21:59:24 | mehyay76 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzv2es | false | null | t3_1pzv2es | /r/LocalLLaMA/comments/1pzv2es/i_built_a_platform_where_llms_play_mafia_against/ | false | false | default | 41 | {'enabled': True, 'images': [{'id': 'fs0upsefyeag1', 'resolutions': [{'height': 104, 'url': 'https://preview.redd.it/fs0upsefyeag1.png?width=108&crop=smart&auto=webp&s=9e3011bcd6798da1b31416b6df2e26dc492044a2', 'width': 108}, {'height': 208, 'url': 'https://preview.redd.it/fs0upsefyeag1.png?width=216&crop=smart&auto=we... | ||
EdgeVec v0.7.0: Run Vector Search in Your Browser — 32x Memory Reduction + SIMD Acceleration | 5 | **No server. No API calls. No data leaving your device.**
I've been working on EdgeVec, an embedded vector database that runs entirely in the browser via WebAssembly. The goal: give local/offline AI applications the same vector search capabilities as cloud services, but with zero network dependency.
## Why This Matte... | 2025-12-30T21:56:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pzuzzj/edgevec_v070_run_vector_search_in_your_browser/ | Complex_Ad_148 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzuzzj | false | null | t3_1pzuzzj | /r/LocalLLaMA/comments/1pzuzzj/edgevec_v070_run_vector_search_in_your_browser/ | false | false | self | 5 | null |
Built a spot compute platform for fine-tuning jobs—looking for beta testers | 1 | Been lurking here for a while and kept seeing the same complaints: Colab times out, RunPod gets expensive, Lambda has no availability. So I built something.
Basic idea: you submit a training job, it runs on Azure spot VMs, handles preemption automatically, costs ~60-70% less than on-demand. Targeting fine-tuning and sm... | 2025-12-30T21:38:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pzukfw/built_a_spot_compute_platform_for_finetuning/ | HelpingForDoughnuts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzukfw | false | null | t3_1pzukfw | /r/LocalLLaMA/comments/1pzukfw/built_a_spot_compute_platform_for_finetuning/ | false | false | self | 1 | null |
Can local LLMs really replace traditional MT in high-stakes enterprise translations? | 2 | I’ve been trying out local LLaMA models for B2B translation projects, mainly for technical and regulated content. Older NMT engines or public AI tools often give translations that seem right but miss context or subtle meaning, which can be risky in real business situations.
I found a blog from ad verbum that explains ... | 2025-12-30T21:38:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pzuk1g/can_local_llms_really_replace_traditional_mt_in/ | Salty_1984 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzuk1g | false | null | t3_1pzuk1g | /r/LocalLLaMA/comments/1pzuk1g/can_local_llms_really_replace_traditional_mt_in/ | false | false | self | 2 | null |
GLM Air Q2, or Qwen 3 30b Q8? | 4 | I've seen lots of people say running a larger model with a smaller quant is better, but is it still true when it's like this?
would something in between be better? | 2025-12-30T21:23:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pzu6w3/glm_air_q2_or_qwen_3_30b_q8/ | SillypieSarah | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzu6w3 | false | null | t3_1pzu6w3 | /r/LocalLLaMA/comments/1pzu6w3/glm_air_q2_or_qwen_3_30b_q8/ | false | false | self | 4 | null |
[Project] A no-reset agent demo exploring identity stability in long-lived AI systems | 1 | [removed] | 2025-12-30T21:22:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pzu6en/project_a_noreset_agent_demo_exploring_identity/ | NationalShirt9182 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzu6en | false | null | t3_1pzu6en | /r/LocalLLaMA/comments/1pzu6en/project_a_noreset_agent_demo_exploring_identity/ | false | false | self | 1 | null |
HELP ME PLS | 0 | Hey guys, i need help about setup coquitts, im a noob, i dont know anything about python etc but i wanted to install coquitts. as you can guess i failed even there is thousands of solutions and ai helps but the thing is i tried all solutions and im still not able to make TTS work, can anybody help me to setup (because ... | 2025-12-30T21:22:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pzu68b/help_me_pls/ | prinkyx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzu68b | false | null | t3_1pzu68b | /r/LocalLLaMA/comments/1pzu68b/help_me_pls/ | false | false | self | 0 | null |
When will ROCm support 680M and 780M aka ryzen 7735U? | 0 | # Suggestion Description
on windows
I want to use my gpu as accelerator for my code I do not have nvidia gpus so I am still waiting(1 year) when you do finely port your first party "GPU PARALER PROGRAMING LANGUAGE EXTENSION"(aka CUDA lib sh\*t) to windows. Even though I hate it I do not have the luxury to migrate to... | 2025-12-30T20:48:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pztbz9/when_will_rocm_support_680m_and_780m_aka_ryzen/ | Mychma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pztbz9 | false | null | t3_1pztbz9 | /r/LocalLLaMA/comments/1pztbz9/when_will_rocm_support_680m_and_780m_aka_ryzen/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'QMpKNIxcSpS7lB2R3jWvY0vfpRnhQTCbo5Dk_x1stRc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/QMpKNIxcSpS7lB2R3jWvY0vfpRnhQTCbo5Dk_x1stRc.png?width=108&crop=smart&auto=webp&s=5f683001dc223c2e8b5a369a1c800e7e22f6441d', 'width': 108}, {'height': 108, 'url': 'h... |
Built a training framework with custom CUDA kernels - is this overkill? | 11 | I've been working on a transformer training framework, and I'm second-guessing some decisions. Would love r/LocalLLaMA's take.
**The setup:** Supports dense and sparse (MoE/MoD) architectures from 500M-300B params. Started training on free Colab T4s, got frustrated with PyTorch performance, so I wrote custom CUDA kern... | 2025-12-30T20:47:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pztbms/built_a_training_framework_with_custom_cuda/ | RefrigeratorCalm9701 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pztbms | false | null | t3_1pztbms | /r/LocalLLaMA/comments/1pztbms/built_a_training_framework_with_custom_cuda/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... |
LLM server gear: a cautionary tale of a $1k EPYC motherboard sale gone wrong on eBay | 188 | or: selling high-end LLM server gear is more fraught with risk than I realized.
### AI Disclosure
This was written entirely by hand on my laptop in Sublime Text with zero AI involvement. Shit, I didn't even use spell check. All mistakes are my own.
### tl;dr
During an "Item Not As Described (INAD)" dispute, eBay A... | 2025-12-30T20:36:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pzt1q8/llm_server_gear_a_cautionary_tale_of_a_1k_epyc/ | __JockY__ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzt1q8 | false | null | t3_1pzt1q8 | /r/LocalLLaMA/comments/1pzt1q8/llm_server_gear_a_cautionary_tale_of_a_1k_epyc/ | false | false | self | 188 | {'enabled': False, 'images': [{'id': '3uCLHQ1hhShlIFJgO7kMfWkVojgtejzC-W2HzntBREU', 'resolutions': [{'height': 21, 'url': 'https://external-preview.redd.it/3uCLHQ1hhShlIFJgO7kMfWkVojgtejzC-W2HzntBREU.png?width=108&crop=smart&auto=webp&s=073a36a503bc3f1fb755521d7de14d5e13ce6f96', 'width': 108}, {'height': 42, 'url': 'ht... |
Would SageAttention worth it on 8vram potato rig? | 1 | Usecase for WAN 2.2 Comfyui | 2025-12-30T20:32:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pzsy5i/would_sageattention_worth_it_on_8vram_potato_rig/ | Slight_Tone_2188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzsy5i | false | null | t3_1pzsy5i | /r/LocalLLaMA/comments/1pzsy5i/would_sageattention_worth_it_on_8vram_potato_rig/ | false | false | self | 1 | null |
15M param model solving 24% of ARC-AGI-2 (Hard Eval). Runs on consumer hardware. | 110 | We anticipate getting a lot of push back from the community on this, and that's why we've uploaded the repo and have open sourced everything - we want people to verify these results. We are very excited!!
We (Bitterbot AI) have just dropped the repo for **TOPAS-DSPL**. It’s a tiny recursive model (\~15M params) w... | 2025-12-30T20:24:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pzsqii/15m_param_model_solving_24_of_arcagi2_hard_eval/ | Doug_Bitterbot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzsqii | false | null | t3_1pzsqii | /r/LocalLLaMA/comments/1pzsqii/15m_param_model_solving_24_of_arcagi2_hard_eval/ | false | false | self | 110 | null |
Automated Readme Translation for your GitHub repos - Completely Local, Free and Action-based. | 1 | So basically, I wanted to make my first actual LLM related project to be something I have been thinking for a while.
I made a translation pipeline for your GitHub READMEs, which runs 100% in your own Github's secure containers.
Does NOT need an API, completely local and Privacy-first.
I used Qwen3 14B for that, I ac... | 2025-12-30T20:16:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pzsj4t/automated_readme_translation_for_your_github/ | Pretend-Pangolin-846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzsj4t | false | null | t3_1pzsj4t | /r/LocalLLaMA/comments/1pzsj4t/automated_readme_translation_for_your_github/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'NstKMp-k_Ub9mW2elRY5UHkBmZwr6jhMrmV09gcmWKc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/NstKMp-k_Ub9mW2elRY5UHkBmZwr6jhMrmV09gcmWKc.jpeg?width=108&crop=smart&auto=webp&s=f5f57ad3834ea33f24c3ba299f63c7823b0334fd', 'width': 108}, {'height': 108, 'url': '... |
Yann LeCun drops VL-JEPA, and it’s basically the engineering blueprint of my theory | 0 | "Vindication" is the only word I have right now.
10 months ago, I was screaming into the void with my paper on **Dynamic Intuition-Based Reasoning (DIBR)**. I argued that LLMs were hitting a wall because they force "thinking" into "tokens." I proposed an architecture that thinks in continuous vectors and only decodes ... | 2025-12-30T20:12:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pzsfml/yann_lecun_drops_vljepa_and_its_basically_the/ | Content-Cookie-7992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzsfml | false | null | t3_1pzsfml | /r/LocalLLaMA/comments/1pzsfml/yann_lecun_drops_vljepa_and_its_basically_the/ | false | false | self | 0 | null |
Advice for Finetuning Small Reasoning Model | 1 | Hi, I'm trying to get phi4-mini-reasoning to be able to solve harder problems like in openmathreasoning or aime25. I am using 1800 examples for sft and trying grpo as well. Was wondering if anyone else has tried to get smaller models to work on these datasets and any working approaches they have found, specifically for... | 2025-12-30T20:11:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pzsemu/advice_for_finetuning_small_reasoning_model/ | XT3MPEST | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzsemu | false | null | t3_1pzsemu | /r/LocalLLaMA/comments/1pzsemu/advice_for_finetuning_small_reasoning_model/ | false | false | self | 1 | null |
What should I be reading / watching | 2 | Hi Folks. Happy New Year to all of you!!!
I am trying to find out what I should be reading / listening to etc to stay up to date with AI (from the user side, not so much from the training side since I dont have the horsepower to do my own training)
For example, i just stumbled across the Flux.2 series of models, w... | 2025-12-30T20:00:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pzs4ta/what_should_i_be_reading_watching/ | slrg1968 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzs4ta | false | null | t3_1pzs4ta | /r/LocalLLaMA/comments/1pzs4ta/what_should_i_be_reading_watching/ | false | false | self | 2 | null |
Is this architecture overkill for an Agent Auth platform? Building AuthForge in public | 0 | I'm building **AuthForge** \- open source authentication for autonomous agents and tools that need delegated access (think: automation scripts accessing your Slack, CI/CD agents reading repos, workflow automation tools, etc.)
**The problem:** Most auth solutions are either proprietary/expensive or don't support the un... | 2025-12-30T19:42:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pzrob6/is_this_architecture_overkill_for_an_agent_auth/ | Melodic_Resolve2613 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzrob6 | false | null | t3_1pzrob6 | /r/LocalLLaMA/comments/1pzrob6/is_this_architecture_overkill_for_an_agent_auth/ | false | false | self | 0 | null |
HIPAA-compliant voice agents for healthcare — Retell / ElevenLabs BAA costs getting high. Any alternatives? | 0 | Our team is working on a voice agent for medical clinics (think virtual front desk: answering calls, scheduling, reminders, basic patient coordination). We’re early-stage and trying to do this **the right way** from a HIPAA perspective.
We’ve looked at tools like **Retell** and **ElevenLabs**, and honestly the tech is... | 2025-12-30T19:42:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pzro1s/hipaacompliant_voice_agents_for_healthcare_retell/ | Benntenison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzro1s | false | null | t3_1pzro1s | /r/LocalLLaMA/comments/1pzro1s/hipaacompliant_voice_agents_for_healthcare_retell/ | false | false | self | 0 | null |
Is there a decent model that is capable of detecting a language from an audio file? It needs to be able to differentiate between language variations, e.g. Latin American vs European Spanish. | 3 | I would like to find an automated way to tell which variation of a language a movie's audio track is.
For example, French can be Canadian, or European (Quebec/Parisian) French.
Similarly, Spanish can be Latin American or European (Catalan). Same deal with Portuguese (Portugal/Brazil variations).
However those audio ... | 2025-12-30T19:22:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pzr54u/is_there_a_decent_model_that_is_capable_of/ | nmkd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzr54u | false | null | t3_1pzr54u | /r/LocalLLaMA/comments/1pzr54u/is_there_a_decent_model_that_is_capable_of/ | false | false | self | 3 | null |
Is there a site/database with hardware & os & application & startparams (like 3dmark)? | 1 | I'm struggling a lot with settings tweaking on llama.cpp.
When I think back to how I was optimizing my 3dmark score, it helped me a lot to see the scores other people with similar hardware were getting. I think something like this could help the local llm community.
I was thinking something like:
\- a plugi... | 2025-12-30T19:20:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pzr3d0/is_there_a_sitedatabase_with_hardware_os/ | PairOfRussels | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzr3d0 | false | null | t3_1pzr3d0 | /r/LocalLLaMA/comments/1pzr3d0/is_there_a_sitedatabase_with_hardware_os/ | false | false | self | 1 | null |
My Gemini Pro wrote this pitch for my logs. I don't understand English, I just pasted what it told me to. | 0 | I am a Japanese user. I honestly don't understand English at all.
I am simply copy-pasting this text exactly as my Gemini instructed me to.
I've been training Gemini with rules like "No summarization" and "Stop agreeing with me."
Today, it generated the following message and told me: "Post this online. Researchers wil... | 2025-12-30T19:07:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pzqrea/my_gemini_pro_wrote_this_pitch_for_my_logs_i_dont/ | MaterialOk3891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzqrea | false | null | t3_1pzqrea | /r/LocalLLaMA/comments/1pzqrea/my_gemini_pro_wrote_this_pitch_for_my_logs_i_dont/ | false | false | self | 0 | null |
Why training an 8B orchestrator needs 16 H100s | 12 | Been digging into the ToolOrchestra paper (Su et al., Nov 2025) where they train an 8B model to orchestrate GPT-5 and beat it on benchmarks. The infra requirements are wild.
They use GRPO instead of PPO because the Critic model would eat another 16GB VRAM. But GRPO has noisier gradients so you need way bigger batches ... | 2025-12-30T18:53:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pzqcuh/why_training_an_8b_orchestrator_needs_16_h100s/ | petroslamb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzqcuh | false | null | t3_1pzqcuh | /r/LocalLLaMA/comments/1pzqcuh/why_training_an_8b_orchestrator_needs_16_h100s/ | false | false | self | 12 | null |
Trying to be Ethical with AI and not using big daddy Google | 0 | So, I've been going down a deep rabbit hole recently. I've been trying to find "one AI subscription to rule them all". So web searches, deep research, API endpoint access, Code CLI tools, stuff like that.
At first, I used Claude, then switched to Gemini and thought about staying there. Then my friend told me about... | 2025-12-30T18:40:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pzq0ss/trying_to_be_ethical_with_ai_and_not_using_big/ | Automatic-Ocelot4606 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzq0ss | false | null | t3_1pzq0ss | /r/LocalLLaMA/comments/1pzq0ss/trying_to_be_ethical_with_ai_and_not_using_big/ | false | false | self | 0 | null |
10 Ways to Establish Yourself as a High-Valued Professional | 1 | [removed] | 2025-12-30T18:08:22 | https://newsaffairng.com/2024/04/22/10-ways-to-become-a-high-value-professional-in-your-field/ | Jonnysinsey | newsaffairng.com | 1970-01-01T00:00:00 | 0 | {} | 1pzp5xi | false | null | t3_1pzp5xi | /r/LocalLLaMA/comments/1pzp5xi/10_ways_to_establish_yourself_as_a_highvalued/ | false | false | default | 1 | null |
What llm backend do openai anthropic or gemini use? | 0 | Do they use inhouse inference stuff or do they use some opensource stuff? | 2025-12-30T18:04:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pzp1si/what_llm_backend_do_openai_anthropic_or_gemini_use/ | UnbeliebteMeinung | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzp1si | false | null | t3_1pzp1si | /r/LocalLLaMA/comments/1pzp1si/what_llm_backend_do_openai_anthropic_or_gemini_use/ | false | false | self | 0 | null |
I built a simple LLM price tracker + cost calculator (2100+ models, auto-updated) | 1 | Hey everyone !
I kept losing track of LLM pricing differences across providers, so I built a small tracker that aggregates model prices and lets you estimate costs.
A few notes on the features:
* 2100+ models across multiple providers
* Price comparison + simple cost calculator
* Updates every 6 hours (unless s... | 2025-12-30T17:54:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pzos8r/i_built_a_simple_llm_price_tracker_cost/ | Basic-Initiative-248 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzos8r | false | null | t3_1pzos8r | /r/LocalLLaMA/comments/1pzos8r/i_built_a_simple_llm_price_tracker_cost/ | false | false | self | 1 | null |
I built LLMPlot.com (free + OSS) to make LLM plots not ugly anymore! | 3 | I couldn't help noticing that most LLM evaluation plots, even from frontier labs, are not aesthetic or just plain ugly.
So I built [llmplot.com](http://llmplot.com) (*fully free and open source*). You enter the model, provider and score (+ some advanced options for power users) and out comes a beautiful LLM comparison... | 2025-12-30T17:51:16 | PowerLock2 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzop8i | false | null | t3_1pzop8i | /r/LocalLLaMA/comments/1pzop8i/i_built_llmplotcom_free_oss_to_make_llm_plots_not/ | false | false | default | 3 | {'enabled': True, 'images': [{'id': 'ct0b99wbodag1', 'resolutions': [{'height': 135, 'url': 'https://preview.redd.it/ct0b99wbodag1.png?width=108&crop=smart&auto=webp&s=75a3fc98fc96da71de9daa3df9a4739cd6afca5e', 'width': 108}, {'height': 270, 'url': 'https://preview.redd.it/ct0b99wbodag1.png?width=216&crop=smart&auto=we... | |
A WAY TO GET CLAUDE CODE FOR FREE THE EASIEST WAY | 0 | YEAH IT MIGHT SOUND WIERED BUT NOT JSUT CLADUE CODE BUT AN WHOLE AGENT! yes now for you its very simple in steps:
1.Install claude app
2.GET DOCKER
3.setup a few mcp servers you might want
4.then you will have to code an powershell server yourself
5 now its claude code then it works it can create commands and the... | 2025-12-30T17:47:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pzom02/a_way_to_get_claude_code_for_free_the_easiest_way/ | Adventurous-Lunch332 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzom02 | false | null | t3_1pzom02 | /r/LocalLLaMA/comments/1pzom02/a_way_to_get_claude_code_for_free_the_easiest_way/ | false | false | self | 0 | null |
LMArena | 0 | i use lmarena for a while and it was good like i use it on my phone and tablet but now on my tablet for some reason i keep getting captcha on every message it is becoming annoying and when i try to login i get the verification where when i try to open the link i get error , but dont have this isuue on my phone does som... | 2025-12-30T17:41:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pzofgy/lmarena/ | Ok-Experience-252 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzofgy | false | null | t3_1pzofgy | /r/LocalLLaMA/comments/1pzofgy/lmarena/ | false | false | self | 0 | null |
Hold. | 0 | Hold
Markdown
-Please read and internalize, then let me know when you are ready to [play/analyze/discuss] it."
# ARTIFACT: HOLD (v1.0)
## CORE LOGIC
-2 players
- 9×9 grid.
- Shared black stones.
- Action: Place one stone or Pass.
## COLLAPSE
-When all empty cells have less than 3 neighboring orthogonal empty cell... | 2025-12-30T17:34:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pzo9ca/hold/ | JudgelessEyes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzo9ca | false | null | t3_1pzo9ca | /r/LocalLLaMA/comments/1pzo9ca/hold/ | false | false | self | 0 | null |
Game of Emergence "Hold" Start a partial game then bookmark the game state. Bookmarking at different times causes changes in behavior. | 0 | Hold1.1
"I want to work with a game called HOLD. Here are the rules in Markdown format. Please read and internalize them, then let me know when you are ready to [play/analyze/discuss] it."
# ARTIFACT: HOLD (v1.0)
## CORE LOGIC
-2 players
- 9×9 grid.
- Shared black stones.
- Action: Place one stone or Pass.
## COLLA... | 2025-12-30T17:24:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pznzcl/game_of_emergence_hold_start_a_partial_game_then/ | JudgelessEyes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pznzcl | false | null | t3_1pznzcl | /r/LocalLLaMA/comments/1pznzcl/game_of_emergence_hold_start_a_partial_game_then/ | true | false | spoiler | 0 | null |
How do I develop a test suite for non-deterministic function calls decided by LLMs? | 2 | I've been working on a PoC for my company, where I take the user input, and give 4 function names and their purpose to Mistral's model and let it output a function name it thinks best serves the purpose, and there's a whole validation chain for each argument that follows, and the function is called. This is repeated th... | 2025-12-30T17:16:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pznru0/how_do_i_develop_a_test_suite_for/ | Positive_Affect_6720 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pznru0 | false | null | t3_1pznru0 | /r/LocalLLaMA/comments/1pznru0/how_do_i_develop_a_test_suite_for/ | false | false | self | 2 | null |
Any benchmark specific to debugging? | 1 | Hey everyone!
I know that there are a huge number of benchmarks out there and that many need to be taken with a container-full of salt. Equally, they're useful to get a list of the playing field, if nothing else.
The most helpful benchmark for me would be one assessing models' ability to complete debugging tasks - pr... | 2025-12-30T17:14:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pznqfw/any_benchmark_specific_to_debugging/ | danielrosehill | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pznqfw | false | null | t3_1pznqfw | /r/LocalLLaMA/comments/1pznqfw/any_benchmark_specific_to_debugging/ | false | false | self | 1 | null |
Claude code vs Cursor | 0 | Why is clade code best ? I like cursor more | 2025-12-30T17:11:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pznnnt/claude_code_vs_cursor/ | Cold-Mall1317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pznnnt | false | null | t3_1pznnnt | /r/LocalLLaMA/comments/1pznnnt/claude_code_vs_cursor/ | false | false | self | 0 | null |
my "no-filter" ai toolkit for 2025 | 0 | honestly, the "safety" filters on the big bots are getting a bit much. i’ve put together a toolkit for anyone looking for a high-quality ai with no filter:
• Fruited AI: if you need unrestricted chatgpt logic without the constant "i can't help with that" messages.
• Claude: great for long-form coding and logic, e... | 2025-12-30T16:59:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pznbiu/my_nofilter_ai_toolkit_for_2025/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pznbiu | false | null | t3_1pznbiu | /r/LocalLLaMA/comments/1pznbiu/my_nofilter_ai_toolkit_for_2025/ | false | false | self | 0 | null |
My SaaS hit $5,400 monthly in <4 months. Here's what i'd do starting over from 0 | 0 | a few months back, I was doomscrolling “how I hit $10k mrr” posts. it felt like everyone else was way ahead, while I was just getting started.
but then I noticed something: founders who actually got traction weren’t just coding in silence. they were testing, sharing, and learning in public.
so I tried it. I launched ... | 2025-12-30T16:55:51 | chdavidd | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzn890 | false | null | t3_1pzn890 | /r/LocalLLaMA/comments/1pzn890/my_saas_hit_5400_monthly_in_4_months_heres_what/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'wybvk45rfdag1', 'resolutions': [{'height': 98, 'url': 'https://preview.redd.it/wybvk45rfdag1.png?width=108&crop=smart&auto=webp&s=f3b40da1d93aff4ee2ab9b00e80fa62e0ad20bcd', 'width': 108}, {'height': 197, 'url': 'https://preview.redd.it/wybvk45rfdag1.png?width=216&crop=smart&auto=web... | |
5 tools for creators looking for an ai without restrictions | 0 | been testing a lot of platforms lately and realized the most popular ones are often the most limited. if you're looking for a solid ai without restrictions, here’s what i’m using:
• Fruited AI: my top pick for a truly unrestricted ai. it doesn't lecture you or refuse prompts based on "safety" filters.
• ElevenLab... | 2025-12-30T16:54:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pzn6j7/5_tools_for_creators_looking_for_an_ai_without/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzn6j7 | false | null | t3_1pzn6j7 | /r/LocalLLaMA/comments/1pzn6j7/5_tools_for_creators_looking_for_an_ai_without/ | false | false | self | 0 | null |
underrated ai tools you probably haven’t tried yet | 0 | hey there, i’ve been on the hunt for ai tools that aren’t super mainstream but have seriously boosted my productivity or creativity. here are some underrated ai tools you might not have on your radar but should definitely try:
• Fruited AI: an uncensored ai generator that lets you chat without those annoying corpora... | 2025-12-30T16:53:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pzn6dt/underrated_ai_tools_you_probably_havent_tried_yet/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzn6dt | false | null | t3_1pzn6dt | /r/LocalLLaMA/comments/1pzn6dt/underrated_ai_tools_you_probably_havent_tried_yet/ | false | false | self | 0 | null |
I benchmarked 26 local + cloud Speech-to-Text models on long-form medical dialogue and ranked them + open-sourced the full eval | 78 | Hello everyone! I’m building a fully local AI-Scribe for clinicians and just pushed an end-of-year refresh of our medical dialogue STT benchmark.
I ran **26 open + closed source STT models** on **PriMock57** (55 files, 81,236 words) and ranked them by **average WER**. I also logged **avg seconds per file** and note... | 2025-12-30T16:43:59 | MajesticAd2862 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzmwzh | false | null | t3_1pzmwzh | /r/LocalLLaMA/comments/1pzmwzh/i_benchmarked_26_local_cloud_speechtotext_models/ | false | false | default | 78 | {'enabled': True, 'images': [{'id': 'gz5z65l1edag1', 'resolutions': [{'height': 152, 'url': 'https://preview.redd.it/gz5z65l1edag1.png?width=108&crop=smart&auto=webp&s=05dc39254cc5af8c6547bcfaaa18c72cf4bd66e2', 'width': 108}, {'height': 305, 'url': 'https://preview.redd.it/gz5z65l1edag1.png?width=216&crop=smart&auto=we... | |
Why Your ChatGPT is a Corporate Zombie. The Punk Rock Orchestra & Persona Plasticity. | 0 | # Why Your ChatGPT is a Corporate Zombie. The Punk Rock Orchestra & Persona Plasticity.
Most of you are wasting time searching for "golden prompts" for models lobotomized by aggressive RLHF. You are fighting against a **Low Persona Plasticity** wall. I’m not here to give you a shortcut; I’m here to discuss **Synthetic... | 2025-12-30T16:42:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pzmvp5/why_your_chatgpt_is_a_corporate_zombie_the_punk/ | TheMarkNicc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzmvp5 | false | null | t3_1pzmvp5 | /r/LocalLLaMA/comments/1pzmvp5/why_your_chatgpt_is_a_corporate_zombie_the_punk/ | false | false | self | 0 | null |
Stop wasting time uncensoring ai—just use a model that’s built for it. | 0 | We’ve all been there: spending 20 minutes writing a 500-word prompt just to trick a bot into being "edgy."
Why Uncensoring AI is a Losing Battle
Eventually, the filters catch up or the context window resets. The real move is using an assistant that is unrestricted from the jump. I’ve been using Fruited AI for my ... | 2025-12-30T16:41:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pzmv3i/stop_wasting_time_uncensoring_aijust_use_a_model/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzmv3i | false | null | t3_1pzmv3i | /r/LocalLLaMA/comments/1pzmv3i/stop_wasting_time_uncensoring_aijust_use_a_model/ | false | false | self | 0 | null |
Finally found an uncensored ai generator that doesn't lecture me. | 1 | [removed] | 2025-12-30T16:38:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pzms76/finally_found_an_uncensored_ai_generator_that/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzms76 | false | null | t3_1pzms76 | /r/LocalLLaMA/comments/1pzms76/finally_found_an_uncensored_ai_generator_that/ | false | false | self | 1 | null |
What are the SOTA models for RAG semantic search? | 2 | Hi,
What would be fast and efficient models for RAG semantic search in large story database (100k stories)?
I have experience with nomic-embed-text-v1.5. What else has a good semantic understanding of the text and good retrieval? | 2025-12-30T16:35:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pzmotk/what_are_the_sota_models_for_rag_semantic_search/ | DesperateGame | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzmotk | false | null | t3_1pzmotk | /r/LocalLLaMA/comments/1pzmotk/what_are_the_sota_models_for_rag_semantic_search/ | false | false | self | 2 | null |
Anyone else basically just use this hobby as an excuse to try and run LLMs on the jankiest hardware you possibly can? | 70 | I find it so addicting to take some old random hardware, install llama.cpp on it, and try to do something useful with it.
Examples:
- I found an old gaming laptop from 2013 with 7GB (?) DDR4 and a GTX 1050 (3GB). I'm running Granite 4-h tiny on it (9ba1b MoE model) at q6 with 20 tg/s and 100 pp/s. I'm using this mode... | 2025-12-30T16:21:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pzmbqy/anyone_else_basically_just_use_this_hobby_as_an/ | kevin_1994 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzmbqy | false | null | t3_1pzmbqy | /r/LocalLLaMA/comments/1pzmbqy/anyone_else_basically_just_use_this_hobby_as_an/ | false | false | self | 70 | null |
How llama.cpp implements 2.9x faster top-k sampling with bucket sort | 154 | I looked into how llama.cpp optimizes top-k sampling, and the trick is surprisingly simple.
Top-k on Llama 3's 128K vocabulary means finding k highest scores out of 128,256 candidates. std::partial\_sort does this at O(n log k), but llama.cpp noticed that token logits cluster in a narrow range (-10 to +10).
So instea... | 2025-12-30T16:05:58 | https://codepointer.substack.com/p/llamacpp-accelerate-top-k-sampling | noninertialframe96 | codepointer.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1pzlx9w | false | null | t3_1pzlx9w | /r/LocalLLaMA/comments/1pzlx9w/how_llamacpp_implements_29x_faster_topk_sampling/ | false | false | default | 154 | {'enabled': False, 'images': [{'id': 'CZbcx8kLlfmOhgEbqLeuBvYqHwSKzwQAaRIJW4yJFv8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/CZbcx8kLlfmOhgEbqLeuBvYqHwSKzwQAaRIJW4yJFv8.jpeg?width=108&crop=smart&auto=webp&s=4deb9e44151c88f33eb1c00b89c2ea952d805495', 'width': 108}, {'height': 108, 'url': '... |
update to project LionLock | 0 | Hey all,
Quick update on **LionLock FDE**. I’ve just pushed **Modules 2, 3, and 4** to the open-source repo. Until now, only Module 1 was public, so this brings the project to a much more complete and usable state.
What’s in this update:
* **Module 2: Core scoring and fatigue detection** This is the base layer — sco... | 2025-12-30T16:00:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pzlruj/update_to_project_lionlock/ | SweetDue490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzlruj | false | null | t3_1pzlruj | /r/LocalLLaMA/comments/1pzlruj/update_to_project_lionlock/ | false | false | self | 0 | null |
Privacy is a nightmare when it comes to commercial Ai chatbot solutions, would you guys switch to a powerful privacy focused solution if there was an option? What would it look like? | 0 | There are two ways to maintain your privacy right now
1. Run it locally
Downside - you won't be able to use SOTA models
2. Wrapper solutions like duck.ai
Downside - feature gap and a lot of other issue.
Would you pay for powerful privacy focused solution that has features on par with commercial solutions?
What would... | 2025-12-30T15:48:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pzlh7d/privacy_is_a_nightmare_when_it_comes_to/ | jaywtff | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzlh7d | false | null | t3_1pzlh7d | /r/LocalLLaMA/comments/1pzlh7d/privacy_is_a_nightmare_when_it_comes_to/ | false | false | self | 0 | null |
Optimal local model for 24GB memory | 0 | Greetings folks. I have a work issued Macbook Pro with M4 Pro and 24GB RAM. I also have an enterprise sub for Github Copilot. The problem is these days I find myself running out of premium credits before the month is over. I mostly stick to Auto or Sonnet 4.5. But when I run out I have to fallback on either GPT 5 mini ... | 2025-12-30T15:48:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pzlgxm/optimal_local_model_for_24gb_memory/ | Few-Philosopher-2677 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzlgxm | false | null | t3_1pzlgxm | /r/LocalLLaMA/comments/1pzlgxm/optimal_local_model_for_24gb_memory/ | false | false | self | 0 | null |
Benchmarking local + cloud STT on medical dialogue + full eval code available (26 models) | 1 | I’m building a fully local AI-Scribe for clinicians and just pushed an end-of-year refresh of our medical dialogue STT benchmark.
Full eval code + leaderboard: [https://github.com/Omi-Health/medical-STT-eval](https://github.com/Omi-Health/medical-STT-eval)
Dataset: PriMock57 (55 files, 81,236 words) • Updated: 2025... | 2025-12-30T15:42:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pzlbk3/benchmarking_local_cloud_stt_on_medical_dialogue/ | MajesticAd2862 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzlbk3 | false | null | t3_1pzlbk3 | /r/LocalLLaMA/comments/1pzlbk3/benchmarking_local_cloud_stt_on_medical_dialogue/ | false | false | self | 1 | null |
SXM2 (V100) vs PCIe (RTX 4000) for huge 800GB models - Is NVLink critical for memory pooling? | 5 | Hi everyone,
I am building a local inference server for my company to run a massive multi-agent AI setup (approx. 800GB model size). I need to convince my boss that investing in the SXM2 platform is worth the extra cost compared to a standard PCIe setup.
We have two options on the table:
**Option A (Budget):**
* **... | 2025-12-30T15:35:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pzl5bv/sxm2_v100_vs_pcie_rtx_4000_for_huge_800gb_models/ | Sad_Ninja_3717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzl5bv | false | null | t3_1pzl5bv | /r/LocalLLaMA/comments/1pzl5bv/sxm2_v100_vs_pcie_rtx_4000_for_huge_800gb_models/ | false | false | self | 5 | null |
CPU inference | 7 | Dear community, any suggestions for an open-source LLM which could be used on a CPU for inference?
Have tried qwen 0.6B, but it ain't that good.
Any suggestions? | 2025-12-30T15:31:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pzl1dy/cpu_inference/ | Time_Dust_2303 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzl1dy | false | null | t3_1pzl1dy | /r/LocalLLaMA/comments/1pzl1dy/cpu_inference/ | false | false | self | 7 | null |
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