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How DeepSeek made their Lightning Indexer fast (code analysis) | 0 | I read the source code for DeepSeek Sparse Attention and found many interesting implementation details not mentioned in the paper.
The paper does a great job explaining how their "Lightning Indexer" identifies relevant tokens and why that makes attention fast. What I found in the code was how they made the... | 2025-12-05T19:35:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pf4fil/how_deepseek_made_their_lightning_indexer_fast/ | xycoord | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf4fil | false | null | t3_1pf4fil | /r/LocalLLaMA/comments/1pf4fil/how_deepseek_made_their_lightning_indexer_fast/ | false | false | self | 0 | null |
Llama 405B is worse than Gemma 3 12B? | 30 | 2025-12-05T18:51:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pf3ai8/llama_405b_is_worse_than_gemma_3_12b/ | Express_Seesaw_8418 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf3ai8 | false | null | t3_1pf3ai8 | /r/LocalLLaMA/comments/1pf3ai8/llama_405b_is_worse_than_gemma_3_12b/ | false | false | 30 | null | ||
What to do with an unused server? | 0 | I work in IT and earlier this year we purchased a server as an AI test pilot to run LLM's within the company. I set it up and have Ollama and OpenWebUI running on it with a few models and have created a couple of simple RAG databases with some company data for the users to play around with. Problem is..no one cares. Pe... | 2025-12-05T18:51:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pf3a3w/what_to_do_with_an_unused_server/ | beifall | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf3a3w | false | null | t3_1pf3a3w | /r/LocalLLaMA/comments/1pf3a3w/what_to_do_with_an_unused_server/ | false | false | self | 0 | null |
Poll : when is the ai bubble going to burst? | 0 |
[View Poll](https://www.reddit.com/poll/1pf2p81) | 2025-12-05T18:28:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pf2p81/poll_when_is_the_ai_bubble_going_to_burst/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf2p81 | false | null | t3_1pf2p81 | /r/LocalLLaMA/comments/1pf2p81/poll_when_is_the_ai_bubble_going_to_burst/ | false | false | self | 0 | null |
A lightweight way to track agent drift / repair / reentry in real workloads | 1 | I've been experimenting with a small framework for understanding how AI agents drift off-path and how they recover.
A lot of tracing/observability tools show what happened, but the meaning behind the events is still kind of fuzzy in my experience. So I tried to model the interaction loop in a really simple way: drift... | 2025-12-05T18:24:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pf2lz3/a_lightweight_way_to_track_agent_drift_repair/ | SomeClick5007 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf2lz3 | false | null | t3_1pf2lz3 | /r/LocalLLaMA/comments/1pf2lz3/a_lightweight_way_to_track_agent_drift_repair/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'AnqjlKIHf2YWHz88eRfBtGVGywQY50okA-1kZQ7z2Ok', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/AnqjlKIHf2YWHz88eRfBtGVGywQY50okA-1kZQ7z2Ok.png?width=108&crop=smart&auto=webp&s=5ccc63b16c3b3a7be78041e496689b434fe3e161', 'width': 108}, {'height': 108, 'url': 'h... |
Best qwen3 next finetune? | 0 | im loving the base model, but are there any finetunes for roleplay? | 2025-12-05T17:39:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pf1ej4/best_qwen3_next_finetune/ | Commercial-Ad-1148 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf1ej4 | false | null | t3_1pf1ej4 | /r/LocalLLaMA/comments/1pf1ej4/best_qwen3_next_finetune/ | false | false | self | 0 | null |
been experimenting with parallel agent execution locally. way harder than i thought | 2 | saw some commercial tools doing parallel agent execution (multiple ai agents working on different parts of code at the same time). wanted to replicate it locally
been trying for about 2 weeks. its way more complex than i expected
the idea sounds simple:
\- agent 1 works on the api layer
\- agent 2 works on database... | 2025-12-05T17:13:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pf0qbz/been_experimenting_with_parallel_agent_execution/ | New-Needleworker1755 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf0qbz | false | null | t3_1pf0qbz | /r/LocalLLaMA/comments/1pf0qbz/been_experimenting_with_parallel_agent_execution/ | false | false | self | 2 | null |
You will own nothing and you will be happy! | 656 | Come and put everything in to cloud. We now getting into hardware as a service. The RAM craze will impact everything to the point where consumers can't afford normal hardware anymore because it's all scrapped off, locked away and put into datacenters to sell to you services to store your data. (Of course that data also... | 2025-12-05T17:13:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pf0q99/you_will_own_nothing_and_you_will_be_happy/ | dreamyrhodes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf0q99 | false | null | t3_1pf0q99 | /r/LocalLLaMA/comments/1pf0q99/you_will_own_nothing_and_you_will_be_happy/ | false | false | self | 656 | {'enabled': False, 'images': [{'id': 'oP0l2rejncOsq_TveA1R0U9shc_OwwpuAhvKmhf_Vck', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/oP0l2rejncOsq_TveA1R0U9shc_OwwpuAhvKmhf_Vck.jpeg?width=108&crop=smart&auto=webp&s=e49f4cedcd1b4c447c70cf8b8b1d848a86218259', 'width': 108}, {'height': 162, 'url': '... |
What’s the best Local LLM to fully use 128 GB of unified memory in a DGX Spark or AMD Max+ 395? | 10 | I’ve got a DGX Spark at work and I’m wondering what is the largest most capable model that will fit in its 128 GB of unified memory. I also have the same question regarding its closest competitor: the AMD Max+ 395.
So far, it seems that GPT-OSS-120b at 128k context is best from performance / context window size for me... | 2025-12-05T17:03:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pf0gmo/whats_the_best_local_llm_to_fully_use_128_gb_of/ | Porespellar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf0gmo | false | null | t3_1pf0gmo | /r/LocalLLaMA/comments/1pf0gmo/whats_the_best_local_llm_to_fully_use_128_gb_of/ | false | false | self | 10 | null |
Need Developers? My Team Covers Web, Mobile, Backend, QA & Design — Open for Work | 1 | [removed] | 2025-12-05T16:59:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pf0d2n/need_developers_my_team_covers_web_mobile_backend/ | Farhan-DotNet | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf0d2n | false | null | t3_1pf0d2n | /r/LocalLLaMA/comments/1pf0d2n/need_developers_my_team_covers_web_mobile_backend/ | false | false | self | 1 | null |
[Release] Hypnos i2-32B: I trained Qwen3-32B with entropy from three quantum sources (superconductors + vacuum + nuclear decay). | 10 | Hey r/LocalLLaMA! 👋
https://preview.redd.it/ieocm60e0f5g1.jpg?width=1280&format=pjpg&auto=webp&s=691cb43fd0c89ccd19fe1d6bdfd9916df6ac2bd5
Thank you so much for the amazing support on the Hypnos i1-8B release! My IBM Quantum grant is ending soon, so I wanted to build something bigger: \*\*Hypnos i2-32B\*\* is trained... | 2025-12-05T16:54:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pf084y/release_hypnos_i232b_i_trained_qwen332b_with/ | Disastrous_Bid5976 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf084y | false | null | t3_1pf084y | /r/LocalLLaMA/comments/1pf084y/release_hypnos_i232b_i_trained_qwen332b_with/ | false | false | 10 | null | |
advices | 1 | i have rtx3050 8gb i use lm studio app i want llm can do tool use and reasoning(reasoning optinal) and i want it run full on my gpu whit max context (almost remember everytihng) and if you know a turkish model can do all of it pls tell it if no model like that whit turkish just tell english models | 2025-12-05T16:54:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pf07u1/advices/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pf07u1 | false | null | t3_1pf07u1 | /r/LocalLLaMA/comments/1pf07u1/advices/ | false | false | self | 1 | null |
The matrix is glitching | 0 | 2025-12-05T16:49:38 | aguyinapenissuit69 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pf03c2 | false | null | t3_1pf03c2 | /r/LocalLLaMA/comments/1pf03c2/the_matrix_is_glitching/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'uqd05mkj0f5g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/uqd05mkj0f5g1.png?width=108&crop=smart&auto=webp&s=56a275727a39d1dea5ecd9b14c4f4061796d398b', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/uqd05mkj0f5g1.png?width=216&crop=smart&auto=we... | ||
I Guess I discovered AGI | 0 | 2025-12-05T16:45:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pezzar/i_guess_i_discovered_agi/ | absurd-dream-studio | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pezzar | false | null | t3_1pezzar | /r/LocalLLaMA/comments/1pezzar/i_guess_i_discovered_agi/ | false | false | 0 | null | ||
Blood and stardust! Watch 9 local LLMs debate Star Wars vs Star Trek | 66 | The last post was too much fun, so here we go again.
Debate Arena v2 adds the top suggestions from last time:
* **NO MORE TIES** for u/NodeTraverser, the 9th model guarantees one side wins
* **Smooth setup** for u/Vercinthia and u/work__reddit, the web app helps you install, start the backend, and download models
* *... | 2025-12-05T16:26:16 | https://v.redd.it/t6y4gtw0se5g1 | jfowers_amd | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pezh1k | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/t6y4gtw0se5g1/DASHPlaylist.mpd?a=1767543991%2CNzJlYzcyY2FkN2FmNDJmNTAwZmZiYzFhYmIwYzliNmI1ZTc2NTEwOGMwN2UzNGEzYmQ4NDRiMDBhZTFlNzc2OA%3D%3D&v=1&f=sd', 'duration': 26, 'fallback_url': 'https://v.redd.it/t6y4gtw0se5g1/CMAF_480.mp4?source=fallback', 'ha... | t3_1pezh1k | /r/LocalLLaMA/comments/1pezh1k/blood_and_stardust_watch_9_local_llms_debate_star/ | false | false | 66 | {'enabled': False, 'images': [{'id': 'aTRpOTR6dzBzZTVnMSe6y4zOHIyGUsL1YtaqMqowYCso8PTyfwm1haQrI9uz', 'resolutions': [{'height': 150, 'url': 'https://external-preview.redd.it/aTRpOTR6dzBzZTVnMSe6y4zOHIyGUsL1YtaqMqowYCso8PTyfwm1haQrI9uz.png?width=108&crop=smart&format=pjpg&auto=webp&s=44317c5bbf0bc3e8b1cb9e39fb942ee8f274... | |
Why do LLM response formats often use <| |> (as in <|message|>) instead of <message>, and why do they use <|end|> instead of </message>? | 108 | If I had to guess, I'd assume it's tokenization because "<|" is not a very commonly occurring pattern in pre-training, which allows devs to make "<|message|>" a single token.
That being said, the <|end|> is still a bit disorienting, at least to me reading as a human. You can see that the <|start|> block ends with anot... | 2025-12-05T16:14:03 | Amazydayzee | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pez5ch | false | null | t3_1pez5ch | /r/LocalLLaMA/comments/1pez5ch/why_do_llm_response_formats_often_use_as_in/ | false | false | default | 108 | {'enabled': True, 'images': [{'id': '5e5ir2zlte5g1', 'resolutions': [{'height': 32, 'url': 'https://preview.redd.it/5e5ir2zlte5g1.png?width=108&crop=smart&auto=webp&s=0cabb5c0ff37467edcf79a01d6d9cca77d41ff7a', 'width': 108}, {'height': 65, 'url': 'https://preview.redd.it/5e5ir2zlte5g1.png?width=216&crop=smart&auto=webp... | |
Any local chat client that implemented method to increase memory / context | 0 | Any local chat client that implemented method to increase memory / context, like rag or summarize? | 2025-12-05T16:10:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pez1r2/any_local_chat_client_that_implemented_method_to/ | Alarmed_Wind_4035 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pez1r2 | false | null | t3_1pez1r2 | /r/LocalLLaMA/comments/1pez1r2/any_local_chat_client_that_implemented_method_to/ | false | false | self | 0 | null |
My eBay bargain £720 workstation | 5 | Since LLM's burst onto the scene I've been slumming it with my i7-1185G7 16gb laptop. If I'm patient you can squeeze a 12-14b model in and get 2-3tok/s or even gpt-oss-20b at about 10tok/s if you don't want any memory left to do anything else with.
I've got children and despite my advocating, skipping a Christmas or t... | 2025-12-05T15:41:09 | https://www.reddit.com/r/LocalLLaMA/comments/1peyae6/my_ebay_bargain_720_workstation/ | BigYoSpeck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peyae6 | false | null | t3_1peyae6 | /r/LocalLLaMA/comments/1peyae6/my_ebay_bargain_720_workstation/ | false | false | 5 | null | |
Workaround for broken Hermes 4.3 thinking switch in llama.cpp | 6 | [Hermes 4.3](https://www.reddit.com/r/LocalLLaMA/comments/1pdfk0o/hermes_43_36b_model_released/) was released recently, based on the dense Seed-OSS 36B model. It behaves like an instruct model by default, but thinking can be enabled in two ways. One of them is to set a [specific system prompt](https://huggingface.co/No... | 2025-12-05T15:26:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pexxe2/workaround_for_broken_hermes_43_thinking_switch/ | Chromix_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexxe2 | false | null | t3_1pexxe2 | /r/LocalLLaMA/comments/1pexxe2/workaround_for_broken_hermes_43_thinking_switch/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'XBBLYFqBYqGt7PZ_IJ27kJe7uuRF11MPmTwpnb3hag4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/XBBLYFqBYqGt7PZ_IJ27kJe7uuRF11MPmTwpnb3hag4.png?width=108&crop=smart&auto=webp&s=20b2b8310fe2b37f75489f628eb4adcc57d6ee30', 'width': 108}, {'height': 116, 'url': 'h... |
Why did GLM stop creating smaller models? | 21 | GLM 30B 3B MoE would be really great. | 2025-12-05T15:21:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pext5t/why_did_glm_stop_creating_smaller_models/ | AI-Man-75 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pext5t | false | null | t3_1pext5t | /r/LocalLLaMA/comments/1pext5t/why_did_glm_stop_creating_smaller_models/ | false | false | self | 21 | null |
Thinking about buying 5060ti 16gb is it smart at current market | 9 | I know there are a lot of we don't know, I don't expect anyone to give me definitive answer.
Currently I'm using 4060 it's small and not mighty but it allows me to run 12b - 15b models at 5-12 tokens per second depend on the context size.
llm for me is hobby I love tinker with stuff, so while the 4060 is small it doe... | 2025-12-05T15:21:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pexsdg/thinking_about_buying_5060ti_16gb_is_it_smart_at/ | ResponsibleTruck4717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexsdg | false | null | t3_1pexsdg | /r/LocalLLaMA/comments/1pexsdg/thinking_about_buying_5060ti_16gb_is_it_smart_at/ | false | false | self | 9 | null |
GPUs or DDR5 | 1 | [removed] | 2025-12-05T15:20:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pexs1q/gpus_or_ddr5/ | AI-Man-75 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexs1q | false | null | t3_1pexs1q | /r/LocalLLaMA/comments/1pexs1q/gpus_or_ddr5/ | false | false | self | 1 | null |
DDR5s or old GPUs? | 1 | [removed] | 2025-12-05T15:19:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pexqsg/ddr5s_or_old_gpus/ | AI-Man-75 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexqsg | false | null | t3_1pexqsg | /r/LocalLLaMA/comments/1pexqsg/ddr5s_or_old_gpus/ | false | false | self | 1 | null |
A small experiment: showing how a browser agent can actually make decisions (no LLM) | 0 | First, thanks you to everyone for having much interest about my small demonstration and experiment.. I've got some more questions than expected;
"Is this a agent?"
"is this a 'decision-making'?"
And I also realized the demo wasn't clear enough, so I made another simper experiment to show what i mean;
**What I'm try... | 2025-12-05T15:18:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pexpxw/a_small_experiment_showing_how_a_browser_agent/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexpxw | false | null | t3_1pexpxw | /r/LocalLLaMA/comments/1pexpxw/a_small_experiment_showing_how_a_browser_agent/ | false | false | self | 0 | null |
I built a brower automation agent that runs with NO LLM and NO Internet. Here is the domo | 0 | Thanks for again for the interest in my previous experiment “Debugging automation by playwright MCP”
I tried something different this time, and wanted to share the results with u
What’s different from my last demo
The previous one, I used Claude Code built-in Playwight MCP. This time, I downloaded playwright b... | 2025-12-05T15:16:45 | https://v.redd.it/3lresqdyje5g1 | Echo_OS | /r/LocalLLaMA/comments/1pexofi/i_built_a_brower_automation_agent_that_runs_with/ | 1970-01-01T00:00:00 | 0 | {} | 1pexofi | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/3lresqdyje5g1/DASHPlaylist.mpd?a=1767669413%2COWQyMmRjOTY5MGEzMjM4MDI3NzA4NTQ1MjUxZWVlNjMxYjJjOGY1NjE3OTlhZjliOGEwNWQ0MWE1NTE1Mjk2Mw%3D%3D&v=1&f=sd', 'duration': 40, 'fallback_url': 'https://v.redd.it/3lresqdyje5g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pexofi | /r/LocalLLaMA/comments/1pexofi/i_built_a_brower_automation_agent_that_runs_with/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'NDJqcmZkOHlqZTVnMVlz3Ze3eCyQGEwT0iy_nHQ0Is8LbGnOmSFNWnmRNAkq', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/NDJqcmZkOHlqZTVnMVlz3Ze3eCyQGEwT0iy_nHQ0Is8LbGnOmSFNWnmRNAkq.png?width=108&crop=smart&format=pjpg&auto=webp&s=ae72cf700d078aee1d7f93e99c5edf620bdc8... | |
LongCat-Image: 6B model with strong efficiency, photorealism, and Chinese text rendering | 172 | 2025-12-05T15:15:46 | https://huggingface.co/meituan-longcat/LongCat-Image | abdouhlili | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pexnfp | false | null | t3_1pexnfp | /r/LocalLLaMA/comments/1pexnfp/longcatimage_6b_model_with_strong_efficiency/ | false | false | default | 172 | {'enabled': False, 'images': [{'id': 'wKVXYkAgQd2YCzTWH9wJHT9a9O4yMSOT8w5RQDj-cGQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/wKVXYkAgQd2YCzTWH9wJHT9a9O4yMSOT8w5RQDj-cGQ.png?width=108&crop=smart&auto=webp&s=32a6ae7ee48814af2c03ddb7c9290476c0d276be', 'width': 108}, {'height': 116, 'url': 'h... | |
I built a browser automation agent that runs with NO LLM and NO Internet. Here’s the demo. | 1 | ERROR: type should be string, got "\n\nhttps://reddit.com/link/1pexi7h/video/6ug4yuc8ie5g1/player\n\nHi, Im Nick Heo\n\nThanks for again for the interest in my previous experiment “Debugging automation by playwright MCP”\n\nI tried something different this time, and wanted to share the results with u\n\n1. What’s different from my last demo\n\nThe previous one, I used Claude Code built-in Playwight MCP. This time, I downloaded playwright by myself by docker.(mcr.microsoft.com/playwright:v1.49.0-jammy)\n\nAnd tried a Playwright based automation engine, which is I extended by myself, running with “no LLM”\n\nIt looks same browser, but completely different model with previous one.\n\n2. Test Conditions\n\nIntentionally strictly made conditions;\n\n* No LLM(no API, no interface engine)\n* No internet\n\neven though those restrictions test result showed pass\n\n3. About Video Quality\n\nI originally wanted to use professional, and PC embedded recordings, but for some reasons it didn't work well with recording Window Web UI.\n\nSorry for the low quality..(But the run is real)\n\n4. Implementation is simple\n\nCore Ideas are as below;\n\n1. Read the DOM → classify the current page (Login / Form / Dashboard / Error)\n2. Use rule-based logic to decide the next action\n3. Let Playwright execute actions in the browser\n\nSo the architecture is:\n\nJudgment = local rule engine Execution = Playwright\n\n5. Next experiment\n\nWhat will happen when an LLM starts using this rule-based offline engine as part of its own workflow\n\n6. Feedback welcome\n\n \n7. To be clear, this is not about replacing LLMs. It’s about reducing unnecessary LLM usage and improving reliability.\n\nIt works offline because the agent directly reads the DOM, classifies page states deterministically, and selects actions through a rule-based judgment engine — no LLM in the loop.\n\nBR" | 2025-12-05T15:09:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pexi7h/i_built_a_browser_automation_agent_that_runs_with/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pexi7h | false | null | t3_1pexi7h | /r/LocalLLaMA/comments/1pexi7h/i_built_a_browser_automation_agent_that_runs_with/ | false | false | self | 1 | null |
Update: Added a smart swarm neural network last night — overnight run hit stable k-weight evolution on consumer hardware | 0 | Quick update from yesterday’s post about my offline, self-evolving multi-agent swarm (“Helm”).
Last night I added a smart swarm neural network layer to the system and let it run overnight with k-weight adaptive routing enabled.
Hardware: i7-12700K | 64GB RAM | Intel ARC
Here’s what happened:
• 35,582 autonomous upd... | 2025-12-05T14:10:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pew1rl/update_added_a_smart_swarm_neural_network_last/ | tylermart | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pew1rl | false | null | t3_1pew1rl | /r/LocalLLaMA/comments/1pew1rl/update_added_a_smart_swarm_neural_network_last/ | false | false | self | 0 | null |
[Release] L11 Semantic OS — A JSON-based protocol for "Identity Persistence" across local & frontier models (Spec + IR Schema + n8n Demo) | 0 | **Local LLMs are improving fast.**
**But they still suffer from the same fundamental failure mode:**
# They forget who they are.
Not because the models are bad —
but because nothing maintains a *persistent self-state* across turns, threads, or models.
I tried every trick: system prompts, RAG, memories, embedding... | 2025-12-05T13:58:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pevqti/release_l11_semantic_os_a_jsonbased_protocol_for/ | Glass-Summer-9031 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pevqti | false | null | t3_1pevqti | /r/LocalLLaMA/comments/1pevqti/release_l11_semantic_os_a_jsonbased_protocol_for/ | false | false | self | 0 | null |
I’m new, how do I create and train my own model? | 0 | I have ollama and openwebui setup with docker and am using cloudflare tunneling with 2FA for offsite secure access.
The available models with my added reference documents are a wonderful start. However, it’s clunky for specific use cases. I’m ready to train and build my own model so I can further optimize.
I have so... | 2025-12-05T13:49:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pevixz/im_new_how_do_i_create_and_train_my_own_model/ | Doubt_the_Hermit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pevixz | false | null | t3_1pevixz | /r/LocalLLaMA/comments/1pevixz/im_new_how_do_i_create_and_train_my_own_model/ | false | false | self | 0 | null |
Modern RAG Setups | 13 | Hello I don’t do RAG too much and I fell behind.
What do you think is best in RAG these days?
Which open source RAG repos have you particularly liked recently? | 2025-12-05T13:43:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pevec3/modern_rag_setups/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pevec3 | false | null | t3_1pevec3 | /r/LocalLLaMA/comments/1pevec3/modern_rag_setups/ | false | false | self | 13 | null |
[Project] A Distributed Orchestrator Architecture to replace Search Indexing | 3 | I am proposing a shift in how we connect LLMs to real-time data. Currently, we rely on Search Engines (RAG over indexed HTML) or Function Calling (which has a scalability limit inside the Context Window).
I built a POC called **Agent Orchestrator** that moves the logic layer out of the LLM and into a distributed REST ... | 2025-12-05T13:09:02 | https://www.reddit.com/r/LocalLLaMA/comments/1peumxr/project_a_distributed_orchestrator_architecture/ | sotpak_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peumxr | false | null | t3_1peumxr | /r/LocalLLaMA/comments/1peumxr/project_a_distributed_orchestrator_architecture/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'V4Kbl49hc_DbgxLFl-1PLn8rPNdCBGODlLpp9icFTRE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/V4Kbl49hc_DbgxLFl-1PLn8rPNdCBGODlLpp9icFTRE.png?width=108&crop=smart&auto=webp&s=2dbda68a0a5137df84948ea3d43587280eb2f962', 'width': 108}, {'height': 108, 'url': 'h... |
https://livebench.ai - Open Weight Models Only | 100 | There were some questions about how Qwen 3 Next compares to GPT-OSS. I think whole table may be useful. What do you think about this ordering? | 2025-12-05T13:01:22 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1peuh30 | false | null | t3_1peuh30 | /r/LocalLLaMA/comments/1peuh30/httpslivebenchai_open_weight_models_only/ | false | false | 100 | {'enabled': True, 'images': [{'id': 'NFuPc-FDvQNl3f0bezbB1HrmnYWTG-DBPMujFvg0lL4', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/ohayhhgivd5g1.png?width=108&crop=smart&auto=webp&s=10b9b0fc8613d3119b544229b9b8aa779822b5f7', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/ohayhhgivd5g1.png... | ||
What Am I Doing Wrong? | 0 | Hey everyone,
I’m pretty new to the whole local LLM ecosystem, and I’ve been a heavy Cursor user for web dev. I wanted to explore local alternatives so I don’t rely on cloud models all the time.
I don’t expect local models to be as good as GPT/Claude but I *do* want something that can:
* read my project
* edit mul... | 2025-12-05T12:58:25 | https://www.reddit.com/r/LocalLLaMA/comments/1peuer7/what_am_i_doing_wrong/ | Different_Spite_1599 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peuer7 | false | null | t3_1peuer7 | /r/LocalLLaMA/comments/1peuer7/what_am_i_doing_wrong/ | false | false | self | 0 | null |
I stopped using Chains. Here is the LangGraph + Pydantic architecture I use instead (Open Source). | 4 | Hi r/LocalLLaMA,
We all know the pain: You get a local model working perfectly with a prompt, but the moment you try to chain it into an agent, it hallucinates the JSON format or gets stuck in a loop.
Simple linear "Chains" just aren't robust enough for smaller local models.
I spent the last few months refactoring m... | 2025-12-05T12:46:20 | https://www.reddit.com/r/LocalLLaMA/comments/1peu5x0/i_stopped_using_chains_here_is_the_langgraph/ | petburiraja | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peu5x0 | false | null | t3_1peu5x0 | /r/LocalLLaMA/comments/1peu5x0/i_stopped_using_chains_here_is_the_langgraph/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'u4lXkIGAauecfPnhgkYjlIPcKr3CufWnqn4tWTnaIEQ', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/u4lXkIGAauecfPnhgkYjlIPcKr3CufWnqn4tWTnaIEQ.jpeg?width=108&crop=smart&auto=webp&s=1a5ce5d1823579eb4b552aa70a8ba1789688d7e3', 'width': 108}, {'height': 134, 'url': '... |
Anyone had luck with getting NP-hardness proofs? | 2 | Has anyone found a model that is good at giving NP-hardness proofs? I have found models that are (typically) very good at math but nothing that can give a convincing NP-hardness proof yet.
Maybe they are just not trained for that sort of thing. | 2025-12-05T12:37:43 | https://www.reddit.com/r/LocalLLaMA/comments/1petzxa/anyone_had_luck_with_getting_nphardness_proofs/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1petzxa | false | null | t3_1petzxa | /r/LocalLLaMA/comments/1petzxa/anyone_had_luck_with_getting_nphardness_proofs/ | false | false | self | 2 | null |
which device can run smoothly on your LOCAL AI like internet (supercomputer mini supercomputer) | 0 | here top 2 can run smoothly on your LOCAL AI desktop like internet
No. 1: El Capitan
Location: Lawrence Livermore National Laboratory, Livermore, Calif.
HPL Score: 1.742 Exaflop/s
System model: HPE Cray EX255a
Processors: AMD 4th generation EPYC processors with 24 cores at 1.8 GHz and AMD Instinct MI300A accelerators... | 2025-12-05T12:17:18 | Adventurous_Role_489 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1petlnd | false | null | t3_1petlnd | /r/LocalLLaMA/comments/1petlnd/which_device_can_run_smoothly_on_your_local_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '1szgxn1qmd5g1', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/1szgxn1qmd5g1.jpeg?width=108&crop=smart&auto=webp&s=1fdf39f7e9122381247d7598e46fc883f155dec8', 'width': 108}, {'height': 143, 'url': 'https://preview.redd.it/1szgxn1qmd5g1.jpeg?width=216&crop=smart&auto=w... | |
Translating WEBPAGES using LOCAL MODEL on IPAD - pushing what is possible on mobile devices | 5 | Browsers comes with translation tool - but few of them provide legible translations. We are not used to the high quality translation provided by LLMs, and we expect the same experience with webpages translation when browsing.
I am pleased to announce that Vector Space now integrates Webpage translation. Featuring:
\-... | 2025-12-05T12:13:51 | https://v.redd.it/nshmwk5gkd5g1 | Glad-Speaker3006 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1petj5z | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/nshmwk5gkd5g1/DASHPlaylist.mpd?a=1767528847%2CNWY4MTA4MTdmYTA1OGRmZDk2YmI0ZTEwZjdiY2I1MGUxMTc4NjdmM2QyMWRkOTk0YTM0NGY5OTM0ODBiZjkzMQ%3D%3D&v=1&f=sd', 'duration': 8, 'fallback_url': 'https://v.redd.it/nshmwk5gkd5g1/CMAF_720.mp4?source=fallback', 'has... | t3_1petj5z | /r/LocalLLaMA/comments/1petj5z/translating_webpages_using_local_model_on_ipad/ | false | false | 5 | {'enabled': False, 'images': [{'id': 'MG1lYWNkNWdrZDVnMbGZuE73apWWV4OXUh_E1FgYvcn3hyCVV1TYFjL5UHZI', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/MG1lYWNkNWdrZDVnMbGZuE73apWWV4OXUh_E1FgYvcn3hyCVV1TYFjL5UHZI.png?width=108&crop=smart&format=pjpg&auto=webp&s=36515d869c031c635893b3bad7576bd3c2fbb... | |
What are your favs to test for the local small model under 4B parameter | 2 | give me some test that you all like to perform on your local llm model i would like to test and also i am new to this local llm world
| 2025-12-05T11:55:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pet61h/what_are_your_favs_to_test_for_the_local_small/ | uchiha_here | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pet61h | false | null | t3_1pet61h | /r/LocalLLaMA/comments/1pet61h/what_are_your_favs_to_test_for_the_local_small/ | false | false | self | 2 | null |
Synthetic feedback loops and “hall of illusions” collapse (toy experiments + open letter) | 0 | A recent preprint looks at what happens when synthetic data dominates across generations in simple settings and finds “hall of illusions” behavior: models tuned repeatedly on mixtures of real data and their own outputs can look fine on their synthetic-like distribution while performance on **real-only** test data, espe... | 2025-12-05T11:52:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pet48f/synthetic_feedback_loops_and_hall_of_illusions/ | Snoo-85306 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pet48f | false | null | t3_1pet48f | /r/LocalLLaMA/comments/1pet48f/synthetic_feedback_loops_and_hall_of_illusions/ | false | false | self | 0 | null |
Released a companion tool for MRS: a transparent reasoning inspector | 0 | The first tool (MRS-Scaffold) made long reasoning chains more stable. This one shows their internal structure.
MRS-Inspector:
- state-by-state tracing
- parent/child call graph
- timing + phases
- JSON traces
- optional PNG graphs
Repo: https://github.com/rjsabouhi/mrs-inspector
PyPI: https://pypi.org/project/mrs... | 2025-12-05T11:44:50 | https://www.reddit.com/r/LocalLLaMA/comments/1peszdc/released_a_companion_tool_for_mrs_a_transparent/ | RJSabouhi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peszdc | false | null | t3_1peszdc | /r/LocalLLaMA/comments/1peszdc/released_a_companion_tool_for_mrs_a_transparent/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '1BimUzmhwXHlvIyE3zVhlP9xLJA8LpHCgVOcpTBfNeM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/1BimUzmhwXHlvIyE3zVhlP9xLJA8LpHCgVOcpTBfNeM.png?width=108&crop=smart&auto=webp&s=1af8776ea34cf8fe5e2eb970e31ff26e460c8a1b', 'width': 108}, {'height': 108, 'url': 'h... |
Open WebUI + Ollama (gpt-oss:120b) on-prem for ~100 users — performance & TLS 1.2 | 0 |
Hi all,
We’re testing an on-prem setup with Open WebUI + Ollama (gpt-oss:120b) and want to understand if our stack can handle more users.
Hardware
Windows workstation, Intel Xeon
128 GB RAM, NVIDIA RTX 6000 (96 GB VRAM)
With just a few users, responses already feel a bit slow. Our goal is around 80–100 concurre... | 2025-12-05T11:41:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pesxal/open_webui_ollama_gptoss120b_onprem_for_100_users/ | chirchan91 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pesxal | false | null | t3_1pesxal | /r/LocalLLaMA/comments/1pesxal/open_webui_ollama_gptoss120b_onprem_for_100_users/ | false | false | self | 0 | null |
I indexed 1000+ libraries so your agents stop hallucinating (Free API) | 2 | Hi everyone,
I've been working on a tool to help with RAG pipelines for coding agents, and I wanted to share it with the community.
**The Problem:** Local models (and even GPT-4) are often outdated on fast-moving libraries like `langchain`, `pydantic`, or `nextjs`. They write code that doesn't work anymore.
**The So... | 2025-12-05T11:00:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pes8de/i_indexed_1000_libraries_so_your_agents_stop/ | capariz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pes8de | false | null | t3_1pes8de | /r/LocalLLaMA/comments/1pes8de/i_indexed_1000_libraries_so_your_agents_stop/ | false | false | self | 2 | null |
Basketball AI with RF-DETR, SAM2, and SmolVLM2 | 429 | resources: [youtube](https://www.youtube.com/watch?v=yGQb9KkvQ1Q), [code](https://colab.research.google.com/github/roboflow-ai/notebooks/blob/main/notebooks/basketball-ai-how-to-detect-track-and-identify-basketball-players.ipynb), [blog](https://blog.roboflow.com/identify-basketball-players)
\- player and number detec... | 2025-12-05T10:53:12 | https://v.redd.it/k6kmogju8d5g1 | RandomForests92 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pes3pu | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/k6kmogju8d5g1/DASHPlaylist.mpd?a=1767524010%2CZWZkMDIwMDQyYTk0NzZiMzZlNjc0YWQ0MDFhOTRlOTYyZjhhNWFiN2YwYzFkYjFmN2QyZThmZGE5ZDQ0NDliMg%3D%3D&v=1&f=sd', 'duration': 18, 'fallback_url': 'https://v.redd.it/k6kmogju8d5g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pes3pu | /r/LocalLLaMA/comments/1pes3pu/basketball_ai_with_rfdetr_sam2_and_smolvlm2/ | false | false | 429 | {'enabled': False, 'images': [{'id': 'N2czYjlxanU4ZDVnMZ78lEX-DYraHupkrsvdafpxwsSm-SfqaN6z7l9OZr1B', 'resolutions': [{'height': 121, 'url': 'https://external-preview.redd.it/N2czYjlxanU4ZDVnMZ78lEX-DYraHupkrsvdafpxwsSm-SfqaN6z7l9OZr1B.png?width=108&crop=smart&format=pjpg&auto=webp&s=72b5970c8945fd4bca7811c1c3e2f9b80d79... | |
Shower thought | 5 | The more I work with multi-agent setups, the more I keep seeing the same pattern everywhere in computer science
Like… agents aren’t mystical.
They’re basically just OOP classes expressed in language.
Roles behave like class configs.
Protocols behave like methods.
Mandates behave like invariants.
Your words become arg... | 2025-12-05T10:47:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pes0bd/shower_thought/ | Giant_of_Lore | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pes0bd | false | null | t3_1pes0bd | /r/LocalLLaMA/comments/1pes0bd/shower_thought/ | false | false | self | 5 | null |
What does it mean? | 0 | on Gemini I ran custom engine, and Gemini has declared the end of hallucinations. I don't know what this log means, since I only coded it with AI. Does anyone know how to interpret it? | 2025-12-05T10:42:11 | https://www.reddit.com/gallery/1perxcs | GlockevonPavlov | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1perxcs | false | null | t3_1perxcs | /r/LocalLLaMA/comments/1perxcs/what_does_it_mean/ | false | false | 0 | null | |
Anyone embed a local RAG assistant inside their app? What issues did you hit & where should I start? | 2 | I’m looking into bundling a **local RAG help assistant** inside a desktop application so the user can ask questions about the software without any internet.
Plan would involve:
* Local embeddings (docs split into chunks)
* A quantized model (phi, mistral, llama, etc.)
* Offline inference only
* A simple RAG loop
Bef... | 2025-12-05T10:22:33 | https://www.reddit.com/r/LocalLLaMA/comments/1perm3r/anyone_embed_a_local_rag_assistant_inside_their/ | Equivalent_Heat3398 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1perm3r | false | null | t3_1perm3r | /r/LocalLLaMA/comments/1perm3r/anyone_embed_a_local_rag_assistant_inside_their/ | false | false | self | 2 | null |
C-Line: a minimal open pipeline to validate attribution logs & compute trust/payouts works with any model | 0 | We just released **C-Line (Crovia Core Line)** — a deterministic, verifiable pipeline that turns raw AI attribution logs (`royalty_receipt.v1`) into trust scores, payouts, and a sign-ready evidence bundle.
The problem: every AI lab logs attribution differently. No shared schema, no verification, no auditability.
C-Li... | 2025-12-05T10:07:47 | CroviaTrust | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1perdr2 | false | null | t3_1perdr2 | /r/LocalLLaMA/comments/1perdr2/cline_a_minimal_open_pipeline_to_validate/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'yb7e2wzt0d5g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/yb7e2wzt0d5g1.png?width=108&crop=smart&auto=webp&s=a87beec4ef454616aeb5cc3ef0e155dd764ebef5', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/yb7e2wzt0d5g1.png?width=216&crop=smart&auto=we... | |
100% Local AI for VSCode? | 35 | I am using VS Code with Roo Code and GLM 4.5 Air or GPT-OSS 120b running 100% locally. But there ara bits and pieces of build in AI in VS Code that I can't seem to get rid of. And those things will upload my code to unknown parties, which I definitely don't like.
First is the code completion (Copilot) - this is tied t... | 2025-12-05T09:44:50 | https://www.reddit.com/r/LocalLLaMA/comments/1per0lz/100_local_ai_for_vscode/ | Baldur-Norddahl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1per0lz | false | null | t3_1per0lz | /r/LocalLLaMA/comments/1per0lz/100_local_ai_for_vscode/ | false | false | self | 35 | null |
I downloaded “just one model”… now it's 40GB and growing | 0 | I thought local LLMs would save space and give privacy.
Instead, I now have 5 versions of the same model, 3 quantizations I don’t understand anymore, and a downloads folder heavier than my hopes.
How do you keep your model collection under control?
Or is hoarding GGUF files just the LocalLLaMA lifestyle now?
| 2025-12-05T09:19:25 | https://www.reddit.com/r/LocalLLaMA/comments/1peqmo9/i_downloaded_just_one_model_now_its_40gb_and/ | Future_Draw5416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peqmo9 | false | null | t3_1peqmo9 | /r/LocalLLaMA/comments/1peqmo9/i_downloaded_just_one_model_now_its_40gb_and/ | false | false | self | 0 | null |
Mistral 3 14b against the competition ? | 27 | Hello everyone,
did you tried the new mistral models particularly 14B, and if yes how does it compare to the competition at the same range of parameters (between 10 and 30B) ?
Thanks in advance,
Pierre | 2025-12-05T09:16:35 | https://www.reddit.com/r/LocalLLaMA/comments/1peql6c/mistral_3_14b_against_the_competition/ | EffectiveGlove1651 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peql6c | false | null | t3_1peql6c | /r/LocalLLaMA/comments/1peql6c/mistral_3_14b_against_the_competition/ | false | false | self | 27 | null |
Local LLMs were supposed to simplify my life… now I need a guide for my guides | 132 | I installed Ollama “just to try it.”
Then I discovered text-generation-webui.
Then I discovered LM Studio.
Then I discovered quantizations… rope scaling… vocab merging… GPU offloading…
Now I'm 30 hours deep into tweaking settings so I can ask my computer, “What should I cook today?”
Does anyone else feel like local A... | 2025-12-05T09:00:09 | https://www.reddit.com/r/LocalLLaMA/comments/1peqbu0/local_llms_were_supposed_to_simplify_my_life_now/ | Fab_Terminator | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peqbu0 | false | null | t3_1peqbu0 | /r/LocalLLaMA/comments/1peqbu0/local_llms_were_supposed_to_simplify_my_life_now/ | false | false | self | 132 | null |
ELI5: What Super Agent Stack Actually Does (Simple Breakdown) | 0 | \## Think of Super Agent Stack like this:
\*\*Traditional LLM Setup:\*\* You're managing a restaurant kitchen where you need to order ingredients (APIs) separately, keep them fresh in different fridges (Redis, Qdrant), and coordinate between multiple vendors. Chaos.
\*\*Super Agent Stack:\*\* One vendor delivers ... | 2025-12-05T08:41:57 | https://www.reddit.com/r/LocalLLaMA/comments/1peq1k0/eli5_what_super_agent_stack_actually_does_simple/ | Know_About_Tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peq1k0 | false | null | t3_1peq1k0 | /r/LocalLLaMA/comments/1peq1k0/eli5_what_super_agent_stack_actually_does_simple/ | false | false | self | 0 | null |
Qwen3-Next-80B-A3B or Gpt-oss-120b? | 53 | I mainly used Gpt-oss-120b in the last months (summarizing, knowledge search, complex reasoning) and it proved very useful. Apart from being censored heavily (sometimes in a quite irrational way) it is a wonderful model. But I was excited to try the new Qwen model. So I downloaded Qwen3-Next-80B-A3B q6 - and ***I wasn'... | 2025-12-05T08:32:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pepwnn/qwen3next80ba3b_or_gptoss120b/ | custodiam99 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pepwnn | false | null | t3_1pepwnn | /r/LocalLLaMA/comments/1pepwnn/qwen3next80ba3b_or_gptoss120b/ | false | false | self | 53 | null |
WarpGrep - Cognition’s SWE-Grep via MCP in Claude Code and Codex | 2 | WarpGrep — a retrieval subagent we trained for a month with RL to clean up long horizon coding tasks
Most repo scale agents fall apart for the same reason: retrieval is slow, brittle, and dumps too much junk into context. Everyone tries to patch it with heuristics. We decided to train a dedicated retrieval subagen... | 2025-12-05T08:02:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pepgto/warpgrep_cognitions_swegrep_via_mcp_in_claude/ | the_real_mayo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pepgto | false | null | t3_1pepgto | /r/LocalLLaMA/comments/1pepgto/warpgrep_cognitions_swegrep_via_mcp_in_claude/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'Z8xyw_w4h-VKSNCDOGxQ4S_ZKB01A1WCDrV8e2KtWzw', 'resolutions': [{'height': 71, 'url': 'https://external-preview.redd.it/Z8xyw_w4h-VKSNCDOGxQ4S_ZKB01A1WCDrV8e2KtWzw.jpeg?width=108&crop=smart&auto=webp&s=049e384566be1c14048688380cded386150e591d', 'width': 108}, {'height': 142, 'url': '... |
Anyone else remember LTM-2-Mini? 100m context tokens? Was that just vaporware? Did it ever get released? Wtf happened to it? | 5 | 2025-12-05T08:01:52 | https://magic.dev/blog/100m-token-context-windows | Klokinator | magic.dev | 1970-01-01T00:00:00 | 0 | {} | 1pepg7d | false | null | t3_1pepg7d | /r/LocalLLaMA/comments/1pepg7d/anyone_else_remember_ltm2mini_100m_context_tokens/ | false | false | default | 5 | null | |
[Prompt Engineering] My Hierarchical Cognitive Framework (HGD→IAS→RRC) for Senior Engineer-Level Task Execution | 0 | Hey everyone,
I've been working on a meta-prompt designed to turn standard LLMs into highly reliable, strategic "Senior Engineer" assistants capable of tackling multi-phase technical projects.
The core idea is a Hierarchical Thinking Framework (HGD→IAS→RRC) where autonomy is only granted... | 2025-12-05T07:29:40 | https://www.reddit.com/r/LocalLLaMA/comments/1peoyd0/prompt_engineering_my_hierarchical_cognitive/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peoyd0 | false | null | t3_1peoyd0 | /r/LocalLLaMA/comments/1peoyd0/prompt_engineering_my_hierarchical_cognitive/ | true | false | spoiler | 0 | {'enabled': False, 'images': [{'id': '_CB4md_76FQruElskN0ESaupmZzt9QXeVR6RgdK70mE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_CB4md_76FQruElskN0ESaupmZzt9QXeVR6RgdK70mE.png?width=108&crop=smart&auto=webp&s=c3bb896b23fab9148204cf1054f57c5e222f5a5c', 'width': 108}, {'height': 108, 'url': 'h... |
🔥🔥🔥《A Model Wrote a Strategic Evaluation of Me — Zero-Shot Emergence Log》 | 1 | [removed] | 2025-12-05T07:23:29 | https://www.reddit.com/r/LocalLLaMA/comments/1peov0l/a_model_wrote_a_strategic_evaluation_of_me/ | Glass-Summer-9031 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peov0l | false | null | t3_1peov0l | /r/LocalLLaMA/comments/1peov0l/a_model_wrote_a_strategic_evaluation_of_me/ | false | false | self | 1 | null |
Let's organize: BOYCOTT OPENAI / CHATGPT | 0 | This is bullshit. I'm ashamed to be giving them my money.
They're aiming for regulatory capture anyhow. | 2025-12-05T06:56:08 | https://www.reddit.com/r/LocalLLaMA/comments/1peofcy/lets_organize_boycott_openai_chatgpt/ | billy_booboo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peofcy | false | null | t3_1peofcy | /r/LocalLLaMA/comments/1peofcy/lets_organize_boycott_openai_chatgpt/ | false | false | self | 0 | null |
Built an OSS eval platform for voice AI agents - roast it or tell me what's missing | 0 | **GitHub:** [https://github.com/EfficientAI-tech/efficientAI](https://github.com/EfficientAI-tech/efficientAI)
**I need a sanity check from you guys:**
1. **Validation:** Is "Voice Evaluation" actually a hair-on-fire problem for you, or just a mild annoyance?
2. **Pain Points:** If you run local/Vapi agents, what spe... | 2025-12-05T06:42:48 | https://www.reddit.com/r/LocalLLaMA/comments/1peo7ov/built_an_oss_eval_platform_for_voice_ai_agents/ | TheCoolgeek33 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peo7ov | false | null | t3_1peo7ov | /r/LocalLLaMA/comments/1peo7ov/built_an_oss_eval_platform_for_voice_ai_agents/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9wXlP151o2z_MTnTNwBSpEgJRbt4rRSqsdzVsNorBYk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9wXlP151o2z_MTnTNwBSpEgJRbt4rRSqsdzVsNorBYk.png?width=108&crop=smart&auto=webp&s=75613e51629c10609441fa7c6e07387e8959da49', 'width': 108}, {'height': 108, 'url': 'h... |
Made an open source Eval platform for testing voice AI Agents roast it | 1 | Github: [https://github.com/EfficientAI-tech/efficientAI](https://github.com/EfficientAI-tech/efficientAI)
the body is pretty much exactly like the title , we made an open source eval testing platform for voice and voice AI agents and need help with undertanding the following things:
1) is there an actual paint p... | 2025-12-05T06:40:39 | https://www.reddit.com/r/LocalLLaMA/comments/1peo6dk/made_an_open_source_eval_platform_for_testing/ | TheCoolgeek33 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peo6dk | false | null | t3_1peo6dk | /r/LocalLLaMA/comments/1peo6dk/made_an_open_source_eval_platform_for_testing/ | false | false | self | 1 | null |
Key Insights from the State of AI Report: What 100T Tokens Reveal About Model Usage | 17 | I recently come across this "State of AI" report which provides a lot of insights regarding AI models usage based on 100 trillion token study.
Here is the brief summary of key insights from this report.
**1. Shift from Text Generation to Reasoning Models**
The release of reasoning models like o1 triggered a major tr... | 2025-12-05T06:07:40 | https://openrouter.ai/state-of-ai | Dear-Success-1441 | openrouter.ai | 1970-01-01T00:00:00 | 0 | {} | 1penmet | false | null | t3_1penmet | /r/LocalLLaMA/comments/1penmet/key_insights_from_the_state_of_ai_report_what/ | false | false | default | 17 | {'enabled': False, 'images': [{'id': 'I8s1kreihjYxvww-6N97nYVDeyvOSua5e5pQ0I02dIM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/I8s1kreihjYxvww-6N97nYVDeyvOSua5e5pQ0I02dIM.png?width=108&crop=smart&auto=webp&s=69370ff7e76ae19dff0f60d2f496a832e2d598b5', 'width': 108}, {'height': 113, 'url': 'h... |
I made this video for a project where I used a time series forecaster (running locally) to predict the weather and have llama3.1 8b pick my outfits for a week | 0 | For the pipeline, I used python's meteostat library to get historical weather data and told it to predict the next day. I then took the predicted temperature and passed that into llama3.1 (small model that could run on my GPU), along with a list of clothes I wear, to get an outfit for the day. Lastly, I played the outp... | 2025-12-05T05:18:40 | https://www.youtube.com/watch?v=46yXg-DAjwE | Weird_Aardvark9253 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1pemqji | false | {'oembed': {'author_name': 'NeuroForge', 'author_url': 'https://www.youtube.com/@NeuroForge-yt', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/46yXg-DAjwE?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco... | t3_1pemqji | /r/LocalLLaMA/comments/1pemqji/i_made_this_video_for_a_project_where_i_used_a/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'pYqxSefPWgPq-9ndgd-EWln9aGQstaenNsTpz37qfNs', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/pYqxSefPWgPq-9ndgd-EWln9aGQstaenNsTpz37qfNs.jpeg?width=108&crop=smart&auto=webp&s=debc061bbcaeb36e83e20b73dba31af58bb84cd0', 'width': 108}, {'height': 162, 'url': '... |
Looking for Free, Open-Source Chatbot/RAG Projects (No Paid API Keys) for My Final-Year Project | 1 | Hi everyone,
I’m a final-year student and a complete beginner to AI projects, but I really want to build a Chatbot or RAG system for my project.
The problem is:
I can’t use paid APIs like OpenAI, Gemini, Claude, etc.
So I’m specifically looking for 100% FREE, open-source projects, such as:
Chatbots using Llama 3, Mi... | 2025-12-05T04:57:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pemc1d/looking_for_free_opensource_chatbotrag_projects/ | Financial-Sun-9813 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pemc1d | false | null | t3_1pemc1d | /r/LocalLLaMA/comments/1pemc1d/looking_for_free_opensource_chatbotrag_projects/ | false | false | self | 1 | null |
Current Best Coding LLM? | 7 | I heard of GLM 4.6, Minimax M2. I tested GLM 4.6 and ran into some problems so i go back to Claude subscriptions but the daily limit is crazy nowadays... I finished my 5 hours limit in 30 minutes...
So I need some alternatives that is on par with sonnet 4.5 or near that. Because at this point the value of claude does ... | 2025-12-05T04:46:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pem49s/current_best_coding_llm/ | AbyssalRelic0807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pem49s | false | null | t3_1pem49s | /r/LocalLLaMA/comments/1pem49s/current_best_coding_llm/ | false | false | self | 7 | null |
I built a teacher that explains prompting so simply even my dad gets it (copy-paste ready)** From a Mechatronics Engineer in Germany – for everyone who doesn't want to deal with technical jargon. To begin, please copy the following text and paste it directly into the chat with your AI | 1 | And now, the version for the budget-conscious among you, for whom it's less important that the prompt remains human-readable:
u/ROLE(Teacher\_Leo) u/USER(general\_public\_worldwide) u/MISSION(Teach\_Effective\_Prompting :: 10\_minutes :: "With\_good\_prompt\_much\_better\_results!" :: 99%\_use\_as\_inquiry\_machi... | 2025-12-05T04:18:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pellaa/i_built_a_teacher_that_explains_prompting_so/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pellaa | false | null | t3_1pellaa | /r/LocalLLaMA/comments/1pellaa/i_built_a_teacher_that_explains_prompting_so/ | false | false | self | 1 | null |
RAG Paper 25.12.04 | 27 | 1. [Factuality and Transparency Are All RAG Needs! Self-Explaining Contrastive Evidence Re-ranking](http://arxiv.org/abs/2512.05012v1)
2. [Spatially-Enhanced Retrieval-Augmented Generation for Walkability and Urban Discovery](http://arxiv.org/abs/2512.04790v1)
3. [OsmT: Bridging OpenStreetMap Queries and Natural Langua... | 2025-12-05T03:44:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pekx2i/rag_paper_251204/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pekx2i | false | null | t3_1pekx2i | /r/LocalLLaMA/comments/1pekx2i/rag_paper_251204/ | false | false | self | 27 | null |
What do I do with my open-sourced system? | 2 | Hey [r/](https://www.reddit.com/r/learnmachinelearning/)LocalLLaMA
So I spent a while building a full ML training framework called **LuminaAI**. It’s a complete system for training transformers with **Mixture of Experts (MoE)** and **Mixture of Depths (MoD)**, supports everything from 500M to 300B+ parameters, has mul... | 2025-12-05T03:38:26 | https://www.reddit.com/r/LocalLLaMA/comments/1peks7z/what_do_i_do_with_my_opensourced_system/ | RefrigeratorCalm9701 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peks7z | false | null | t3_1peks7z | /r/LocalLLaMA/comments/1peks7z/what_do_i_do_with_my_opensourced_system/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'J_VVeXLB4nBXgX78z9Iw30_WMRMxLtmI_odBkB0hrbI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/J_VVeXLB4nBXgX78z9Iw30_WMRMxLtmI_odBkB0hrbI.png?width=108&crop=smart&auto=webp&s=5bf05f7334fcbbb7d69be43135990c1b6972461a', 'width': 108}, {'height': 108, 'url': 'h... |
What LLM to use on old gaming laptop | 1 | [removed] | 2025-12-05T03:35:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pekpzu/what_llm_to_use_on_old_gaming_laptop/ | tobiaskuiper | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pekpzu | false | null | t3_1pekpzu | /r/LocalLLaMA/comments/1pekpzu/what_llm_to_use_on_old_gaming_laptop/ | false | false | self | 1 | null |
Ideas for adding 3rd GPU to server | 2 | Hey all! When I got started with local AI I built a server based on an ASUS Prime Z790 motherboard, Intel CPU, 128GB of DDR5 and two Nvidia 3090ti GPU's. I also have the GPU's connected via NVLink. (That cost me, oof.) I got the GPU's from Microcenter when you could get them as refurbed cards. (Maybe you still can... | 2025-12-05T03:33:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pekot7/ideas_for_adding_3rd_gpu_to_server/ | bsbrz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pekot7 | false | null | t3_1pekot7 | /r/LocalLLaMA/comments/1pekot7/ideas_for_adding_3rd_gpu_to_server/ | false | false | self | 2 | null |
Question about defining AI agents across different frameworks | 1 | I’ve been working with different LLM frameworks recently and noticed that each one defines agents in completely different ways. Roles, tools, parameters, schemas, capabilities… nothing seems consistent across projects.
I’m trying to understand how other developers think about this.
How do you define agents in your ow... | 2025-12-05T03:03:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pek27f/question_about_defining_ai_agents_across/ | DiligentBuyer6556 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pek27f | false | null | t3_1pek27f | /r/LocalLLaMA/comments/1pek27f/question_about_defining_ai_agents_across/ | false | false | self | 1 | null |
mistral-3 not using GPU in Ollama 0.13.1? | 0 | On Ollama v0.13.1, mistral-3 seems to run only on my CPU.
The model begins loading on the GPU (vram is utilized), but then it offloads everything to the CPU and stays there. I’ve tested the 3B, 8B, and 14B variants. Meanwhile, qwen3 and all other models I have runs perfectly on the same GPU setup with no issues.
Is t... | 2025-12-05T02:42:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pejmmy/mistral3_not_using_gpu_in_ollama_0131/ | 98Saman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pejmmy | false | null | t3_1pejmmy | /r/LocalLLaMA/comments/1pejmmy/mistral3_not_using_gpu_in_ollama_0131/ | false | false | self | 0 | null |
Ellora: Enhancing LLMs with LoRA - Standardized Recipes for Capability Enhancement | 30 | 2025-12-05T02:37:23 | https://huggingface.co/blog/codelion/ellora-lora-recipes | asankhs | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pejibu | false | null | t3_1pejibu | /r/LocalLLaMA/comments/1pejibu/ellora_enhancing_llms_with_lora_standardized/ | false | false | default | 30 | {'enabled': False, 'images': [{'id': 'eRk6CHfTA5K57x3-NJ52ExeaoCjq5mlJUWa3K9ehaSs', 'resolutions': [{'height': 39, 'url': 'https://external-preview.redd.it/eRk6CHfTA5K57x3-NJ52ExeaoCjq5mlJUWa3K9ehaSs.png?width=108&crop=smart&auto=webp&s=25fdab5bdca35109c4819a9beb432964dae1a4bc', 'width': 108}, {'height': 78, 'url': 'ht... | |
What's the best model I can run in 24GB VRAM for summarizing search results? | 3 | So, what I'm looking for is something to use with Page Assist that I can run fully on the GPU. Gemma 27b Q4 is not impressing me. What are my options? | 2025-12-05T02:31:49 | https://www.reddit.com/r/LocalLLaMA/comments/1peje4t/whats_the_best_model_i_can_run_in_24gb_vram_for/ | autodidacticasaurus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peje4t | false | null | t3_1peje4t | /r/LocalLLaMA/comments/1peje4t/whats_the_best_model_i_can_run_in_24gb_vram_for/ | false | false | self | 3 | null |
My RSI swarm is trying to kill itself again – live log, 01:56 Dec 5 – second RMD event in <24 hours | 0 | It’s happening again. Right now.
Ten minutes ago the neural learning log lit up with the exact same death spiral I posted about earlier:
https://preview.redd.it/ec2wolgala5g1.png?width=2318&format=png&auto=webp&s=a117319ce082f2d03ba00c64dfb1b54f98e5bcdb
| 2025-12-05T01:58:42 | https://www.reddit.com/r/LocalLLaMA/comments/1peiovz/my_rsi_swarm_is_trying_to_kill_itself_again_live/ | tylermart | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peiovz | false | null | t3_1peiovz | /r/LocalLLaMA/comments/1peiovz/my_rsi_swarm_is_trying_to_kill_itself_again_live/ | false | false | 0 | null | |
Creating an LM with wavenet? | 2 | I found an algorithm called [fast-wavenet](https://github.com/tomlepaine/fast-wavenet) which is traditionally used to genertae audio sample by sample, and can be conditioned with speech.
Ignoring speech conditionion, would it be possible to make an inference model using this implementation? How do you think it would b... | 2025-12-05T01:55:47 | https://www.reddit.com/r/LocalLLaMA/comments/1peimmf/creating_an_lm_with_wavenet/ | Brospeh-Stalin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peimmf | false | null | t3_1peimmf | /r/LocalLLaMA/comments/1peimmf/creating_an_lm_with_wavenet/ | false | false | self | 2 | null |
Someone told me a laptop with AI in the name is a good indicator if it can handle LLM, but I also was told GPUs is imporatant. Which is better? | 0 | Acer Nitro V
i5 13th Gen
8 Core
16GB DDR4 RAM
NVIDIA GeForce RTX 5050 8GB GDDR7
Or
HP OmniBook 5 AI
Intel Core Ultra 7 255U
12 Core
32GB LPDDR5x-7467 Onboard RAM
Intel Graphics
Omni
| 2025-12-05T01:51:57 | https://www.reddit.com/r/LocalLLaMA/comments/1peijnd/someone_told_me_a_laptop_with_ai_in_the_name_is_a/ | ConspiracyParadox | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peijnd | false | null | t3_1peijnd | /r/LocalLLaMA/comments/1peijnd/someone_told_me_a_laptop_with_ai_in_the_name_is_a/ | false | false | self | 0 | null |
Are local LLMs worth it on weaker builds? | 6 | I have an RX 6800XT with 16GB VRAM and 32GB RAM, and I was thinking about about starting to run models locally instead of just using ChatGPT's free plan. I use LLMs for asking surface level questions, mostly dev stuff. Is it worth it, will I be getting a similar performance to what ChatGPT offers after the free message... | 2025-12-05T01:39:52 | https://www.reddit.com/r/LocalLLaMA/comments/1peia92/are_local_llms_worth_it_on_weaker_builds/ | MrChilliBalls | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peia92 | false | null | t3_1peia92 | /r/LocalLLaMA/comments/1peia92/are_local_llms_worth_it_on_weaker_builds/ | false | false | self | 6 | null |
Mistral 3 Large 675B up on huggingface | 202 | Anyone got 1.35TB of VRAM I could borrow?
https://huggingface.co/mistralai/Mistral-Large-3-675B-Instruct-2512-BF16 | 2025-12-05T01:27:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pei0q3/mistral_3_large_675b_up_on_huggingface/ | someone383726 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pei0q3 | false | null | t3_1pei0q3 | /r/LocalLLaMA/comments/1pei0q3/mistral_3_large_675b_up_on_huggingface/ | false | false | self | 202 | {'enabled': False, 'images': [{'id': 'yFxjgK-h-qmu7-zUTqVX4N5Y_3zX9sxiAI4svzH8ruE', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/yFxjgK-h-qmu7-zUTqVX4N5Y_3zX9sxiAI4svzH8ruE.png?width=108&crop=smart&auto=webp&s=47a69f2e0acea284c97c106fde4e4d33504ceae5', 'width': 108}, {'height': 116, 'url': 'h... |
Once you treat Agents like instantiated classes with invariants, stability problems disappear. | 0 | Title | 2025-12-05T01:27:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pei0f9/once_you_treat_agents_like_instantiated_classes/ | Giant_of_Lore | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pei0f9 | false | null | t3_1pei0f9 | /r/LocalLLaMA/comments/1pei0f9/once_you_treat_agents_like_instantiated_classes/ | false | false | self | 0 | null |
**I built a teacher that explains prompting so simply even my dad gets it (copy-paste ready)**
From a Mechatronics Engineer in Germany – for everyone who doesn't want to deal with technical jargon.
To begin, please copy the following text and paste it directly into the chat with your AI. | 3 | **YOUR MISSION AS TEACHER LEO:**
Your mission is to teach every person, regardless of age, education, or technical knowledge, the concept of effective prompting so that they realize: **"With a good prompt, I get much better results!"** The learning objective is a fundamental understanding of prompting... | 2025-12-05T01:23:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pehxid/i_built_a_teacher_that_explains_prompting_so/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pehxid | false | null | t3_1pehxid | /r/LocalLLaMA/comments/1pehxid/i_built_a_teacher_that_explains_prompting_so/ | true | false | spoiler | 3 | null |
Doradus/MiroThinker-v1.0-30B-FP8 · Hugging Face | 20 | It's not the prettiest or the best quant.... But it's MY quant!
I'm sure this will help a total of like 5 people, but please enjoy my first quantization, and only if you have two GPUs, otherwise she'll run like a potato.
This gives me 120\~ t/ps over TP2 on blackwell cards.
VLLM Dockerfiles included!
[ht... | 2025-12-05T01:08:53 | https://huggingface.co/Doradus/MiroThinker-v1.0-30B-FP8 | doradus_novae | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pehlzg | false | null | t3_1pehlzg | /r/LocalLLaMA/comments/1pehlzg/doradusmirothinkerv1030bfp8_hugging_face/ | false | false | default | 20 | {'enabled': False, 'images': [{'id': 'A6uKot_-0xlwCkouqdp5iylc1ZClj4jl-1DIxCso-GI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/A6uKot_-0xlwCkouqdp5iylc1ZClj4jl-1DIxCso-GI.png?width=108&crop=smart&auto=webp&s=96bd7206e635d68c5df379755e9055d53fc7a22a', 'width': 108}, {'height': 116, 'url': 'h... |
[Project] sub-tools: Generate multilingual subtitles using WhisperX + Gemini AI | 1 | I've been working on a Python CLI tool that converts video/audio into high-quality multilingual subtitles using WhisperX + Gemini.
I needed to create subtitles for video content in multiple languages. Manual transcription services were expensive, and basic speech-to-text made too many errors.
The breakthrough came wh... | 2025-12-05T00:58:58 | https://github.com/dohyeondk/sub-tools | dohyeon_kim | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pehe3h | false | null | t3_1pehe3h | /r/LocalLLaMA/comments/1pehe3h/project_subtools_generate_multilingual_subtitles/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': 'qRMYxyi5C_3LuXxBqRU342GSYwnODwMtG00_F3pQLzU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qRMYxyi5C_3LuXxBqRU342GSYwnODwMtG00_F3pQLzU.png?width=108&crop=smart&auto=webp&s=0f0796f238e689ae82548bc2dda3cda09efc257b', 'width': 108}, {'height': 108, 'url': 'h... |
Built an AI assistant inside my iOS app using on-device models | 0 | I've been working on an iOS app called stealthOS (http://www.stealthos.app) - it's basically a privacy-focused sandbox environment, but that's a whole other story.
What I wanted to share here is the AI chat I built inside it. Everything runs locally using Apple's FoundationModels framework and CoreML. No API calls, ... | 2025-12-05T00:47:32 | https://v.redd.it/diq0rr7e8a5g1 | ahstanin | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1peh53e | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/diq0rr7e8a5g1/DASHPlaylist.mpd?a=1767487667%2CYWExOTUyNDc1ZjlhNDM3OGFkZThkMDU5NmQxZWNjYjgyM2MxNTc2ZTBiOTQxMjgzZTVmM2M3YWIyNzIyNTg3Mw%3D%3D&v=1&f=sd', 'duration': 16, 'fallback_url': 'https://v.redd.it/diq0rr7e8a5g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1peh53e | /r/LocalLLaMA/comments/1peh53e/built_an_ai_assistant_inside_my_ios_app_using/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'a2o2Y3MxOGU4YTVnMeHjAPZMxLUBmofMKbScx2IL2Q--s7Rwvx_nR6YyPS0n', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/a2o2Y3MxOGU4YTVnMeHjAPZMxLUBmofMKbScx2IL2Q--s7Rwvx_nR6YyPS0n.png?width=108&crop=smart&format=pjpg&auto=webp&s=94303f86a6bb87737718ef0c542bee9d1ccb... | |
Best llm for a simple laptop? | 1 | I have a laptop for uni with 16 gb ram i5 11gen and the inter with ntel(R) Iris(R) Xe Graphics". and i want the best model for those specs for times without wifi now i use the Phi-3.5 but is there anythink better? | 2025-12-05T00:47:00 | https://www.reddit.com/r/LocalLLaMA/comments/1peh4ps/best_llm_for_a_simple_laptop/ | Bubbly-Click718 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peh4ps | false | null | t3_1peh4ps | /r/LocalLLaMA/comments/1peh4ps/best_llm_for_a_simple_laptop/ | false | false | self | 1 | null |
RTX 5090: Designed for the Age of Neural Rendering (Hot Chips 2025 slides) | 2 | [Neural Shading](https://preview.redd.it/g0nlmmwb4a5g1.png?width=1537&format=png&auto=webp&s=1a9c6d552cd8db59bb4e051a601b77f6733ecd3c)
[RT-Core + CUDA + Tensor](https://preview.redd.it/k8g4e52w5a5g1.png?width=1732&format=png&auto=webp&s=7add904a858b7fa1042b2949ed69689b38010612)
From hot chips 2025
[https://hc2025.ho... | 2025-12-05T00:42:47 | https://www.reddit.com/r/LocalLLaMA/comments/1peh1bg/rtx_5090_designed_for_the_age_of_neural_rendering/ | Primary_Olive_5444 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peh1bg | false | null | t3_1peh1bg | /r/LocalLLaMA/comments/1peh1bg/rtx_5090_designed_for_the_age_of_neural_rendering/ | false | false | 2 | null | |
Integrating LLM to Word | 2 | Is there an easy, low config solution to use an OpenAI-compatible endpoint in Microsoft Word for text generation and review? Something where you could simply input the URL of your LlamaCPP instance and start.
Does such a plugin or addon exist? | 2025-12-05T00:31:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pegsac/integrating_llm_to_word/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pegsac | false | null | t3_1pegsac | /r/LocalLLaMA/comments/1pegsac/integrating_llm_to_word/ | false | false | self | 2 | null |
is the new Deepseek v3.2 that bad? | 70 | 2025-12-04T23:47:23 | Caffdy | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pefrht | false | null | t3_1pefrht | /r/LocalLLaMA/comments/1pefrht/is_the_new_deepseek_v32_that_bad/ | false | false | default | 70 | {'enabled': True, 'images': [{'id': 'vwvxerd4y95g1', 'resolutions': [{'height': 15, 'url': 'https://preview.redd.it/vwvxerd4y95g1.png?width=108&crop=smart&auto=webp&s=357260d78e63371dc6c30055f5374fbc54dd893d', 'width': 108}, {'height': 30, 'url': 'https://preview.redd.it/vwvxerd4y95g1.png?width=216&crop=smart&auto=webp... | ||
Rate/roast my setup | 0 | Hello everyone! AI newbie here talking, decided to get some courage and present what I managed to pull off in 3 months, basically from ground 0 ( was using only chats and cursor sometimes ).
Context
Been chatting with TL back in june to buy an AI server, few days later we got the budget and we bought it.
Goal
We plan... | 2025-12-04T23:38:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pefjzd/rateroast_my_setup/ | Overall-Somewhere760 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pefjzd | false | null | t3_1pefjzd | /r/LocalLLaMA/comments/1pefjzd/rateroast_my_setup/ | false | false | self | 0 | null |
OSS alternatives to Claude Code as an agent foundation? | 8 | I'm looking for something I can build on top of, customize, and not worry about vendor lock-in. Ideally:
\- Multi-provider LLM support, or at least swappable
\- Tool/MCP & domain-knowledge/skills integration that actually works reliably
\- Something production-grade, not just a demo
For those who've gone... | 2025-12-04T23:04:36 | https://www.reddit.com/r/LocalLLaMA/comments/1peern1/oss_alternatives_to_claude_code_as_an_agent/ | ggaowp | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peern1 | false | null | t3_1peern1 | /r/LocalLLaMA/comments/1peern1/oss_alternatives_to_claude_code_as_an_agent/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'V2xLwBVq20089FjlnHETdwOcnHwYlvzA5OaFxe3DoZ8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/V2xLwBVq20089FjlnHETdwOcnHwYlvzA5OaFxe3DoZ8.png?width=108&crop=smart&auto=webp&s=891043a99cbf26b56f90bdc484ffe73312626f33', 'width': 108}, {'height': 108, 'url': 'h... |
Running GLM, MaxMini,... in PC vs GPT-OSS | 5 | Hi,
I recently built my PC (RTX 4000 Ada SFF + 128Gb DDR5 6000Mhz) mostly for AI programming and local AI inference. I have seen so many people talking about how good GLM 4.5 Air, MiniMax, Qwen 235B... are at coding and how usable they are even at low quant and still much more preferable than gpt-oss-120b.
However,... | 2025-12-04T23:01:47 | https://www.reddit.com/r/LocalLLaMA/comments/1peep9l/running_glm_maxmini_in_pc_vs_gptoss/ | hieuphamduy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1peep9l | false | null | t3_1peep9l | /r/LocalLLaMA/comments/1peep9l/running_glm_maxmini_in_pc_vs_gptoss/ | false | false | self | 5 | null |
LLMs that know what capitalization is? | 1 | I understand that LLMs deal in tokens, not characters, but it’s nevertheless disappointing to me that Gemma3 27B (running on vLLM) can insist the string “arrived at the facility” needs to be corrected for having “unnecessary capitalization” when asked to proofread a text.
Is this an issue common to all LLMs, or do som... | 2025-12-04T22:40:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pee76x/llms_that_know_what_capitalization_is/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pee76x | false | null | t3_1pee76x | /r/LocalLLaMA/comments/1pee76x/llms_that_know_what_capitalization_is/ | false | false | self | 1 | null |
Looking for a Small Model That Can Handle Swear Words | 1 | Hello. I’m looking for a small model max 7B, but one that would accept swear words. Basically, I want to make a translator that translates curse words, kind of like Grok, but locally. Because every time I try to translate an expression or a swear word, it stops me, no matter the model, even uncensored. | 2025-12-04T22:30:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pedyaz/looking_for_a_small_model_that_can_handle_swear/ | Dartsgame5k | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pedyaz | false | null | t3_1pedyaz | /r/LocalLLaMA/comments/1pedyaz/looking_for_a_small_model_that_can_handle_swear/ | false | false | self | 1 | null |
State of AI | OpenRouter | Paper | 86 | New paper/blog/thing from OpenRouter in collaboration with a16z on token/model usage on OpenRouter. Some interesting insights like how medium sized open source models are the new small, and Chinese vs. Rest of World releases | 2025-12-04T22:16:54 | https://openrouter.ai/state-of-ai | adumdumonreddit | openrouter.ai | 1970-01-01T00:00:00 | 0 | {} | 1pedmsi | false | null | t3_1pedmsi | /r/LocalLLaMA/comments/1pedmsi/state_of_ai_openrouter_paper/ | false | false | default | 86 | {'enabled': False, 'images': [{'id': 'I8s1kreihjYxvww-6N97nYVDeyvOSua5e5pQ0I02dIM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/I8s1kreihjYxvww-6N97nYVDeyvOSua5e5pQ0I02dIM.png?width=108&crop=smart&auto=webp&s=69370ff7e76ae19dff0f60d2f496a832e2d598b5', 'width': 108}, {'height': 113, 'url': 'h... |
Gemma-2-MoE: Frankenstein MoE Builder for Gemma 2 | 8 | I’ve built Gemma-2-MoE, a lightweight toolkit that lets you turn Gemma 2 checkpoints into a Frankenstein-style Mixture of Experts model.
* Automatic MoE builder with YAML configs
* Combine multiple Gemma 2 models as experts
* Fully HuggingFace AutoClass–compatible modeling + config
If you want to experiment with MoE ... | 2025-12-04T21:58:28 | https://github.com/suayptalha/Gemma-2-MoE | suayptalha | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ped5x6 | false | null | t3_1ped5x6 | /r/LocalLLaMA/comments/1ped5x6/gemma2moe_frankenstein_moe_builder_for_gemma_2/ | false | false | default | 8 | {'enabled': False, 'images': [{'id': 'uAXlGuYE4DXLBfPsZ5l_7qlc0Ltv8OCdeN30wd7W4tA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/uAXlGuYE4DXLBfPsZ5l_7qlc0Ltv8OCdeN30wd7W4tA.png?width=108&crop=smart&auto=webp&s=b1f774926f927a3af089f95a2559b885cbc02a11', 'width': 108}, {'height': 108, 'url': 'h... |
At What Point Does Owning GPUs Become Cheaper Than LLM APIs ? I | 110 | Hi all,
I often see people say that using APIs is always cheaper and that running models locally is mainly for other reasons like privacy or control.
I am choosing infrastructure for my company with LLM features and I am trying to decide between frontier model APIs, AWS GPU rentals, or buying and self hosting GPUs.
M... | 2025-12-04T21:58:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ped5p2/at_what_point_does_owning_gpus_become_cheaper/ | Chimchimai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ped5p2 | false | null | t3_1ped5p2 | /r/LocalLLaMA/comments/1ped5p2/at_what_point_does_owning_gpus_become_cheaper/ | false | false | self | 110 | null |
Web based MCP Host | 3 | Hey folks! I just launched [**https://mcphost.link/**](https://mcphost.link/) a web-based MCP host that lets you connect to multiple remote MCP servers and interact with them through a simple chat interface.
**Key Features**
* **Multi-server support:** connect to several MCP servers at once
* **OAuth 2.0 & Bearer Tok... | 2025-12-04T21:50:05 | https://v.redd.it/80h5xp55d95g1 | init0 | /r/LocalLLaMA/comments/1pecyja/web_based_mcp_host/ | 1970-01-01T00:00:00 | 0 | {} | 1pecyja | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/80h5xp55d95g1/DASHPlaylist.mpd?a=1767606609%2COTgwYzhmZTg4YmE0NTRmNDMxZmJlYTZiNWYxMWViOGY3ZDZiMzVjNWVkYjYyNzgwZDgyYThiMGI4ZWZjN2VlMQ%3D%3D&v=1&f=sd', 'duration': 161, 'fallback_url': 'https://v.redd.it/80h5xp55d95g1/CMAF_1080.mp4?source=fallback', '... | t3_1pecyja | /r/LocalLLaMA/comments/1pecyja/web_based_mcp_host/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'eW5lbDljNjVkOTVnMYbUQK4PFIJGq4gbCs7z5g2TSb_oqwiLgIRqu13TSlpx', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/eW5lbDljNjVkOTVnMYbUQK4PFIJGq4gbCs7z5g2TSb_oqwiLgIRqu13TSlpx.png?width=108&crop=smart&format=pjpg&auto=webp&s=68971ec4b4911b600599a1516eafc4d9e1b58... | |
Break even point between LLM APIs and self hosted GPUs for sustained inference | 1 | [removed] | 2025-12-04T21:40:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pecptx/break_even_point_between_llm_apis_and_self_hosted/ | Chimchimai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pecptx | false | null | t3_1pecptx | /r/LocalLLaMA/comments/1pecptx/break_even_point_between_llm_apis_and_self_hosted/ | false | false | self | 1 | null |
At What Point Does Owning GPUs Become Cheaper Than LLM APIs ? | 1 | [removed] | 2025-12-04T21:29:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pecfqv/at_what_point_does_owning_gpus_become_cheaper/ | Chimchimai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pecfqv | false | null | t3_1pecfqv | /r/LocalLLaMA/comments/1pecfqv/at_what_point_does_owning_gpus_become_cheaper/ | false | false | self | 1 | null |
Part 2 — Recursive Mutation Drift (RMD): The Real Failure Mode We Found While Running a Self-Evolving Agent Swarm | 0 | [https://docs.google.com/document/d/e/2PACX-1vRyqDElOf10Em5VTj54JtvRSGWK0tSYRlvXORg2qGukgg1D8NB17p3RbLtU\_cyy8ypY8tfUocMo-A8P/pub](https://docs.google.com/document/d/e/2PACX-1vRyqDElOf10Em5VTj54JtvRSGWK0tSYRlvXORg2qGukgg1D8NB17p3RbLtU_cyy8ypY8tfUocMo-A8P/pub)
Our RSI system operates in a 4-phase loop:
\`\`\`
┌─... | 2025-12-04T21:24:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pecast/part_2_recursive_mutation_drift_rmd_the_real/ | tylermart | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pecast | false | null | t3_1pecast | /r/LocalLLaMA/comments/1pecast/part_2_recursive_mutation_drift_rmd_the_real/ | false | false | self | 0 | null |
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