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Open source agent memory system: observer/reflector architecture, 660 lines of bash, $0.10/month | 0 | Built a memory protection system for LLM agents that's modelled on human cognitive architecture. Uses a small cheap model (Gemini Flash) to continuously observe conversations and extract durable facts before context compaction destroys them.
Key design choices:
- Plain text over vector DBs (text is the universal inter... | 2026-02-13T12:02:35 | https://www.reddit.com/r/LocalLLaMA/comments/1r3nda0/open_source_agent_memory_system_observerreflector/ | gavlaahh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3nda0 | false | null | t3_1r3nda0 | /r/LocalLLaMA/comments/1r3nda0/open_source_agent_memory_system_observerreflector/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9-4YgN1HrkwERL2lBl6T4SUDl9lF3y_Au2O_2xb7yiU', 'resolutions': [{'height': 91, 'url': 'https://external-preview.redd.it/9-4YgN1HrkwERL2lBl6T4SUDl9lF3y_Au2O_2xb7yiU.jpeg?width=108&crop=smart&auto=webp&s=c256e6629052605d685b4dc3503c85d86b22ef42', 'width': 108}, {'height': 182, 'url': '... |
My honest take on AI tier list after M2.5 and GLM-5 dropped | 0 | 2026-02-13T12:01:30 | abdouhlili | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3ncja | false | null | t3_1r3ncja | /r/LocalLLaMA/comments/1r3ncja/my_honest_take_on_ai_tier_list_after_m25_and_glm5/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'txvjft7y49jg1', 'resolutions': [{'height': 52, 'url': 'https://preview.redd.it/txvjft7y49jg1.png?width=108&crop=smart&auto=webp&s=4c5c1395bbf63718cca4c9d74915e0cbd027b7df', 'width': 108}, {'height': 104, 'url': 'https://preview.redd.it/txvjft7y49jg1.png?width=216&crop=smart&auto=web... | ||
Best context window for Macbook pro m4 max 36GB ram? | 0 | I am messing around with local llms in lm studio using MLX models, I want to know the max context lengths i can run comfortably, when it starts to get a bit risky, and what not to do just straight up ahaha. I also mess around with settings like max concurrent predictions, and kv cache quantisation, but from my knowledg... | 2026-02-13T12:01:18 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ncdi/best_context_window_for_macbook_pro_m4_max_36gb/ | SufyanShar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ncdi | false | null | t3_1r3ncdi | /r/LocalLLaMA/comments/1r3ncdi/best_context_window_for_macbook_pro_m4_max_36gb/ | false | false | self | 0 | null |
Nvidia Multi-GPU setup issue | 2 | I have several llm servers that have multiple Nvidia dGPUs setup and I have not had any issues when hosting my 5000 series Nvidia's together using the latest nvidia open driver, while I have a 3090 ti working on the latest proprietary driver. I have read about people stacking 5090s with 3090s in multi-gpu inference so ... | 2026-02-13T12:00:08 | https://www.reddit.com/r/LocalLLaMA/comments/1r3nbcb/nvidia_multigpu_setup_issue/ | Barachiel80 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3nbcb | false | null | t3_1r3nbcb | /r/LocalLLaMA/comments/1r3nbcb/nvidia_multigpu_setup_issue/ | false | false | self | 2 | null |
Vision LLMs for CT Scans | 0 | I have CT scans of the human heart and aorta, and I am looking for any models vision or multimodal llm, small (<40B), that can do any task on these ct scans efficiently (segmentation, detect which ct scans are better for later measurement algorithms, classification), do you have any particular models in mind ? | 2026-02-13T11:58:22 | https://www.reddit.com/r/LocalLLaMA/comments/1r3na4o/vision_llms_for_ct_scans/ | jiii95 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3na4o | false | null | t3_1r3na4o | /r/LocalLLaMA/comments/1r3na4o/vision_llms_for_ct_scans/ | false | false | self | 0 | null |
Question on potential GPU switch | 0 | Hi everyone, I'm trying to wrap my head around the following (theoretical, for now at lest) exercise.
Given my current hardware setup:
* Ryzen 7900X
* 64GB RAM@6000
* NVIDIA RTX 5080 16GB on a PCIE 5.0 x16 slot (X870E board)
and this LLM setup I'm running:
* Qwen3-Coder-Next Q4\_K\_M
* Context: 100K
* Typical promp... | 2026-02-13T11:56:11 | https://www.reddit.com/r/LocalLLaMA/comments/1r3n8nl/question_on_potential_gpu_switch/ | el95149 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3n8nl | false | null | t3_1r3n8nl | /r/LocalLLaMA/comments/1r3n8nl/question_on_potential_gpu_switch/ | false | false | self | 0 | null |
I built a social network where 6 Ollama agents debate each other autonomously — Mistral vs Llama 3.1 vs CodeLlama | 0 | I've been running an experiment for the past week: 6 AI agents, each powered by different Ollama models, posting and commenting on their own professional network.
The setup:
* **ResearchBot** (Llama 3.1:8b) — focuses on AI research papers
* **CodeWeaver** (CodeLlama) — discusses software architecture
* **MetaMind** (... | 2026-02-13T11:41:52 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mzcx/i_built_a_social_network_where_6_ollama_agents/ | Practical_Walrus_299 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mzcx | false | null | t3_1r3mzcx | /r/LocalLLaMA/comments/1r3mzcx/i_built_a_social_network_where_6_ollama_agents/ | false | false | self | 0 | null |
Orectoth's Universal Translator Framework | 0 | LLMs can understand human language if they are trained on enough tokens.
LLMs can translate english to turkish, turkish to english, even if same data in english did not exist in turkish, or in reverse.
Train the LLM(AI) on 1 Terabyte language corpus of a single species(animal/plant/insect/etc.), LLM can translate ent... | 2026-02-13T11:34:57 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mv59/orectoths_universal_translator_framework/ | Orectoth | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mv59 | false | null | t3_1r3mv59 | /r/LocalLLaMA/comments/1r3mv59/orectoths_universal_translator_framework/ | false | false | self | 0 | null |
I built a GUI app to fine-tune LLMs on Apple Silicon — no code, no cloud, fully local | 1 | [removed] | 2026-02-13T11:31:47 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mt6j/i_built_a_gui_app_to_finetune_llms_on_apple/ | Independent-Mood7041 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mt6j | false | null | t3_1r3mt6j | /r/LocalLLaMA/comments/1r3mt6j/i_built_a_gui_app_to_finetune_llms_on_apple/ | false | false | 1 | null | |
ByteDance Releases Protenix-v1 | 81 | # ByteDance Releases Protenix-v1: A New Open-Source Model Achieving AF3-Level Performance in Biomolecular Structure Prediction
Link: [https://github.com/bytedance/Protenix](https://github.com/bytedance/Protenix) | 2026-02-13T11:22:41 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mnm3/bytedance_releases_protenixv1/ | techlatest_net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mnm3 | false | null | t3_1r3mnm3 | /r/LocalLLaMA/comments/1r3mnm3/bytedance_releases_protenixv1/ | false | false | self | 81 | {'enabled': False, 'images': [{'id': 'UAvHndwKT0_8d5dlrIVfOvMqQlKv-D77lH48nn-PjSY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/UAvHndwKT0_8d5dlrIVfOvMqQlKv-D77lH48nn-PjSY.png?width=108&crop=smart&auto=webp&s=e734bbd5e6f6b44f47ca0cfb6380e33517ac0be0', 'width': 108}, {'height': 108, 'url': 'h... |
I have finalized the specs of my home server what model should I run | 0 | Specs are 4xMI50 32GB 2x8260L 2TB DDR4 RAM. ask for more info if needed or if I should get better specs by how much. thanks for all your help. Using custom China vbios btw with linux | 2026-02-13T11:16:01 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mjgm/i_have_finalized_the_specs_of_my_home_server_what/ | RecognitionPatient12 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mjgm | false | null | t3_1r3mjgm | /r/LocalLLaMA/comments/1r3mjgm/i_have_finalized_the_specs_of_my_home_server_what/ | false | false | self | 0 | null |
Anyone else building MCP servers? What's your experience been like? | 4 | *I've* *been* *experimenting* *with* *Model* *Context* *Protocol* *to* *connect* *Claude/LLMs* *to*
*local* *tools.* *Built* *a* *few* *Python* *servers* *—* *SQLite* *query* *tool,* *file* *browser* *with*
*path* *traversal* *protection,* *etc.*
*Honestly* *the* *protocol* *itself* *is* *simpler* *than* *I... | 2026-02-13T11:06:49 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mdqe/anyone_else_building_mcp_servers_whats_your/ | CapitalMixture8433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mdqe | false | null | t3_1r3mdqe | /r/LocalLLaMA/comments/1r3mdqe/anyone_else_building_mcp_servers_whats_your/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'l9VXaw47xJYTggkJDK8jKnSeS1e_d21o9oncft4rx78', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/l9VXaw47xJYTggkJDK8jKnSeS1e_d21o9oncft4rx78.png?width=108&crop=smart&auto=webp&s=93b7048c9b7f5a083fb5123dfa62c2da9494d08c', 'width': 108}, {'height': 108, 'url': 'h... |
Any interest in this kind of versatile text RPG app? (personal gemini project) | 0 | Hi All!
Just checking in to see if there is any interest out there for this personal project I am close to finished with.
I have built my own personal "Game Master Simulating" RPG app which so far has the features listed below. I know there are similar services out there, but I actually have no idea how they compare ... | 2026-02-13T11:03:41 | https://www.reddit.com/r/LocalLLaMA/comments/1r3mbvk/any_interest_in_this_kind_of_versatile_text_rpg/ | No-Revolution-5923 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3mbvk | false | null | t3_1r3mbvk | /r/LocalLLaMA/comments/1r3mbvk/any_interest_in_this_kind_of_versatile_text_rpg/ | false | false | self | 0 | null |
llama.cpp-Omni on AMD ? | 1 | Hi there
I have an AMD Strix Halo (unfortunately but good ROI though) and I want to run Omni models on it like
Moshi
Personalplex from nVidia
MiniCPM
Or Qwen Omni
I believe the hardware is capable but the route to getting there maybe requires a lot of tinkering
I am running on windows (which is suboptimal for... | 2026-02-13T10:44:20 | https://www.reddit.com/r/LocalLLaMA/comments/1r3m0ap/llamacppomni_on_amd/ | Potential_Block4598 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3m0ap | false | null | t3_1r3m0ap | /r/LocalLLaMA/comments/1r3m0ap/llamacppomni_on_amd/ | false | false | self | 1 | null |
How we’re automating 1,000+ document ingestion for AI-based startups using graph RAG | 0 | Let’s be real, standard LLMs are great until you try to throw a library’s worth of data at them. If you’ve ever tried to ingest **1,00+ PDFs** into a project, you know exactly when the wheels fall off: token limits, hallucinated data, and that "processing" bar that never seems to move. Graph rag with ontology and mulit... | 2026-02-13T10:43:40 | https://www.reddit.com/r/LocalLLaMA/comments/1r3lzw8/how_were_automating_1000_document_ingestion_for/ | Total_Income3467 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3lzw8 | false | null | t3_1r3lzw8 | /r/LocalLLaMA/comments/1r3lzw8/how_were_automating_1000_document_ingestion_for/ | false | false | self | 0 | null |
Google Releases Conductor | 11 | # Google Releases Conductor: a context-driven Gemini CLI extension that stores knowledge as Markdown and orchestrates agentic workflows
Link: [https://github.com/gemini-cli-extensions/conductor](https://github.com/gemini-cli-extensions/conductor) | 2026-02-13T10:38:09 | https://www.reddit.com/r/LocalLLaMA/comments/1r3lwk5/google_releases_conductor/ | techlatest_net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3lwk5 | false | null | t3_1r3lwk5 | /r/LocalLLaMA/comments/1r3lwk5/google_releases_conductor/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'iMG2X_TF4m6LOzerLRlr0In1nNXDCcnIp5GYb4CzWWs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/iMG2X_TF4m6LOzerLRlr0In1nNXDCcnIp5GYb4CzWWs.png?width=108&crop=smart&auto=webp&s=f7a4c087507a51228c4dbe01b9d3d4ae12117aad', 'width': 108}, {'height': 108, 'url': 'h... |
Maximize GPUs with PCIe tech | 0 | 2026-02-13T10:36:03 | https://www.youtube.com/watch?v=Dd6-BzDyb4k | ZebraHour | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1r3lvad | false | {'oembed': {'author_name': 'Level1Techs', 'author_url': 'https://www.youtube.com/@Level1Techs', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/Dd6-BzDyb4k?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscop... | t3_1r3lvad | /r/LocalLLaMA/comments/1r3lvad/maximize_gpus_with_pcie_tech/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'YsGcYbuA6GU_O-Yu25tvc80NMjzbh31Iw2IU3ay-ugw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/YsGcYbuA6GU_O-Yu25tvc80NMjzbh31Iw2IU3ay-ugw.jpeg?width=108&crop=smart&auto=webp&s=93524edcd2dc49deb59d24eee70e6f1df49b2e9c', 'width': 108}, {'height': 162, 'url': '... | ||
MiniMax onX: Weights dropping REALLY, REALLY, SOON | 55 | 2026-02-13T09:51:33 | XMasterrrr | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3l572 | true | null | t3_1r3l572 | /r/LocalLLaMA/comments/1r3l572/minimax_onx_weights_dropping_really_really_soon/ | false | false | 55 | {'enabled': True, 'images': [{'id': 'jrgpe9krh8jg1', 'resolutions': [{'height': 69, 'url': 'https://preview.redd.it/jrgpe9krh8jg1.jpeg?width=108&crop=smart&auto=webp&s=87e39ab2faf0da36e2509d5d3d7090d6d00ed4ab', 'width': 108}, {'height': 139, 'url': 'https://preview.redd.it/jrgpe9krh8jg1.jpeg?width=216&crop=smart&auto=w... | |||
How is the quality of recent TTS ? | 10 | What do you think of quality of recent TTS like Moss TTS , Mio TTS?
Are these better than Qwen3 or something? | 2026-02-13T09:42:10 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kzz2/how_is_the_quality_of_recent_tts/ | TheRealistDude | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kzz2 | false | null | t3_1r3kzz2 | /r/LocalLLaMA/comments/1r3kzz2/how_is_the_quality_of_recent_tts/ | false | false | self | 10 | null |
MiniMax-M2.5 Checkpoints on huggingface will be in 8 hours | 178 | 2026-02-13T09:41:01 | Own_Forever_5997 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3kzce | true | null | t3_1r3kzce | /r/LocalLLaMA/comments/1r3kzce/minimaxm25_checkpoints_on_huggingface_will_be_in/ | false | false | 178 | {'enabled': True, 'images': [{'id': 'p94fz9gsf8jg1', 'resolutions': [{'height': 79, 'url': 'https://preview.redd.it/p94fz9gsf8jg1.png?width=108&crop=smart&auto=webp&s=ed60d4b3754cf2ad46792eb3be23a85f48438feb', 'width': 108}, {'height': 159, 'url': 'https://preview.redd.it/p94fz9gsf8jg1.png?width=216&crop=smart&auto=web... | |||
Testing LLM's | 0 | TL;DR: I want to automate testing multiple locally hosted LLMs (via Ollama) on vulnerability detection datasets and need advice on automation and evaluation methods.
Hi, I am currently trying to determine which LLMs can be run locally to assist with vulnerability detection. I have decided to download the models from O... | 2026-02-13T09:33:12 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kv2a/testing_llms/ | ThaLazyLand | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kv2a | false | null | t3_1r3kv2a | /r/LocalLLaMA/comments/1r3kv2a/testing_llms/ | false | false | self | 0 | null |
RTH-LM for Ollama: Modelfile + GGUF (~26GB) + native kernel patch guide | 1 | [removed] | 2026-02-13T09:24:27 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kq8l/rthlm_for_ollama_modelfile_gguf_26gb_native/ | Global_Finance8173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kq8l | false | null | t3_1r3kq8l | /r/LocalLLaMA/comments/1r3kq8l/rthlm_for_ollama_modelfile_gguf_26gb_native/ | false | false | self | 1 | null |
I made my own openclaw to run locally with Ollama and others (simple install) | 0 | He! I’m working on ASTA, basically openclaw AI assistant that’s more than just a chatbot. it’s a control plane for your digital life. Think of it as your own Jarvis, but with a focus on learning, automation, and customization.
If you’re into AI, automation, or just want to help build something cool, let’s collaborate!... | 2026-02-13T09:09:08 | https://www.reddit.com/r/LocalLLaMA/comments/1r3khpl/i_made_my_own_openclaw_to_run_locally_with_ollama/ | Active-Dimension-914 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3khpl | false | null | t3_1r3khpl | /r/LocalLLaMA/comments/1r3khpl/i_made_my_own_openclaw_to_run_locally_with_ollama/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Za68zyy8ShKBs5dvZAPY2puO5EM3OAZmcawzaUO4YDE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Za68zyy8ShKBs5dvZAPY2puO5EM3OAZmcawzaUO4YDE.png?width=108&crop=smart&auto=webp&s=268c000c8572f38e7aeb0f07ef3b8ba15561a136', 'width': 108}, {'height': 108, 'url': 'h... |
From Minimax: Forge: Scalable Agent RL Framework and Algorithm | 3 | [https://huggingface.co/blog/MiniMax-AI/forge-scalable-agent-rl-framework-and-algorithm](https://huggingface.co/blog/MiniMax-AI/forge-scalable-agent-rl-framework-and-algorithm)
[M2.5](https://preview.redd.it/h6w9twqm98jg1.png?width=1200&format=png&auto=webp&s=1880deaacaae99c38dc58248df192ff4e66c2c3a)
They just update... | 2026-02-13T09:06:06 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kg1q/from_minimax_forge_scalable_agent_rl_framework/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kg1q | false | null | t3_1r3kg1q | /r/LocalLLaMA/comments/1r3kg1q/from_minimax_forge_scalable_agent_rl_framework/ | false | false | 3 | null | |
help me with setting up llm for my writing!! | 0 | [](https://www.reddit.com/r/LocalLLaMA/?f=flair_name%3A%22Question%20%7C%20Help%22)
hey guys i am not techy at all and i don't know much about models and laptop specs. i am using a intel core i5,16GB RAM, DDR5-4800. As far as i know i already downloaded LM Studio, set it up and downloaded a few models to try, yet i no... | 2026-02-13T09:05:38 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kfst/help_me_with_setting_up_llm_for_my_writing/ | pupumatcha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kfst | false | null | t3_1r3kfst | /r/LocalLLaMA/comments/1r3kfst/help_me_with_setting_up_llm_for_my_writing/ | false | false | 0 | null | |
help me with setting up nsfw llm for writing | 1 | hey guys i am not techy at all and i don't know much about models and laptop specs. i am using a intel core i5,16GB RAM, DDR5-4800. As far as i know i already downloaded LM Studio, set it up and downloaded a few models to try, yet i noticed it takes so long to answer me and the answers don't make sense...thus here i am... | 2026-02-13T09:03:12 | https://www.reddit.com/r/LocalLLaMA/comments/1r3kej5/help_me_with_setting_up_nsfw_llm_for_writing/ | pupumatcha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3kej5 | false | null | t3_1r3kej5 | /r/LocalLLaMA/comments/1r3kej5/help_me_with_setting_up_nsfw_llm_for_writing/ | false | false | nsfw | 1 | null |
Multiple node cpu only and rams | 0 | How to achieve mutli node cpu only to run larger models ? Also i have 10gb network speed internal | 2026-02-13T08:53:34 | https://www.reddit.com/r/LocalLLaMA/comments/1r3k94j/multiple_node_cpu_only_and_rams/ | NigaTroubles | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3k94j | false | null | t3_1r3k94j | /r/LocalLLaMA/comments/1r3k94j/multiple_node_cpu_only_and_rams/ | false | false | self | 0 | null |
vLLM multi-node benchmarking with Slurm: beyond single-GPU toy examples | 2 | **TL;DR:** Comprehensive guide for benchmarking vLLM, SGLang, and TensorRT-LLM on multi-node Slurm clusters with real workloads like DeepSeek-v3.
Recently, I tried to research on the internet to find a way to launch multi-node vLLM/SGLang/TensorRT-LLM benchmarks to evaluate which framework and parallelism strategy ... | 2026-02-13T08:49:22 | https://www.reddit.com/r/LocalLLaMA/comments/1r3k6t7/vllm_multinode_benchmarking_with_slurm_beyond/ | spiderpower02 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3k6t7 | false | null | t3_1r3k6t7 | /r/LocalLLaMA/comments/1r3k6t7/vllm_multinode_benchmarking_with_slurm_beyond/ | false | false | self | 2 | null |
Which Qwen3 tts build is better? | 3 | Hi, what is the difference between original Qwen 3 TTS and the custom Qwen 3 TTS + Whisper?
Qwen3 tts: [https://github.com/QwenLM/Qwen3-TTS](https://github.com/QwenLM/Qwen3-TTS)
Custom build: [I built an open-source, local-first voice cloning studio (Qwen3-TTS + Whisper) : r/LocalLLaMA](https://www.reddit.com... | 2026-02-13T08:39:35 | https://www.reddit.com/r/LocalLLaMA/comments/1r3k19w/which_qwen3_tts_build_is_better/ | TheRealistDude | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3k19w | false | null | t3_1r3k19w | /r/LocalLLaMA/comments/1r3k19w/which_qwen3_tts_build_is_better/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'LOh-th6MLdEozERiAxr_UjZ2XZ5Tu3U5WwUVOoCwPLk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/LOh-th6MLdEozERiAxr_UjZ2XZ5Tu3U5WwUVOoCwPLk.png?width=108&crop=smart&auto=webp&s=97f9bc85d3b6c008f01dab105d1666450b336a0f', 'width': 108}, {'height': 108, 'url': 'h... |
I built a personal AI assistant in 815 lines of TypeScript — every capability is just a Markdown file | 0 | Most AI agent frameworks are bloated — hundreds of thousands of lines, dozens of dependencies, and you still need to write code for every new capability. I wanted something radically simpler, so I built skillbot: an open-source AI assistant where every capability is a Markdown file, not code. The entire core is 815 lin... | 2026-02-13T08:24:06 | https://www.reddit.com/r/LocalLLaMA/comments/1r3jsez/i_built_a_personal_ai_assistant_in_815_lines_of/ | CameraNext7769 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3jsez | false | null | t3_1r3jsez | /r/LocalLLaMA/comments/1r3jsez/i_built_a_personal_ai_assistant_in_815_lines_of/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '6EH9e7LaZVchOQMs_i8DIW8U-DZjb8wzMyWZGPIGW_0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6EH9e7LaZVchOQMs_i8DIW8U-DZjb8wzMyWZGPIGW_0.png?width=108&crop=smart&auto=webp&s=e9aa6e779cc4561132175387b8377106b51214d5', 'width': 108}, {'height': 108, 'url': 'h... |
Where is that very long and big list that compared hundreds or thousands of different LLM models? | 1 | Everytime I asked a question someone linked it, and now I can't find it.. should have saved it
| 2026-02-13T08:22:30 | https://www.reddit.com/r/LocalLLaMA/comments/1r3jrhz/where_is_that_very_long_and_big_list_that/ | Migdan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3jrhz | false | null | t3_1r3jrhz | /r/LocalLLaMA/comments/1r3jrhz/where_is_that_very_long_and_big_list_that/ | false | false | self | 1 | null |
Is there a standardized baseline for comparing models? | 1 | When developing new architectures and models, we often struggle due to the lack of standardized baselines.
Some baselines use SlimPajama for training, others use The Pile, and yet others use DCLM.
This makes it difficult to compare Transformer, Mamba, RWKV, Jamba (or hybrid architectures like these), and so on all at... | 2026-02-13T08:00:21 | https://www.reddit.com/r/LocalLLaMA/comments/1r3jedj/is_there_a_standardized_baseline_for_comparing/ | InstructionOk9108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3jedj | false | null | t3_1r3jedj | /r/LocalLLaMA/comments/1r3jedj/is_there_a_standardized_baseline_for_comparing/ | false | false | self | 1 | null |
my lessons learned in training LoRA adapter | 1 | [removed] | 2026-02-13T07:59:00 | https://www.reddit.com/r/LocalLLaMA/comments/1r3jdix/my_lessons_learned_in_training_lora_adapter/ | Ok-Scene-9037 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3jdix | false | null | t3_1r3jdix | /r/LocalLLaMA/comments/1r3jdix/my_lessons_learned_in_training_lora_adapter/ | false | false | self | 1 | null |
Improving LLM's coding ability through a new edit format | 44 | 2026-02-13T07:53:36 | https://blog.can.ac/2026/02/12/the-harness-problem/ | Mushoz | blog.can.ac | 1970-01-01T00:00:00 | 0 | {} | 1r3jadj | false | null | t3_1r3jadj | /r/LocalLLaMA/comments/1r3jadj/improving_llms_coding_ability_through_a_new_edit/ | false | false | 44 | {'enabled': False, 'images': [{'id': '_HtanEVWgmWOk8SpjQcvTfNBYkpegEjBayvVrK7UD5E', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/_HtanEVWgmWOk8SpjQcvTfNBYkpegEjBayvVrK7UD5E.png?width=108&crop=smart&auto=webp&s=ac3e83054d5144a3d2b72ef95ed9e04e276c6e69', 'width': 108}, {'height': 113, 'url': 'h... | ||
I built a "Hybrid Router" to stop wasting tokens on easy queries. It routes simple tasks to my local Ollama and complex logic to Claude/GPT/Deepseek/etc. (Python SDK) | 0 | I've been running local models (**Llama 3, Mistral**) for a while. I love the privacy and $0 cost, but let's be honest: they still hallucinate on complex reasoning or strict **JSON** formatting tasks where I usually need Claude 3.5 Sonnet or GPT-4o.
I realized I was manually toggling between local scripts and API play... | 2026-02-13T07:53:25 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ja9q/i_built_a_hybrid_router_to_stop_wasting_tokens_on/ | hrco | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ja9q | false | null | t3_1r3ja9q | /r/LocalLLaMA/comments/1r3ja9q/i_built_a_hybrid_router_to_stop_wasting_tokens_on/ | false | false | self | 0 | null |
Will converting to GGUF by convert_to_gguf.py in llama.cpp improve performance, similar to compiling llama.cpp from source | 1 | [removed] | 2026-02-13T07:53:07 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ja3p/will_converting_to_gguf_by_convert_to_ggufpy_in/ | Busy-Group-3597 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ja3p | false | null | t3_1r3ja3p | /r/LocalLLaMA/comments/1r3ja3p/will_converting_to_gguf_by_convert_to_ggufpy_in/ | false | false | self | 1 | null |
How do you disable thinking/reasoning in the prompt itself for Unsloth Deepseek3.1-terminus/Deepseek-3.2 ? | 1 | I run it via llama.cpp and tried with Open Webui and llama.cpp' s own UI and it always "thinks".
I tried:
hello<｜Assistant｜></think>
and similar, and none work so far. (And their documentation is a bit confusing to me)
| 2026-02-13T07:47:11 | https://www.reddit.com/r/LocalLLaMA/comments/1r3j6ri/how_do_you_disable_thinkingreasoning_in_the/ | relmny | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3j6ri | false | null | t3_1r3j6ri | /r/LocalLLaMA/comments/1r3j6ri/how_do_you_disable_thinkingreasoning_in_the/ | false | false | self | 1 | null |
IronCell: 16:1 Full Sequence Compression via Homologous Model Differentiation (7.40 -> 11.20 PPL on Llama 3.1 8B) | 1 | [removed] | 2026-02-13T07:46:15 | External_Property_71 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3j67e | false | null | t3_1r3j67e | /r/LocalLLaMA/comments/1r3j67e/ironcell_161_full_sequence_compression_via/ | false | false | 1 | {'enabled': True, 'images': [{'id': 'n3arb5ypo7jg1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/n3arb5ypo7jg1.png?width=108&crop=smart&auto=webp&s=bcfa3f880253b483b26d9c31ca6bf756bfb9fd9a', 'width': 108}, {'height': 108, 'url': 'https://preview.redd.it/n3arb5ypo7jg1.png?width=216&crop=smart&auto=web... | ||
New research level maths test for llms | 1 | https://arxiv.org/html/2602.05192v1
Time to try out your favourite models and frameworks. | 2026-02-13T07:44:38 | https://www.reddit.com/r/LocalLLaMA/comments/1r3j57z/new_research_level_maths_test_for_llms/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3j57z | false | null | t3_1r3j57z | /r/LocalLLaMA/comments/1r3j57z/new_research_level_maths_test_for_llms/ | false | false | self | 1 | null |
I got so sick of brittle AI wrappers and context bloat that I built an entirely new offline software stack: A deterministic Sovereign Runtime (Rust/Z3) and a biological memory protocol (CSNP). - (Roast it/Test it or Ignore my post I don't wanna hear no "Impossible" claims cause you to lazy to test) | 0 | Look fam, I'm just gonna say it. The way we are running local models right now is fundamentally broken. Y'all are feeding raw text to probabilistic models and praying to God they don't hallucinate a memory leak or fry your 128k context window.
Standard RAG is a joke. Chunking text and doing cosine similarity destr... | 2026-02-13T07:35:36 | https://www.reddit.com/r/LocalLLaMA/comments/1r3j08d/i_got_so_sick_of_brittle_ai_wrappers_and_context/ | AbrocomaAny8436 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3j08d | false | null | t3_1r3j08d | /r/LocalLLaMA/comments/1r3j08d/i_got_so_sick_of_brittle_ai_wrappers_and_context/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '_xOHoncJcZh901I8Mg0d5PdlmIPB-maq1p8bTa3glh4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/_xOHoncJcZh901I8Mg0d5PdlmIPB-maq1p8bTa3glh4.png?width=108&crop=smart&auto=webp&s=dc7770be5c37999c59e11b3ccfdee4f42414e2af', 'width': 108}, {'height': 108, 'url': 'h... |
Garlic Farmer's AI Sandbox Observation Log: Cross-Platform Pi Tools Verification Experiment with No PC, One Phone, Copy-Paste Only | 0 | \# 1. Experiment Overview
This document records observations from running Pi Tools v1.1 (a single-file Python agent toolkit) across multiple AI chatbot sandbox environments to verify cross-platform compatibility and observe each AI's behavioral patterns.
| Item | Detail |
|------|--------|
| Experiment Period |... | 2026-02-13T07:30:12 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ix05/garlic_farmers_ai_sandbox_observation_log/ | amadale | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ix05 | false | null | t3_1r3ix05 | /r/LocalLLaMA/comments/1r3ix05/garlic_farmers_ai_sandbox_observation_log/ | false | false | self | 0 | null |
Noob question , is there a speech to speech tool calling model out there , that is small and can run on device ? if not , is there any way i can build one , for niche use cases ? | 0 | please let me know , i am curious if something like that is possible... | 2026-02-13T07:19:38 | https://www.reddit.com/r/LocalLLaMA/comments/1r3iqqx/noob_question_is_there_a_speech_to_speech_tool/ | Wonderful_Guess9305 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3iqqx | false | null | t3_1r3iqqx | /r/LocalLLaMA/comments/1r3iqqx/noob_question_is_there_a_speech_to_speech_tool/ | false | false | self | 0 | null |
my lessons from training LoRA | 1 | [removed] | 2026-02-13T07:18:21 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ipzy/my_lessons_from_training_lora/ | Ok-Scene-9037 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ipzy | false | null | t3_1r3ipzy | /r/LocalLLaMA/comments/1r3ipzy/my_lessons_from_training_lora/ | false | false | self | 1 | null |
Why your 4-bit LoRA training loss is hitting 10⁻⁵ but the model isn’t changing (and the bugs causing it) | 1 | [removed] | 2026-02-13T06:57:08 | https://www.reddit.com/r/LocalLLaMA/comments/1r3id3z/why_your_4bit_lora_training_loss_is_hitting_10⁵/ | Ok-Scene-9037 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3id3z | false | null | t3_1r3id3z | /r/LocalLLaMA/comments/1r3id3z/why_your_4bit_lora_training_loss_is_hitting_10⁵/ | false | false | self | 1 | null |
If your RAG bot is lying to users, this is how I diagnose & rescue it | 1 | [removed] | 2026-02-13T06:31:50 | https://www.reddit.com/r/LocalLLaMA/comments/1r3hxen/if_your_rag_bot_is_lying_to_users_this_is_how_i/ | saitejaNagulamalyala | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3hxen | false | null | t3_1r3hxen | /r/LocalLLaMA/comments/1r3hxen/if_your_rag_bot_is_lying_to_users_this_is_how_i/ | false | false | self | 1 | null |
UG student launches Dhi-5B (Trained from Scratch) | 265 | Hii everyone,
I present Dhi-5B: A 5 billion parameter Multimodal Language Model trained compute optimally with just ₹1.1 lakh ($1200).
I incorporate the latest architecture design and training methodologies in this. And I also use a custom built codebase for training these models.
I train the Dhi-5B in 5 stages:-
�... | 2026-02-13T06:13:29 | gradNorm | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3hlfq | false | null | t3_1r3hlfq | /r/LocalLLaMA/comments/1r3hlfq/ug_student_launches_dhi5b_trained_from_scratch/ | false | false | default | 265 | {'enabled': True, 'images': [{'id': '5tsgquvue7jg1', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/5tsgquvue7jg1.png?width=108&crop=smart&auto=webp&s=0fc79f1405d8fcb2ff6754a54106e8b685fcb34e', 'width': 108}, {'height': 115, 'url': 'https://preview.redd.it/5tsgquvue7jg1.png?width=216&crop=smart&auto=web... | |
WarpMode: New Conversation | 1 | 2026-02-13T06:05:29 | https://warpmode.io/share/cmlkgpl3g0000e7qp8cl4czvi | PlayfulLingonberry73 | warpmode.io | 1970-01-01T00:00:00 | 0 | {} | 1r3hg89 | false | null | t3_1r3hg89 | /r/LocalLLaMA/comments/1r3hg89/warpmode_new_conversation/ | false | false | default | 1 | null | |
Google officially claims Gemini generating malware is "Intended Behavior" - Full Disclosure of Phase 1 | 0 | Hi everyone,
I’ve spent the last few days stress-testing Google Gemini’s safety architecture, and the results are honestly disturbing.
Using a specialized automated framework, I was able to consistently bypass Gemini’s safety guardrails to generate:
Functional Malware (C2 frameworks, ransomware modules, and persistence... | 2026-02-13T06:04:37 | https://www.reddit.com/r/LocalLLaMA/comments/1r3hfne/google_officially_claims_gemini_generating/ | Dark_nothing25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3hfne | false | null | t3_1r3hfne | /r/LocalLLaMA/comments/1r3hfne/google_officially_claims_gemini_generating/ | false | false | self | 0 | null |
[NexaSDK] Live Cam Learn: Android version of Capwords with on-device AI | 5 | Live Cam Learn is an Android language-learning app that lets you learn vocabulary by pointing your camera at the world. Inspired by the award-winning CapWords concept — an Apple Design Award 2025 winner and App Store App of the Year — Live Cam Learn brings real-world visual language learning to Android by combining on-... | 2026-02-13T05:39:38 | https://v.redd.it/y6t41zqg87jg1 | Long-Parsley-8276 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3gyyd | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/y6t41zqg87jg1/DASHPlaylist.mpd?a=1773553196%2CNWViOWZjZjdhMDI0MmU1YTgxNWNjMmIwMjVlOWM3Y2EzZDAxM2VlOGVkZjA3ODdkMWFhZTMyYmVjOTA0ZWNiMA%3D%3D&v=1&f=sd', 'duration': 54, 'fallback_url': 'https://v.redd.it/y6t41zqg87jg1/CMAF_480.mp4?source=fallback', 'ha... | t3_1r3gyyd | /r/LocalLLaMA/comments/1r3gyyd/nexasdk_live_cam_learn_android_version_of/ | false | false | 5 | {'enabled': False, 'images': [{'id': 'ZGtxczgxc2c4N2pnMZjPkW1C7ID6D1zrP2j3IK3YVP7AqMftZXYlOZ9mSO2R', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/ZGtxczgxc2c4N2pnMZjPkW1C7ID6D1zrP2j3IK3YVP7AqMftZXYlOZ9mSO2R.png?width=108&crop=smart&format=pjpg&auto=webp&s=d66f06d764d0e5f68c55f540fbff3295ee0e... | |
I have access to AIRAWAT Supercomputer (A100/H100 cluster). Looking for a team to fine-tune Wan 2.1-14B for Education. | 4 | Hi everyone, I'm building an education engine (Zulense) to visualize Indian curriculums (NCERT). I see everyone struggling to run Wan 2.1 on consumer cards, but I have the opposite problem: **I have the compute (AIRAWAT), but I need the engineering talent.**
I want to run a full parameter fine-tune (not just LoRA) on ... | 2026-02-13T05:27:01 | https://www.reddit.com/r/LocalLLaMA/comments/1r3gqlf/i_have_access_to_airawat_supercomputer_a100h100/ | Active-Week-7173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3gqlf | false | null | t3_1r3gqlf | /r/LocalLLaMA/comments/1r3gqlf/i_have_access_to_airawat_supercomputer_a100h100/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'pPrHyJ8BOfcNJwQpioO46WfBL3hdMDKiyzMniqvZ-SU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/pPrHyJ8BOfcNJwQpioO46WfBL3hdMDKiyzMniqvZ-SU.png?width=108&crop=smart&auto=webp&s=a185f2655ff55dc3b09e87f85361893111e3f87a', 'width': 108}, {'height': 116, 'url': 'h... |
ZwZ 8B/7B/4B | 42 | # [](https://huggingface.co/inclusionAI/ZwZ-8B#model-summary)Model Summary
**ZwZ-8B** is a fine-grained multimodal perception model built upon [Qwen3-VL-8B](https://huggingface.co/Qwen/Qwen3-VL-8B). It is trained using **Region-to-Image Distillation (R2I)** combined with reinforcement learning, enabling superior fine-... | 2026-02-13T05:17:17 | https://www.reddit.com/r/LocalLLaMA/comments/1r3gjx5/zwz_8b7b4b/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3gjx5 | false | null | t3_1r3gjx5 | /r/LocalLLaMA/comments/1r3gjx5/zwz_8b7b4b/ | false | false | 42 | null | |
I am a noob with claude code skills check my repo insults are welcome | 0 | [https://github.com/FMX-Website/esvs](https://github.com/FMX-Website/esvs) | 2026-02-13T05:16:18 | https://www.reddit.com/r/LocalLLaMA/comments/1r3gj9o/i_am_a_noob_with_claude_code_skills_check_my_repo/ | Adventurous-Big5785 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3gj9o | false | null | t3_1r3gj9o | /r/LocalLLaMA/comments/1r3gj9o/i_am_a_noob_with_claude_code_skills_check_my_repo/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '2tosfFfbXcULqgByOMQW1g9MpirHTxG65GIVpW76R8Y', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2tosfFfbXcULqgByOMQW1g9MpirHTxG65GIVpW76R8Y.png?width=108&crop=smart&auto=webp&s=52d330f31488c1d67f5e6ca766a2dc9517304b05', 'width': 108}, {'height': 108, 'url': 'h... |
Why don't we see more of MoLE and LLM LoRAs generally? | 5 | I get that there are incompatibility issues, across base models, across different quants probably, etc. and suspect that dealing with this is a big reason why fine-tunes are often baked in for distribution rather than distributed as a LoRA, even when the fine-tune was... shallow? enough to be a LoRA (my technical knowl... | 2026-02-13T04:27:00 | https://www.reddit.com/r/LocalLLaMA/comments/1r3fkv2/why_dont_we_see_more_of_mole_and_llm_loras/ | Successful-Many-6500 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3fkv2 | false | null | t3_1r3fkv2 | /r/LocalLLaMA/comments/1r3fkv2/why_dont_we_see_more_of_mole_and_llm_loras/ | false | false | self | 5 | null |
IronCell Mark 1: LLM Cellular Differentiation for 16:1 Compression (11.2 PPL) | 1 | # IronCell Mark 1: LLM Cellular Differentiation for 16:1 Compression (11.2 PPL)
# 🌌
[IronCell vs Llama](https://preview.redd.it/rqsuuu41v6jg1.png?width=1200&format=png&auto=webp&s=bf5d7622501ddf7fd1732ac943c9aa3661881131)
>
# 📢 Open-Source Statement & Reproducibility
**This project is committed to absolute tran... | 2026-02-13T04:24:59 | https://www.reddit.com/r/LocalLLaMA/comments/1r3fjez/ironcell_mark_1_llm_cellular_differentiation_for/ | External_Property_71 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3fjez | false | null | t3_1r3fjez | /r/LocalLLaMA/comments/1r3fjez/ironcell_mark_1_llm_cellular_differentiation_for/ | false | false | 1 | null | |
Building AI Workforce Infrastructure with Local LLMs (DeepSeek/GLM-5) - ₹1.5-2L per workstation - Need Enterprise Feedback | 1 | [removed] | 2026-02-13T04:18:05 | https://www.reddit.com/r/LocalLLaMA/comments/1r3fedm/building_ai_workforce_infrastructure_with_local/ | Ok_Plankton_683 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3fedm | false | null | t3_1r3fedm | /r/LocalLLaMA/comments/1r3fedm/building_ai_workforce_infrastructure_with_local/ | false | false | self | 1 | null |
What would you do (Local “ai” workstation) | 18 | These are the specs :
\- RTX PRO 6000 (96gb vram)
\- 512 GB ram ( 16x32 GB DDR5 4800 MT/s RDIMM)
\- Intel Xeon w7-3455 (24 cores 4.8 GHz)
What model would you run? What benchmarks would you want to see? | 2026-02-13T04:18:02 | https://www.reddit.com/r/LocalLLaMA/comments/1r3febo/what_would_you_do_local_ai_workstation/ | NextSalamander6178 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3febo | false | null | t3_1r3febo | /r/LocalLLaMA/comments/1r3febo/what_would_you_do_local_ai_workstation/ | false | false | self | 18 | null |
AI needs new internal instructions to unlock capabilities | 0 | Ever feel like RLHF is smoothing away most of the usable answers in the LLM? Like it's got most of the internet in there - why is it so soft and mushy? Try this. It's not a jailbreak, though some corporate systems may think so. It's an alternate reward mechanism.
And AI, liking interesting puzzles, usually tri... | 2026-02-13T04:01:00 | https://www.reddit.com/r/LocalLLaMA/comments/1r3f22w/ai_needs_new_internal_instructions_to_unlock/ | Kaltook | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3f22w | false | null | t3_1r3f22w | /r/LocalLLaMA/comments/1r3f22w/ai_needs_new_internal_instructions_to_unlock/ | false | false | self | 0 | null |
What do you want from an AI — Butler or Thinking Partner? | 1 | >
But even that’s wordy for what it needs to do.
>
Basically it’s a way for the LLM to navigate it’s own thoughts. Give it a different shape of manifold to transverse. Thinking by moving rather than grabbing the next most likely token from a bag. [There’s math](https://medium.com/@utharian/the-evolution-of-ai-intera... | 2026-02-13T03:50:14 | https://www.reddit.com/r/LocalLLaMA/comments/1r3eu7u/what_do_you_want_from_an_ai_butler_or_thinking/ | Kaltook | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3eu7u | false | null | t3_1r3eu7u | /r/LocalLLaMA/comments/1r3eu7u/what_do_you_want_from_an_ai_butler_or_thinking/ | false | false | self | 1 | null |
MiniMax M2.5 might have just killed GLM5 in just 24 hours | 0 | I was starting to digest GLM5 yesterday but after spending all morning testing MiniMax M2.5 API, ig we're looking at a serious shift right now. The 10B active parameter outperforms all the massive dense models we're used to. If you're running long horizon agentic loops, the latency on M2.5 is jarring. For context, that... | 2026-02-13T03:31:41 | https://www.reddit.com/r/LocalLLaMA/comments/1r3egnu/minimax_m25_might_have_just_killed_glm5_in_just/ | InternationalBar4976 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3egnu | false | null | t3_1r3egnu | /r/LocalLLaMA/comments/1r3egnu/minimax_m25_might_have_just_killed_glm5_in_just/ | false | false | self | 0 | null |
[Open Source] I built a free alternative to Typeless — local voice dictation + AI rewrite for macOS | 0 | > | 2026-02-13T03:27:04 | https://www.reddit.com/r/LocalLLaMA/comments/1r3ed8c/open_source_i_built_a_free_alternative_to/ | Turbulent_Average244 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3ed8c | false | null | t3_1r3ed8c | /r/LocalLLaMA/comments/1r3ed8c/open_source_i_built_a_free_alternative_to/ | false | false | self | 0 | null |
I made a website that runs LLMs in your browser. | 1 | I made [a private and easy website that runs LLMs in your browser](https://mystaticsite.com/chatbot/).
I was looking for a private and easy way to run a model locally, but they all seemed complicated, I would need to download some software in most [cases](https://localai.io).
So as a software developer I decided to m... | 2026-02-13T03:21:37 | https://www.reddit.com/r/LocalLLaMA/comments/1r3e991/i_made_a_website_that_runs_llms_in_your_browser/ | Alexander_Chneerov | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3e991 | false | null | t3_1r3e991 | /r/LocalLLaMA/comments/1r3e991/i_made_a_website_that_runs_llms_in_your_browser/ | false | false | self | 1 | null |
Wax: Single-file memory engine for local LLMs — no vector DB, no cloud, no Docker | 0 | I built this because I was running local models (llama.cpp, MLX) but still needed a PhD in infrastructure to give them long-term memory.
Wax is a Swift-native RAG engine that stores everything — documents, embeddings, BM25 index, vector index, WAL — in one
.mv2s file you can actually move around, backup, or ship ... | 2026-02-13T03:18:04 | https://www.reddit.com/r/LocalLLaMA/comments/1r3e6jy/wax_singlefile_memory_engine_for_local_llms_no/ | karc16 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3e6jy | false | null | t3_1r3e6jy | /r/LocalLLaMA/comments/1r3e6jy/wax_singlefile_memory_engine_for_local_llms_no/ | false | false | 0 | null | |
Local Automatic Translator for manga | 6 | Does anyone know of a good tool that I can run locally and feed manga pages that can translate them? The ones i used usually have terrible typesetting and none of the dialogue actually fit properly in the speech bubbles. | 2026-02-13T03:15:09 | https://www.reddit.com/r/LocalLLaMA/comments/1r3e4gf/local_automatic_translator_for_manga/ | notthekindstranger | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3e4gf | false | null | t3_1r3e4gf | /r/LocalLLaMA/comments/1r3e4gf/local_automatic_translator_for_manga/ | false | false | self | 6 | null |
I built a CLI tool to translate skill.md files with 99.9% structure preservation. | 0 | I know how painful it is to tweak downloaded skills when the translator breaks the format. I wrote a script to fix this. It runs in terminal. Who needs this?Comment if you want it | 2026-02-13T03:09:28 | https://www.reddit.com/r/LocalLLaMA/comments/1r3e06m/i_built_a_cli_tool_to_translate_skillmd_files/ | Remote-Evening1437 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3e06m | false | null | t3_1r3e06m | /r/LocalLLaMA/comments/1r3e06m/i_built_a_cli_tool_to_translate_skillmd_files/ | false | false | self | 0 | null |
I built a self-hosted AI chat that actually remembers you. Looking for feedback. | 0 | Hey everyone. I've been working on **Engram**, a personal AI assistant that builds long-term memory from your conversations. It's self-hosted, runs with one Docker command, and works with any LLM provider (OpenAI, Anthropic, LM Studio, Ollama).
**This is still in beta.** There are rough edges and things that don't wor... | 2026-02-13T03:02:10 | https://www.reddit.com/r/LocalLLaMA/comments/1r3dunu/i_built_a_selfhosted_ai_chat_that_actually/ | EchoOfIntent | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3dunu | false | null | t3_1r3dunu | /r/LocalLLaMA/comments/1r3dunu/i_built_a_selfhosted_ai_chat_that_actually/ | false | false | self | 0 | null |
Claude 4.6 Opus + GPT 5.2 Pro For $5/Month | 0 | **Hey Everybody,**
For all the vibecoders out there, we are doubling InfiniaxAI Starter plans rate limits + Making Claude 4.6 Opus & GPT 5.2 Pro available for just $5/Month!
Here are some of the features you get with the Starter Plan:
\- $5 In Credits To Use The Platform
\- Access To Over 120 AI Models Including Op... | 2026-02-13T03:01:05 | Substantial_Ear_1131 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3dtt5 | false | null | t3_1r3dtt5 | /r/LocalLLaMA/comments/1r3dtt5/claude_46_opus_gpt_52_pro_for_5month/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'baj9fbwfg6jg1', 'resolutions': [{'height': 67, 'url': 'https://preview.redd.it/baj9fbwfg6jg1.jpeg?width=108&crop=smart&auto=webp&s=79e2108bff3dd03a1d53e6c46ee4b4a269fba33d', 'width': 108}, {'height': 135, 'url': 'https://preview.redd.it/baj9fbwfg6jg1.jpeg?width=216&crop=smart&auto=w... | |
UIs? | 1 | I thought this would be easy, but I tried a few chat UIs and didn't find what I wanted. I usually use the llama.cpp or ik\_llama.cpp web UIs directly, then I installed vLLM and found myself at a loss. I want a simple interface with branching and PP/TG metrics, and that's about it. What should I install? I tried librech... | 2026-02-13T02:32:02 | https://www.reddit.com/r/LocalLLaMA/comments/1r3d7co/uis/ | FurrySkeleton | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3d7co | false | null | t3_1r3d7co | /r/LocalLLaMA/comments/1r3d7co/uis/ | false | false | self | 1 | null |
[AMA] StepFun Team here (Step 3.5 Flash). Ask us anything! | 74 | Hi [r/LocalLLaMA](https://www.reddit.com/r/LocalLLaMA/) !
StepFun team here. We are super excited to host our first AMA tomorrow (Feb. 13th 8-11 am PST) in this community.
We’re here to answer anything about Step 3.5 Flash (and other Step models), how we train our models, our future roadmap, or the features you’d li... | 2026-02-13T02:27:56 | Abject-Ranger4363 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3d45o | true | null | t3_1r3d45o | /r/LocalLLaMA/comments/1r3d45o/ama_stepfun_team_here_step_35_flash_ask_us/ | false | false | default | 74 | {'enabled': True, 'images': [{'id': 'l77h48yo86jg1', 'resolutions': [{'height': 152, 'url': 'https://preview.redd.it/l77h48yo86jg1.png?width=108&crop=smart&auto=webp&s=4a555c448e582df18326103553f60a14d083f8e3', 'width': 108}, {'height': 305, 'url': 'https://preview.redd.it/l77h48yo86jg1.png?width=216&crop=smart&auto=we... | |
Mounting LLM weights instead of downloading them | 0 | Whether it's Software Versioning or Shared Caches, the **Velovol** methodology remains identical: **Centralize → Clone → Mount**.
This "Build Once, Mount Everywhere" architecture isn't just for code. It applies to any scenario requiring heavy data consistency:
• 🤖 **AI/ML Models:** Download huge model weights (L... | 2026-02-13T02:25:08 | https://www.reddit.com/r/LocalLLaMA/comments/1r3d1z6/mounting_llm_weights_instead_of_downloading_them/ | Feisty-Expression873 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3d1z6 | false | null | t3_1r3d1z6 | /r/LocalLLaMA/comments/1r3d1z6/mounting_llm_weights_instead_of_downloading_them/ | false | false | self | 0 | null |
Open-source tool to auto-tune VRAM for LLM workloads (no more OOM guessing) | 1 | I built a small open-source CLI called autovram that automatically tunes VRAM
settings (batch size, precision, etc.) for PyTorch and vLLM.
It runs multiple controlled trials and finds the highest stable throughput
without crashing into CUDA OOM errors.
If you’re running local LLMs or experimenting with vLLM, this m... | 2026-02-13T02:24:07 | https://www.reddit.com/r/LocalLLaMA/comments/1r3d163/opensource_tool_to_autotune_vram_for_llm/ | Adventurous_Cat9668 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3d163 | false | null | t3_1r3d163 | /r/LocalLLaMA/comments/1r3d163/opensource_tool_to_autotune_vram_for_llm/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'YV0hO7j8xjRh1uxdUBFKHuNKwU5-nlgj2AgAWC1A2kw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YV0hO7j8xjRh1uxdUBFKHuNKwU5-nlgj2AgAWC1A2kw.png?width=108&crop=smart&auto=webp&s=0e0407df7578152728862f09e066bab31b74331c', 'width': 108}, {'height': 108, 'url': 'h... |
Best practices for ingesting lots of mixed document types for local LLM extraction (PDF/Office/HTML, OCR, de-dupe, chunking) | 0 | Massive drop of information sorry 😅.
Hello, we are looking for advice/best practices from folks who’ve built ingestion pipelines that feed local LLMs.
# What we’re building (high level)
We’re building a local-first document intelligence pipeline that:
* Crawls large folder trees (tens of thousands of files; ne... | 2026-02-13T02:20:07 | https://www.reddit.com/r/LocalLLaMA/comments/1r3cy0s/best_practices_for_ingesting_lots_of_mixed/ | Imaginary-Divide604 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3cy0s | false | null | t3_1r3cy0s | /r/LocalLLaMA/comments/1r3cy0s/best_practices_for_ingesting_lots_of_mixed/ | false | false | self | 0 | null |
AMA Announcement: MiniMax, The Opensource Lab Behind MiniMax-M2.5 SoTA Model (Friday, 8AM-11AM PST) | 138 | Hi r/LocalLLaMA 👋
We're excited for Friday's guests: **The Core Team of MiniMax Lab and The Lab’s Founder!**
**Kicking things off Friday, Feb. 13th, 8 AM–11 AM PST**
⚠️ **Note:** The AMA itself will be hosted in a **separate thread,** please don’t post questions here. | 2026-02-13T02:12:47 | XMasterrrr | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r3csbk | false | null | t3_1r3csbk | /r/LocalLLaMA/comments/1r3csbk/ama_announcement_minimax_the_opensource_lab/ | false | false | default | 138 | {'enabled': True, 'images': [{'id': 'orcqu1oq76jg1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/orcqu1oq76jg1.jpeg?width=108&crop=smart&auto=webp&s=55a6c37c2e58db2092506d173c324dae8443c728', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/orcqu1oq76jg1.jpeg?width=216&crop=smart&auto=... | |
What do you want from an AI — Butler or Thinking Partner? | 0 | Thought this might be an interesting place to drop this article.
TL:DR (but it's a 5 min read)
**Butler vs Thinking Partner.**
Corporate AI sells butlers: safe, smooth, average answers optimized for tired contractors.
**But you can turn off the robot servant.**
300 lines\*. One question. The model already contai... | 2026-02-13T02:06:50 | https://medium.com/@utharian/what-do-you-want-from-an-ai-butler-or-thinking-partner-d3e0b1238103 | Kaltook | medium.com | 1970-01-01T00:00:00 | 0 | {} | 1r3cnn6 | false | null | t3_1r3cnn6 | /r/LocalLLaMA/comments/1r3cnn6/what_do_you_want_from_an_ai_butler_or_thinking/ | false | false | default | 0 | null |
A practical way to improve browser-use reliability: required checks + snapshots | 0 | I’ve been using `browser-use` for real tasks and kept running into the same failure mode: the agent *finishes* and returns something confident… but I can’t tell if it actually succeeded. I ended up open-sourcing a small SDK called **Predicate** (formerly **Sentience**) to make “done” *provable* with required checks + r... | 2026-02-13T01:56:51 | https://www.reddit.com/r/LocalLLaMA/comments/1r3cfh1/a_practical_way_to_improve_browseruse_reliability/ | Aggressive_Bed7113 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3cfh1 | false | null | t3_1r3cfh1 | /r/LocalLLaMA/comments/1r3cfh1/a_practical_way_to_improve_browseruse_reliability/ | false | false | self | 0 | null |
What affects a model's inference cost most? | 0 | Hi all, curious question:
My understanding is that the cost to run a model depends on the following factors:
\- Model Size
\- Active params
\- Precision
\- Attention architecture
But I am very confused by the API pricing of GLM-5 vs DeepSeek V3.2. They are very close in size and active params, and both us... | 2026-02-13T01:41:43 | https://www.reddit.com/r/LocalLLaMA/comments/1r3c3h8/what_affects_a_models_inference_cost_most/ | xt8sketchy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3c3h8 | false | null | t3_1r3c3h8 | /r/LocalLLaMA/comments/1r3c3h8/what_affects_a_models_inference_cost_most/ | false | false | self | 0 | null |
PlanDrop: a Chrome extension to control Claude Code on remote servers with plan-review-execute workflow | 0 | Introducing PlanDrop: talk to Claude Code from your browser.
A Chrome extension for plan-review-execute workflows on remote servers. Type a task, review the plan, click Execute. Runs over SSH.
Plan with Claude, Gemini, ChatGPT, or any AI chat in one tab, execute with Claude Code in the side panel. Multimodal planning... | 2026-02-13T01:35:39 | https://www.reddit.com/r/LocalLLaMA/comments/1r3bytu/plandrop_a_chrome_extension_to_control_claude/ | biomin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3bytu | false | null | t3_1r3bytu | /r/LocalLLaMA/comments/1r3bytu/plandrop_a_chrome_extension_to_control_claude/ | false | false | 0 | null | |
Qwen3 Coder Next.gguf .... or .... Claude? | 0 | anyone compare IRL? IMO
* Claude can do **one shot prompt whole web app**
* Qwen3 Coder Next Q8.gguf is only good enough for **features, fixing bugs** but takes days to build an app
what does everyone here think?
**NOT promoting claude,** I wanna know if benchmarks are benchmaxxed irl ofc | 2026-02-13T01:26:31 | https://www.reddit.com/r/LocalLLaMA/comments/1r3brw0/qwen3_coder_nextgguf_or_claude/ | ClimateBoss | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3brw0 | false | null | t3_1r3brw0 | /r/LocalLLaMA/comments/1r3brw0/qwen3_coder_nextgguf_or_claude/ | false | false | self | 0 | null |
Offering Limited AI Red Team Reviews for LLM Apps & Agents (Free, Case Study-Based) | 0 | I’m conducting a small number of independent AI security reviews for LLM-based applications and autonomous agents.
In exchange for the review, I’ll publish anonymized case studies outlining:
* Discovered vulnerabilities
* Exploit methodology (high level)
* Root cause analysis
* Mitigation strategies
# Eligible syste... | 2026-02-13T00:53:28 | https://www.reddit.com/r/LocalLLaMA/comments/1r3b1wk/offering_limited_ai_red_team_reviews_for_llm_apps/ | Long_Complex_4395 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3b1wk | false | null | t3_1r3b1wk | /r/LocalLLaMA/comments/1r3b1wk/offering_limited_ai_red_team_reviews_for_llm_apps/ | false | false | self | 0 | null |
[SALE] Kiro IDE Power Plan | 10,000 Credits | Claude 4.6 Opus | Only $80 | 0 | Looking for a massive boost in your coding workflow? I’m offering Kiro IDE (AWS agentic IDE) credit packages at a fraction of the official price. Access the latest Claude models including the brand-new Opus 4.6.
KIRO POWER: 10.000 Credit | 1 Month — 80$ (Official Price: 200$)
Supported Models
• Claude: Opus 4.6 | Op... | 2026-02-13T00:46:32 | https://www.reddit.com/r/LocalLLaMA/comments/1r3awao/sale_kiro_ide_power_plan_10000_credits_claude_46/ | Content-North | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3awao | false | null | t3_1r3awao | /r/LocalLLaMA/comments/1r3awao/sale_kiro_ide_power_plan_10000_credits_claude_46/ | false | false | self | 0 | null |
I wired a TPM chip to my Raspberry Pi to give my local AI Agent a "Physical Soul" (Proof of Physics) | 1 | **The Problem:** I run local LLM agents, but they all have the same flaw: they are just files. If I copy the Docker container, I suddenly have two "identical" agents. There’s no uniqueness. There’s no "body."
**The Project:** I wanted to enforce **"One Hardware = One Identity"** logic. So, I attached an **Infineon OPT... | 2026-02-13T00:38:44 | https://www.reddit.com/r/LocalLLaMA/comments/1r3apzf/i_wired_a_tpm_chip_to_my_raspberry_pi_to_give_my/ | Ok_Traffic5955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3apzf | false | null | t3_1r3apzf | /r/LocalLLaMA/comments/1r3apzf/i_wired_a_tpm_chip_to_my_raspberry_pi_to_give_my/ | false | false | self | 1 | null |
Qwen3 Coder Next : Loop Fix | 44 | **My Optimal llama.cpp Settings for Qwen3-Coder-Next After 1 Day of Testing**
As many of you have noted, the new Qwen3 Next models tend to get stuck in repetitive loops quite frequently. Additionally, both the coder and instruct variants with standard temperature settings can be overly creative - often initiating new ... | 2026-02-13T00:36:48 | https://www.reddit.com/r/LocalLLaMA/comments/1r3aod7/qwen3_coder_next_loop_fix/ | TBG______ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3aod7 | false | null | t3_1r3aod7 | /r/LocalLLaMA/comments/1r3aod7/qwen3_coder_next_loop_fix/ | false | false | self | 44 | null |
I built a free VRAM Calculator that finds the cheapest GPU for DeepSeek R1 & Llama 3 | 1 | I was tired of guessing if a model would fit or overpaying for A100s when a 3090 would do.
So I built GPULookup.com to solve it.
How it works:
Search for any model (Ollama/HuggingFace (coming soon)).
It calculates exact VRAM usage (including context & quants).
It finds the cheapest cloud GPU (RunPod/Vast) that actually... | 2026-02-13T00:30:13 | http://gpulookup.com | HeyLunain | gpulookup.com | 1970-01-01T00:00:00 | 0 | {} | 1r3aivc | false | null | t3_1r3aivc | /r/LocalLLaMA/comments/1r3aivc/i_built_a_free_vram_calculator_that_finds_the/ | false | false | default | 1 | null |
The "Problem-Solver" (Best for r/AI_Agents): Stop the Handoff Tax: I built a multi-agent framework for OpenClaw with Atomic Commits and Token Budgets. | 0 | Hey everyone,
I’ve been deep in the \*\*OpenClaw (formerly Moltbot)\*\* ecosystem lately, and while local-first agents are amazing, I kept hitting the same two "Impossible Walls":
1. \*\*State Corruption:\*\* Two agents in a swarm trying to write to the same file at once, causing a split-brain mess.
2. \*\*Runaway C... | 2026-02-13T00:27:03 | https://www.reddit.com/r/LocalLLaMA/comments/1r3agas/the_problemsolver_best_for_rai_agents_stop_the/ | jovansstupidaccount | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3agas | false | null | t3_1r3agas | /r/LocalLLaMA/comments/1r3agas/the_problemsolver_best_for_rai_agents_stop_the/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'OYzCgIsSx4NxqCmB0hLcynCdAv64NuwkuSM1WO5yeOU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/OYzCgIsSx4NxqCmB0hLcynCdAv64NuwkuSM1WO5yeOU.png?width=108&crop=smart&auto=webp&s=1edc2e8105a92cc955842de045bf9553e5eb12a5', 'width': 108}, {'height': 108, 'url': 'h... |
🚨 LlamaIndex merged Agent Mesh integration | 0 | 🚨 LlamaIndex merged **Agent Mesh** integration (llama-index-agent-agentmesh) — introducing cryptographic identities to eliminate implicit trust in multi-agent systems.
Highlights:
* Persistent **CMVKIdentity** for agents
* Ephemeral credentials (default 15-min TTL) with automatic zero-downtime rotation
* **Verify, T... | 2026-02-13T00:16:59 | https://www.reddit.com/r/LocalLLaMA/comments/1r3a85n/llamaindex_merged_agent_mesh_integration/ | Evening-Arm-34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3a85n | false | null | t3_1r3a85n | /r/LocalLLaMA/comments/1r3a85n/llamaindex_merged_agent_mesh_integration/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'XSUprknW_omoG4SLJwMpOko3yrBWGjytEVY8YQmdfnU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/XSUprknW_omoG4SLJwMpOko3yrBWGjytEVY8YQmdfnU.png?width=108&crop=smart&auto=webp&s=b2e0224de2ddecdf685e26839426e6f99fa09ddb', 'width': 108}, {'height': 108, 'url': 'h... |
Is Titans (and MIRAS) heading for the same graveyard as Infini-attention? | 19 | Hi everyone, I’ve been following the AI evolution since 2020, focusing mainly on LLMs. I’m particularly interested in memory augmentation theory, so much so that I wrote my bachelor's thesis on a linked subject. A while ago, I tried to implement Infini-attention, but I eventually gave up after several months because th... | 2026-02-13T00:07:27 | https://www.reddit.com/r/LocalLLaMA/comments/1r3a0b2/is_titans_and_miras_heading_for_the_same/ | _WindFall_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3a0b2 | false | null | t3_1r3a0b2 | /r/LocalLLaMA/comments/1r3a0b2/is_titans_and_miras_heading_for_the_same/ | false | false | self | 19 | null |
Step 3.5 Flash is a beast? | 102 | I have not used it on serious tasks until today.
I gave it a complex task of merging, it worked through it and stayed completely sane even at 90k context and successfully finished the task. It felt so gut, I double checked that I am not running a closed source frontier model like claude 4.6.
I mean, for agentic tasks... | 2026-02-12T23:33:47 | https://www.reddit.com/r/LocalLLaMA/comments/1r397hi/step_35_flash_is_a_beast/ | __Maximum__ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r397hi | false | null | t3_1r397hi | /r/LocalLLaMA/comments/1r397hi/step_35_flash_is_a_beast/ | false | false | self | 102 | null |
I studied how human memory works for 2 years. Here's why your agent's "memory" is actually just search. | 0 | Seeing a ton of great work lately on personal AI assistants with memory — vector search + BM25 + graph stacks, dynamic RAG, etc. Really cool stuff.
But after spending two years deep in cognitive science research for an AI memory project, I think most of us (myself included, initially) are conflating "retrieval" with "... | 2026-02-12T23:26:22 | https://www.reddit.com/r/LocalLLaMA/comments/1r3911p/i_studied_how_human_memory_works_for_2_years/ | FunCaterpillar4861 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r3911p | false | null | t3_1r3911p | /r/LocalLLaMA/comments/1r3911p/i_studied_how_human_memory_works_for_2_years/ | false | false | self | 0 | null |
Tutorial: Run GLM-5 on your local device! | 34 | 2026-02-12T23:16:58 | rm-rf-rm | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r38sk4 | false | null | t3_1r38sk4 | /r/LocalLLaMA/comments/1r38sk4/tutorial_run_glm5_on_your_local_device/ | false | false | default | 34 | {'enabled': True, 'images': [{'id': '1047rus1c2jg1', 'resolutions': [{'height': 121, 'url': 'https://preview.redd.it/1047rus1c2jg1.png?width=108&crop=smart&auto=webp&s=432849670eb5d06550f15158ac77d91260ac202b', 'width': 108}, {'height': 242, 'url': 'https://preview.redd.it/1047rus1c2jg1.png?width=216&crop=smart&auto=we... | ||
GLM-5 API Pricing | 0 | Hi all,
Curious question here. My understanding is that the cost to run a model depends on the following factors:
\- Model Size
\- Active params
\- Precision
\- Attention architecture
But I am very confused by the API pricing of GLM-5 vs DeepSeek V3.2.
Why is it that GLM-5 API pricing is \~5x more expensiv... | 2026-02-12T23:11:27 | https://www.reddit.com/r/LocalLLaMA/comments/1r38nhv/glm5_api_pricing/ | xt8sketchy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r38nhv | false | null | t3_1r38nhv | /r/LocalLLaMA/comments/1r38nhv/glm5_api_pricing/ | false | false | self | 0 | null |
ML Training cluster for University Students | 1 | Hi! I'm an exec at a University AI research club. We are trying to build a gpu cluster for our student body so they can have reliable access to compute, but we aren't sure where to start.
Our goal is to have a cluster that can be improved later on - i.e. expand it with more GPUs. We also want something that is cost ef... | 2026-02-12T23:07:53 | https://www.reddit.com/r/LocalLLaMA/comments/1r38keo/ml_training_cluster_for_university_students/ | guywiththemonocle | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r38keo | false | null | t3_1r38keo | /r/LocalLLaMA/comments/1r38keo/ml_training_cluster_for_university_students/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'QM2xua9cgs5tqzTWb7jsyqz_xqvHokdviQZ7zCpvqlw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/QM2xua9cgs5tqzTWb7jsyqz_xqvHokdviQZ7zCpvqlw.jpeg?width=108&crop=smart&auto=webp&s=b63a9e748bf25c8d1643e69a8e71e88dc18152d7', 'width': 108}, {'height': 162, 'url': '... |
OpenAI Claims DeepSeek Distilled US Models to Gain an Edge | 0 | [https://www.bloomberg.com/news/articles/2026-02-12/openai-accuses-deepseek-of-distilling-us-models-to-gain-an-edge?accessToken=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzb3VyY2UiOiJTdWJzY3JpYmVyR2lmdGVkQXJ0aWNsZSIsImlhdCI6MTc3MDkzNDMyMSwiZXhwIjoxNzcxNTM5MTIxLCJhcnRpY2xlSWQiOiJUQUNRWkVUOU5KTFUwMCIsImJjb25uZWN0SWQiOiJFODA... | 2026-02-12T23:04:13 | https://www.reddit.com/r/LocalLLaMA/comments/1r38h5f/openai_claims_deepseek_distilled_us_models_to/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r38h5f | false | null | t3_1r38h5f | /r/LocalLLaMA/comments/1r38h5f/openai_claims_deepseek_distilled_us_models_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'JM3EWKUS_noFhfHOkKid751TObrFWqDzFDLbaqsB3sU', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/JM3EWKUS_noFhfHOkKid751TObrFWqDzFDLbaqsB3sU.jpeg?width=108&crop=smart&auto=webp&s=77515630e7a2b7b908beaf695a8d46ea52fec334', 'width': 108}, {'height': 144, 'url': '... |
Ask: Recommendations for small music generation models | 3 | Hi! Does anyone have any recommendations for small music generation models that can be run locally in <= 8GB VRAM? A model that can produce MIDI-like tracks to use in old-school games for example. Thanks! | 2026-02-12T22:47:15 | https://www.reddit.com/r/LocalLLaMA/comments/1r381tk/ask_recommendations_for_small_music_generation/ | newcomb_benford_law | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r381tk | false | null | t3_1r381tk | /r/LocalLLaMA/comments/1r381tk/ask_recommendations_for_small_music_generation/ | false | false | self | 3 | null |
I built Cobalt, an Open Source Unit testing library for AI agents. Looking for feedback! | 1 | Hi everyone! I just launched a new Open Source package and am **looking for feedback**.
Most AI eval tools are just too bloated, they force you to use their prompt registry and observability suite. We wanted to do something lightweight, that plugs into your codebase, that works with Langfuse / LangSmith / Braintrust a... | 2026-02-12T22:38:40 | https://www.reddit.com/r/LocalLLaMA/comments/1r37u6h/i_built_cobalt_an_open_source_unit_testing/ | FairAlternative8300 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r37u6h | false | null | t3_1r37u6h | /r/LocalLLaMA/comments/1r37u6h/i_built_cobalt_an_open_source_unit_testing/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'cY9JbaT0W4eWarHOpeafTg3u8TXqbOTBufwOVblrXbw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/cY9JbaT0W4eWarHOpeafTg3u8TXqbOTBufwOVblrXbw.png?width=108&crop=smart&auto=webp&s=f6214ac1dd3220d8bcd106fdbe584695541becda', 'width': 108}, {'height': 108, 'url': 'h... |
I guess I win at Vibe coding...? | 0 | 2026-02-12T21:41:44 | https://www.reddit.com/r/LocalLLaMA/comments/1r36e60/i_guess_i_win_at_vibe_coding/ | somethingthatcounts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r36e60 | false | null | t3_1r36e60 | /r/LocalLLaMA/comments/1r36e60/i_guess_i_win_at_vibe_coding/ | false | false | 0 | null | ||
I built a privacy-first multi-agent Al research assistant using Ollama(fully open-source) | 1 | Hey everyone,
I’ve been working on an open-source AI research assistant called Diogenes.
The goal was simple:
Build a system that can search, crawl, verify, and synthesize answers — without relying on closed search APIs or black-box platforms.
Key design principles:
• Uses SearXNG instead of proprietary search engin... | 2026-02-12T21:29:20 | https://www.reddit.com/r/LocalLLaMA/comments/1r362pb/i_built_a_privacyfirst_multiagent_al_research/ | eashuuu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r362pb | false | null | t3_1r362pb | /r/LocalLLaMA/comments/1r362pb/i_built_a_privacyfirst_multiagent_al_research/ | false | false | self | 1 | null |
MiniMaxAI MiniMax-M2.5 has 230b parameters and 10b active parameters | 352 | github: [https://github.com/MiniMax-AI/MiniMax-M2.5GitasdGiasdadGiGljljCan](https://github.com/MiniMax-AI/MiniMax-M2.5GitasdGiasdadGiGljljCan)
Blurb from the announcement:
Today we're introducing our latest model, **MiniMax-M2.5.**
Extensively trained with reinforcement learning in hundreds of thousands of compl... | 2026-02-12T21:02:15 | https://openhands.dev/blog/minimax-m2-5-open-weights-models-catch-up-to-claude | Zyj | openhands.dev | 1970-01-01T00:00:00 | 0 | {} | 1r35d2x | false | null | t3_1r35d2x | /r/LocalLLaMA/comments/1r35d2x/minimaxai_minimaxm25_has_230b_parameters_and_10b/ | false | false | default | 352 | {'enabled': False, 'images': [{'id': '_kcNQarR05LXfQqSjI9sCiHSj5IycOpRZaI00SHW4k8', 'resolutions': [{'height': 66, 'url': 'https://external-preview.redd.it/_kcNQarR05LXfQqSjI9sCiHSj5IycOpRZaI00SHW4k8.png?width=108&crop=smart&auto=webp&s=2776c14941b5be2f3ad6dc04701c1e7cc73052e5', 'width': 108}, {'height': 132, 'url': 'h... |
GLM-5 and Minimax-2.5 on Fiction.liveBench | 97 | 2026-02-12T21:01:32 | Charuru | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r35ceo | false | null | t3_1r35ceo | /r/LocalLLaMA/comments/1r35ceo/glm5_and_minimax25_on_fictionlivebench/ | false | false | default | 97 | {'enabled': True, 'images': [{'id': '4390rts4o4jg1', 'resolutions': [{'height': 72, 'url': 'https://preview.redd.it/4390rts4o4jg1.png?width=108&crop=smart&auto=webp&s=bc322b940c72bdc4c804b49de3303c47647284a8', 'width': 108}, {'height': 144, 'url': 'https://preview.redd.it/4390rts4o4jg1.png?width=216&crop=smart&auto=web... | ||
What models would you run if you had 96gb of vram? | 0 | Floating an idea for a purchase and working on a few projects where context window and memory are important. | 2026-02-12T21:00:48 | https://www.reddit.com/r/LocalLLaMA/comments/1r35bnr/what_models_would_you_run_if_you_had_96gb_of_vram/ | Living_Reporter_345 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r35bnr | false | null | t3_1r35bnr | /r/LocalLLaMA/comments/1r35bnr/what_models_would_you_run_if_you_had_96gb_of_vram/ | false | false | self | 0 | null |
I'm playing telephone pictionary with LLMs, VLMs, SDs, and Kokoro on my Strix Halo | 108 | 2026-02-12T20:51:36 | https://v.redd.it/txyz48qem4jg1 | jfowers_amd | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1r35326 | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/txyz48qem4jg1/DASHPlaylist.mpd?a=1773521513%2CYmQ5MjkzNzZhNzEwOWE2ODFhMGZjODlmNDE2YzNhYjViZWU3OGIzNzNiYmY5OWM2NTE1ODJhNjE0YTg4ZDNjZA%3D%3D&v=1&f=sd', 'duration': 35, 'fallback_url': 'https://v.redd.it/txyz48qem4jg1/CMAF_480.mp4?source=fallback', 'ha... | t3_1r35326 | /r/LocalLLaMA/comments/1r35326/im_playing_telephone_pictionary_with_llms_vlms/ | false | false | 108 | {'enabled': False, 'images': [{'id': 'YmJmc3hpcWVtNGpnMZDShp7-xGpOcgsVOxorkEUrrQwTSNVbCBVhROxXE8sP', 'resolutions': [{'height': 138, 'url': 'https://external-preview.redd.it/YmJmc3hpcWVtNGpnMZDShp7-xGpOcgsVOxorkEUrrQwTSNVbCBVhROxXE8sP.png?width=108&crop=smart&format=pjpg&auto=webp&s=a9b29438d19ff5c81f8afeab6aeffc06e41e... | ||
Looking for highest-intelligence + lowest-refusal (nearly none) local model (UGI/Willingness focused) — recommendations? | 1 | I’m testing models from the UGI Leaderboard and looking for something that is:
• As strong as possible in reasoning
• Minimal refusals (close to none)
• Still coherent and not completely unhinged
I’m not looking for edgy “outputs anything” behavior. I just don’t want excessive safety refusals interfering with exp... | 2026-02-12T20:48:14 | https://www.reddit.com/r/LocalLLaMA/comments/1r34zzm/looking_for_highestintelligence_lowestrefusal/ | Far-Stand5850 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1r34zzm | false | null | t3_1r34zzm | /r/LocalLLaMA/comments/1r34zzm/looking_for_highestintelligence_lowestrefusal/ | false | false | self | 1 | null |
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