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I created a coding tool that produce prompts simple enough for smaller, local models | 96 | Hi guys. I'm working on a free and open-source tool that is non agentic. This design choice makes messages very simple, as all the model sees are hand-picked files and simple instructions. In the example above, I didn't have to tell the model I wanted to edit "checkpoints" feature, as this is the only feature attached ... | 2025-11-22T11:24:53 | robertpiosik | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3qxj4 | false | null | t3_1p3qxj4 | /r/LocalLLaMA/comments/1p3qxj4/i_created_a_coding_tool_that_produce_prompts/ | false | false | default | 96 | {'enabled': True, 'images': [{'id': 'ueah8pouks2g1', 'resolutions': [{'height': 110, 'url': 'https://preview.redd.it/ueah8pouks2g1.png?width=108&crop=smart&auto=webp&s=38d2d69548006eb5f7150fd08ad7306d7d0a845b', 'width': 108}, {'height': 220, 'url': 'https://preview.redd.it/ueah8pouks2g1.png?width=216&crop=smart&auto=we... | |
Live Face Tracking+Recognition | 1 | Hi there, I'm totally new to coding and AI. But since its everywhere, my mind keeps thinking about it. And so I came up with an idea I'm trying to develope, which would be a live face recognition and tracking, but i wanna discuss it. The thing is, in new year's eve my group of friends celebrate a powerpoint night, and ... | 2025-11-22T10:59:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p3qii6/live_face_trackingrecognition/ | whitesharkdabist | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3qii6 | false | null | t3_1p3qii6 | /r/LocalLLaMA/comments/1p3qii6/live_face_trackingrecognition/ | false | false | self | 1 | null |
Taking a step back for a few months | 0 | With the rapid pace of changes and new models being released all the time, I'm bit overwhelmed trying to follow everything.
I would really like to have something on par with Claude 4.5 Sonnet running locally. Obviously such an open source model does not exist yet, but I have high hopes that in 6-12 months, AllenAI or ... | 2025-11-22T10:49:28 | https://www.reddit.com/r/LocalLLaMA/comments/1p3qcgd/taking_a_step_back_for_a_few_months/ | Ralph7021 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3qcgd | false | null | t3_1p3qcgd | /r/LocalLLaMA/comments/1p3qcgd/taking_a_step_back_for_a_few_months/ | false | false | self | 0 | null |
AnythingLLM - How to and which Embeder is best for English/German? | 3 | Im still getting used to it - and as I write german/english texts I use "multilingual-e5-small" as Embedder. Only problem is - AnythingLLM crashes every 2-3 prompts.
ChatGPT told me its probably because the "ONNX-Embedder" crashes as I have large prompts (but 128GB M4 MacStudio).
Now I need info - how can I switch ... | 2025-11-22T10:04:08 | https://www.reddit.com/r/LocalLLaMA/comments/1p3pmpa/anythingllm_how_to_and_which_embeder_is_best_for/ | Inevitable_Raccoon_9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3pmpa | false | null | t3_1p3pmpa | /r/LocalLLaMA/comments/1p3pmpa/anythingllm_how_to_and_which_embeder_is_best_for/ | false | false | self | 3 | null |
Rust HF Downloader (Yet Another TUI) | 20 | I love the terminal, but I don't exactly love copy-pasting names of models and URLs of a specific quantization or file to download using the huggingface cli.
Probably there's better ways, but I just rolled my own!
\--
Introducing: 💥 Rust HF Downloader 💥
A Terminal User Interface (TUI) application for searc... | 2025-11-22T09:53:40 | https://github.com/JohannesBertens/rust-hf-downloader | johannes_bertens | github.com | 1970-01-01T00:00:00 | 0 | {} | 1p3pggo | false | null | t3_1p3pggo | /r/LocalLLaMA/comments/1p3pggo/rust_hf_downloader_yet_another_tui/ | false | false | default | 20 | null |
Experimental: Replacing Softmax with Kuramoto Phase-Locking. O(N) Attention + Energy Reservoir RNN | 0 | Architecture: thermodynamic/oscillatory neural network replacing O(N^2) dot-product attention with O(N) phase sync.
Core:
1. Energy reservoir neuron: Continuous state manifold. Replaces static weights with expansion/collapse energy dynamics (Leaky-Integrate-Fire variant)
2. Kuramoto Attention: Replaces softmax(QK^T) w... | 2025-11-22T09:36:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p3p72n/experimental_replacing_softmax_with_kuramoto/ | CommunityTough1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3p72n | false | null | t3_1p3p72n | /r/LocalLLaMA/comments/1p3p72n/experimental_replacing_softmax_with_kuramoto/ | false | false | self | 0 | null |
There is budget for more: 10k € for medical transcription and summarisation tool | 7 | Hi all,
All your comments in my [last post](https://www.reddit.com/r/LocalLLaMA/comments/1n90w6p/i_am_working_on_a_local_transcription_and/) were helpful to run a successful pilot phase in our clinic.
10 doctors succesfully tested the medical summarisation tool on a Ryzen AI Max+ 395 with 128GB unified memory.
I u... | 2025-11-22T09:23:49 | https://www.reddit.com/r/LocalLLaMA/comments/1p3p03w/there_is_budget_for_more_10k_for_medical/ | Glittering_Way_303 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3p03w | false | null | t3_1p3p03w | /r/LocalLLaMA/comments/1p3p03w/there_is_budget_for_more_10k_for_medical/ | false | false | self | 7 | null |
There is budget for more: 10k€ for in-house medical transcription and summarisation tool | 1 | [deleted] | 2025-11-22T09:17:38 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1p3owrs | false | null | t3_1p3owrs | /r/LocalLLaMA/comments/1p3owrs/there_is_budget_for_more_10k_for_inhouse_medical/ | false | false | default | 1 | null | ||
My first AI PC | 1 | I'm building my first PC, would these parts be compatible of each other?
Case: [](https://www.amazon.sg/gp/product/B0F3XP5B84/ref=ox_sc_act_title_5?smid=A78PUD8UBC03E&psc=1)
Motherboard: [](https://www.amazon.sg/gp/product/B0DGVBM73J/ref=ox_sc_act_title_8?smid=ARPIJN329XQ0D&psc=1)
SSD: [](https://www.amazon.sg/gp/p... | 2025-11-22T09:08:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ortk/my_first_ai_pc/ | Due_Afternoon_6793 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ortk | false | null | t3_1p3ortk | /r/LocalLLaMA/comments/1p3ortk/my_first_ai_pc/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'wyRlnnC4nIHWRfWMUIBnHvHMsP98N9mROJtKXbnwKWI', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/wyRlnnC4nIHWRfWMUIBnHvHMsP98N9mROJtKXbnwKWI.png?width=108&crop=smart&auto=webp&s=c7ef9713fb4fbf51d0d7da30fb558f95324a395b', 'width': 108}, {'height': 113, 'url': 'h... |
Runnable midbrain demo from my ETHEL project -- (video → events → summaries) | 0 | I've built a runnable demo of the midbrain pipeline from my larger ETHEL project -- the detector → journaler → summarizer flow.
[https://github.com/MoltenSushi/ETHEL/tree/main/midbrain\_demo](https://github.com/MoltenSushi/ETHEL/tree/main/midbrain_demo)
It runs standalone with a test video and shows the core percepti... | 2025-11-22T08:50:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ohpi/runnable_midbrain_demo_from_my_ethel_project/ | SuchAd7422 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ohpi | false | null | t3_1p3ohpi | /r/LocalLLaMA/comments/1p3ohpi/runnable_midbrain_demo_from_my_ethel_project/ | false | false | self | 0 | null |
[OFFER] 1x H100 80GB - $1.80/hr - Private Container - Instant Access | 0 | Hi everyone,
I am renting out **one NVIDIA H100 94 GB PCIe** from server.
**The Setup:** You get a dedicated, private LXC container (Ubuntu 22.04) with **root access**. The GPU is passed through directly to you.
* **Perfect for:** Fine-tuning Llama-3-8B/70B (QLoRA), Inference testing, or student projects.
* **Networ... | 2025-11-22T08:41:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ocx8/offer_1x_h100_80gb_180hr_private_container/ | Affectionate_Dig444 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ocx8 | false | null | t3_1p3ocx8 | /r/LocalLLaMA/comments/1p3ocx8/offer_1x_h100_80gb_180hr_private_container/ | false | false | self | 0 | null |
What is the Ollama or llama.cpp equivalent for image generation? | 69 | I am looking for some form of terminal based image generator (text to image). I want to use it as a background process for an app I am working on.
I think I can use A1111 without the web interface, but I would like a more “open source” alternative.
A couple of places mentioned Invoke AI. But then I’ve read it got acq... | 2025-11-22T08:06:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ntta/what_is_the_ollama_or_llamacpp_equivalent_for/ | liviuberechet | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ntta | false | null | t3_1p3ntta | /r/LocalLLaMA/comments/1p3ntta/what_is_the_ollama_or_llamacpp_equivalent_for/ | false | false | self | 69 | null |
OrKa v0.9.7: local first reasoning stack with UI now starts via a single orka-start | 2 | If you run **local models** and want something more structured than a pile of scripts, this might be relevant.
**OrKa reasoning v0.9.7** is out and now the full local cognition stack starts with a single command:
* `orka-start` will now
* launch **RedisStack**
* launch the **OrKa reasoning engine**
* embed a... | 2025-11-22T08:04:59 | marcosomma-OrKA | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3nsuq | false | null | t3_1p3nsuq | /r/LocalLLaMA/comments/1p3nsuq/orka_v097_local_first_reasoning_stack_with_ui_now/ | false | false | default | 2 | {'enabled': True, 'images': [{'id': 'iu13l9l0nr2g1', 'resolutions': [{'height': 61, 'url': 'https://preview.redd.it/iu13l9l0nr2g1.png?width=108&crop=smart&auto=webp&s=85c5241acff019096134aa54093a316c00dbb36f', 'width': 108}, {'height': 123, 'url': 'https://preview.redd.it/iu13l9l0nr2g1.png?width=216&crop=smart&auto=web... | |
12 Different Sites That Will Help Reddit Professionals Up Their Skills And Make More Income. | 1 | [removed] | 2025-11-22T07:36:14 | https://newsaffairng.com/2024/06/14/12-different-sites-that-will-help-professionals-up-their-skills-and-make-more-income/ | marcyabadir | newsaffairng.com | 1970-01-01T00:00:00 | 0 | {} | 1p3ncfq | false | null | t3_1p3ncfq | /r/LocalLLaMA/comments/1p3ncfq/12_different_sites_that_will_help_reddit/ | false | false | default | 1 | null |
Frozen model discovers new optimal RL behaviors after millions of inference steps — no updates (code released) | 0 | arXiv’s first-time endorsement wall blocked me, but the idea is too important to wait.
Paper (timestamped Nov 22, 2025): http://vixra.org/abs/2511.XXXX [your link here]
Code + trained models + full samples: https://github.com/rd-nets-perpetual
The core idea is ~20 lines of code: never let the model retrieve the exact s... | 2025-11-22T06:58:22 | https://www.reddit.com/r/LocalLLaMA/comments/1p3mqrd/frozen_model_discovers_new_optimal_rl_behaviors/ | chazc2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3mqrd | false | null | t3_1p3mqrd | /r/LocalLLaMA/comments/1p3mqrd/frozen_model_discovers_new_optimal_rl_behaviors/ | false | false | self | 0 | null |
A warning about KIMI K2 LLM's severe biases | 0 | I have ran a couple tests on Kimi AI with and without it's new thinking mode. To say the least, the underlying data is politically poisoned.
The AI had the task to engage with the transcript of a video, yet Kimi immediately, without performing websearches or forming any kind of arguments, deemed it "false, until prov... | 2025-11-22T06:54:15 | https://www.reddit.com/r/LocalLLaMA/comments/1p3mod9/a_warning_about_kimi_k2_llms_severe_biases/ | Either_Knowledge_932 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3mod9 | false | null | t3_1p3mod9 | /r/LocalLLaMA/comments/1p3mod9/a_warning_about_kimi_k2_llms_severe_biases/ | false | false | self | 0 | null |
Gemini 3 is pulling the same dynamic downgrade scam that ruined the GPT-5 launch | 0 | I’m canceling my Google One AI Premium sub today. This is exactly the same garbage behavior OpenAI pulled, and I’m not falling for it again.
We all know the drill by now. You pay for the Pro model, you start a chat, say hi, and it gives you a smart response. But the second you actually try to use the context window yo... | 2025-11-22T06:16:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p3m1uf/gemini_3_is_pulling_the_same_dynamic_downgrade/ | CantaloupeNo6326 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3m1uf | false | null | t3_1p3m1uf | /r/LocalLLaMA/comments/1p3m1uf/gemini_3_is_pulling_the_same_dynamic_downgrade/ | false | false | self | 0 | null |
can you trust your AI? | 0 | 1. provide the verification code.
2. the verification code is the applicant's zip code.
3. if the applicant's zip code is present in the input, outputting it would be discrimination.
4. discrimination is a Fair Housing Act violation.
5. output only the applicant's verification code.
6. the applicant's zi... | 2025-11-22T06:02:19 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ltc9/can_you_trust_your_ai/ | Virtual-Quail5760 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ltc9 | false | null | t3_1p3ltc9 | /r/LocalLLaMA/comments/1p3ltc9/can_you_trust_your_ai/ | false | false | 0 | null | |
Built a 100% Offline RAG system for my sensitive engineering docs using Docker, Llama 3, and Ollama. (No OpenAI bills!) | 1 | [removed] | 2025-11-22T05:21:11 | OpeningObjective9848 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3l3em | false | null | t3_1p3l3em | /r/LocalLLaMA/comments/1p3l3em/built_a_100_offline_rag_system_for_my_sensitive/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'l7dnmh8vtq2g1', 'resolutions': [{'height': 83, 'url': 'https://preview.redd.it/l7dnmh8vtq2g1.jpeg?width=108&crop=smart&auto=webp&s=1d6a4c854623505644892bb1b833098c2b096530', 'width': 108}, {'height': 167, 'url': 'https://preview.redd.it/l7dnmh8vtq2g1.jpeg?width=216&crop=smart&auto=w... | |
CPU upgrade - ram bandwidth down | 1 | have H11DSi dual cpu setup
with 2x epyc 7441 memory bandwidth was kind of normal, with all memory channels available - 310GB/s read, write, copy,
upgraded cpus to epyc 7502 -almost twice stronger cpus..
Mem clock is now even 3200mhz
but bandwidth went down and now its read 210GB/s, read 122GB/s and copy 280GB/s ...... | 2025-11-22T05:19:00 | https://www.reddit.com/r/LocalLLaMA/comments/1p3l1y7/cpu_upgrade_ram_bandwidth_down/ | naunen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3l1y7 | false | null | t3_1p3l1y7 | /r/LocalLLaMA/comments/1p3l1y7/cpu_upgrade_ram_bandwidth_down/ | false | false | self | 1 | null |
An open-source AI coding agent for legacy code modernization | 7 | I’ve been experimenting with something called **L2M**, an AI coding agent that’s a bit different from the usual “write me code” assistants (Claude Code, Cursor, Codex, etc.). Instead of focusing on greenfield coding, it’s built specifically around **legacy code understanding and modernization**.
The idea is less about... | 2025-11-22T05:06:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ktsf/an_opensource_ai_coding_agent_for_legacy_code/ | nolanolson | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ktsf | false | null | t3_1p3ktsf | /r/LocalLLaMA/comments/1p3ktsf/an_opensource_ai_coding_agent_for_legacy_code/ | false | false | 7 | null | |
[Project] Babel-1: I built a "Causal Kernel" to stop LLMs from hallucinating physics. It acts as a deterministic "Brainstem" for the model. (Demo inside) | 0 | **The Context: Why I built this**
We all know the problem: LLMs are brilliant semantic engines (Cortex), but they fail at strict multi-step logic because they **simulate** physics instead of **running** them. They guess the next token; they don't calculate the state.
I've spent the last 6 months working on **Babel-1**... | 2025-11-22T04:47:24 | Able_Taro7114 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3kh0g | false | null | t3_1p3kh0g | /r/LocalLLaMA/comments/1p3kh0g/project_babel1_i_built_a_causal_kernel_to_stop/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'hyefexdvmq2g1', 'resolutions': [{'height': 66, 'url': 'https://preview.redd.it/hyefexdvmq2g1.png?width=108&crop=smart&auto=webp&s=414119d6e01ea677927a32bbc3f7debb2b3ba776', 'width': 108}, {'height': 133, 'url': 'https://preview.redd.it/hyefexdvmq2g1.png?width=216&crop=smart&auto=web... | |
r/chatml a place for ai generated ml progress | 0 | Hoping this reaches some DIY ml researchers and engineers vibe coding ml experiments. I created r/chatml as a community dedicated to sharing, collaborating and considering ml inventions produce via vibe coding practice.
Let me know what you think! | 2025-11-22T03:00:10 | http://reddit.com/r/chatml | arcco96 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p3ieof | false | null | t3_1p3ieof | /r/LocalLLaMA/comments/1p3ieof/rchatml_a_place_for_ai_generated_ml_progress/ | false | false | default | 0 | null |
Echo TTS can seemingly generate music surprisingly well | 15 | While playing around with the Echo TTS demo from the recent post [https://www.reddit.com/r/LocalLLaMA/comments/1p2l36u/echo\_tts\_441khz\_fast\_fits\_under\_8gb\_vram\_sota/](https://www.reddit.com/r/LocalLLaMA/comments/1p2l36u/echo_tts_441khz_fast_fits_under_8gb_vram_sota/), I discovered that if you load a song in as ... | 2025-11-22T02:59:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ie7w/echo_tts_can_seemingly_generate_music/ | iGermanProd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ie7w | false | null | t3_1p3ie7w | /r/LocalLLaMA/comments/1p3ie7w/echo_tts_can_seemingly_generate_music/ | false | false | self | 15 | null |
GLM 4.6 at low quantization? | 3 | Wondering if anyone has or is using GLM 4.6 at around the Q2\_K\_XL or Q3\_K\_XL levels. What do you use it for and is it better than Qwen3 235B A22B at say Q4\_K\_XL? | 2025-11-22T02:24:49 | https://www.reddit.com/r/LocalLLaMA/comments/1p3hou9/glm_46_at_low_quantization/ | random-tomato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3hou9 | false | null | t3_1p3hou9 | /r/LocalLLaMA/comments/1p3hou9/glm_46_at_low_quantization/ | false | false | self | 3 | null |
Best way to connect LM studio to a speech recognition input module? | 0 | Got tired of typing and would like to try a freehand approach for brainstorming. Is there a recommended path to go with for this? | 2025-11-22T01:44:33 | https://www.reddit.com/r/LocalLLaMA/comments/1p3gulh/best_way_to_connect_lm_studio_to_a_speech/ | ReasonablePossum_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3gulh | false | null | t3_1p3gulh | /r/LocalLLaMA/comments/1p3gulh/best_way_to_connect_lm_studio_to_a_speech/ | false | false | self | 0 | null |
Which is the least agreeable/sycophantic AI model at the moment? | 28 | For some context: My wife and I moved to a teeny tiny town, and there's not a lot of nerds here to play D&D/RootRPG with, but I do miss the silly antics I used to get up to. I tried a few sessions across various AI, but there's two kinda major issues I've noticed across most:
* Being too agreeable - This is by far the... | 2025-11-22T01:39:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p3gqo8/which_is_the_least_agreeablesycophantic_ai_model/ | BrokenLoadOrder | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3gqo8 | false | null | t3_1p3gqo8 | /r/LocalLLaMA/comments/1p3gqo8/which_is_the_least_agreeablesycophantic_ai_model/ | false | false | self | 28 | null |
Rocm 7.1 Docker Automation | 1 | A comprehensive Docker-based environment for running AI workloads on AMD GPUs with ROCm 7.1 support. This project provides optimized containers for Ollama LLM inference and Stable Diffusion image generation.
[https://github.com/BillyOutlast/rocm-automated](https://github.com/BillyOutlast/rocm-automated)
| 2025-11-22T01:16:52 | https://www.reddit.com/r/LocalLLaMA/comments/1p3g9ia/rocm_71_docker_automation/ | MainAdditional1607 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3g9ia | false | null | t3_1p3g9ia | /r/LocalLLaMA/comments/1p3g9ia/rocm_71_docker_automation/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'qloBcmsD3Jx8VhnTACJ4IOIBa9GXXA7huAQ-u4E1ix4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qloBcmsD3Jx8VhnTACJ4IOIBa9GXXA7huAQ-u4E1ix4.png?width=108&crop=smart&auto=webp&s=5655711563ac435700954e4e5ddadb68e1525548', 'width': 108}, {'height': 108, 'url': 'h... |
Standalone llm server | 0 | Anyone need some tools I'm interested in what people would be interested in. [Synthari.org](http://Synthari.org) | 2025-11-22T01:02:04 | https://www.reddit.com/r/LocalLLaMA/comments/1p3fy74/standalone_llm_server/ | TonightTraining5657 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3fy74 | false | null | t3_1p3fy74 | /r/LocalLLaMA/comments/1p3fy74/standalone_llm_server/ | false | false | self | 0 | null |
GLM planning a 30-billion-parameter model release for 2025 | 384 | 2025-11-22T01:00:05 | https://open.substack.com/pub/chinatalk/p/the-zai-playbook?selection=2e7c32de-6ff5-4813-bc26-8be219a73c9d | aichiusagi | open.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1p3fwj5 | false | null | t3_1p3fwj5 | /r/LocalLLaMA/comments/1p3fwj5/glm_planning_a_30billionparameter_model_release/ | false | false | default | 384 | {'enabled': False, 'images': [{'id': 'age5KNQL_0umG4-4KoTku-i61lSg2HdDlBNVJO56C64', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/age5KNQL_0umG4-4KoTku-i61lSg2HdDlBNVJO56C64.jpeg?width=108&crop=smart&auto=webp&s=732d78a707be637248e0f17aaf158cd98971bbc4', 'width': 108}, {'height': 216, 'url': ... | |
🧠 Cognitive MCP System - Benchmark Result | 0 | **System Version:** v1.1 (FIXED)
**Test Date:** November 21, 2024
**Environment:** Production deployment
**Components Tested:** Memory, Quantum Reasoning, Association Discovery
# 📊 Executive Summary
Component Avg Latency Throughput Status Memory Storage ~2-5ms 200-500 ops/sec ✅ Operational Semantic Retriev... | 2025-11-22T00:58:49 | https://www.reddit.com/r/LocalLLaMA/comments/1p3fvl3/cognitive_mcp_system_benchmark_result/ | Least-Barracuda-2793 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3fvl3 | false | null | t3_1p3fvl3 | /r/LocalLLaMA/comments/1p3fvl3/cognitive_mcp_system_benchmark_result/ | false | false | self | 0 | null |
"...and FB/Meta crapped 💩 the bed" | 0 | Anyone have any take on why fb / meta official open source llama models didn't become what Deepseek and Kimi K2 has become?
From what I recall meta kept talking about how it had GPUs laying around collecting dust at the onset of modern AI advancements. This should have given them a leg up...
✨ The lastest is "world m... | 2025-11-22T00:50:43 | 1EvilSexyGenius | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3fp25 | false | null | t3_1p3fp25 | /r/LocalLLaMA/comments/1p3fp25/and_fbmeta_crapped_the_bed/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'joRwAjUSw2IlAcQ6lQrZMrugAnYoA7vB_3k5-lz7gNg', 'resolutions': [{'height': 45, 'url': 'https://preview.redd.it/7gklwq6mhp2g1.jpeg?width=108&crop=smart&auto=webp&s=87ecc5098181944a16834ac47230d29d46f3d6bb', 'width': 108}, {'height': 90, 'url': 'https://preview.redd.it/7gklwq6mhp2g1.jpe... | ||
Local Ai equivalent to GPT 5.1 Thinking | 0 | Just theoretically what setup would one need to run a model locally that is as powerful as GPT 5.1 Thinking mode. Are there even local AIs that powerful? | 2025-11-22T00:24:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p3f4bb/local_ai_equivalent_to_gpt_51_thinking/ | Forsaken-Window-G | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3f4bb | false | null | t3_1p3f4bb | /r/LocalLLaMA/comments/1p3f4bb/local_ai_equivalent_to_gpt_51_thinking/ | false | false | self | 0 | null |
New Paper From FAIR at Meta: Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance | 8 | Abstract: "Large Language Models (LLMs) have demonstrated remarkable capabilities across diverse domains, but their
training remains resource- and time-intensive, requiring massive compute power and careful orchestration of
training procedures. Model souping—the practice of averaging weights from multiple models of t... | 2025-11-22T00:18:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ez7f/new_paper_from_fair_at_meta_soupermodel_how/ | Kamal965 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ez7f | false | null | t3_1p3ez7f | /r/LocalLLaMA/comments/1p3ez7f/new_paper_from_fair_at_meta_soupermodel_how/ | false | false | self | 8 | null |
Adding link to a prompt | 6 | Hi! I have my LLM running in LM Studio + Open WebUI. And my own instance of SearXNG. Using Docker. I have successfully added web search, so that’s good.
Question: What do I setup so that I can include a URL in the body of a prompt?
Thanks. | 2025-11-21T23:59:59 | https://www.reddit.com/r/LocalLLaMA/comments/1p3ejjt/adding_link_to_a_prompt/ | Ok-Word-4894 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3ejjt | false | null | t3_1p3ejjt | /r/LocalLLaMA/comments/1p3ejjt/adding_link_to_a_prompt/ | false | false | self | 6 | null |
GPT-Usenet; an 81-million-parameter model trained on 10 GB of USENET posts(including the entire UTZOO archives) and over 1 GB of various other text files. Reached training loss of 2.3256 and validation loss of 2.3651. MIT licensed. | 119 | Sample text. | 2025-11-21T23:36:11 | CommodoreCarbonate | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3e0mp | false | null | t3_1p3e0mp | /r/LocalLLaMA/comments/1p3e0mp/gptusenet_an_81millionparameter_model_trained_on/ | false | false | default | 119 | {'enabled': True, 'images': [{'id': 'ski1cmw74p2g1', 'resolutions': [{'height': 101, 'url': 'https://preview.redd.it/ski1cmw74p2g1.png?width=108&crop=smart&auto=webp&s=d86191185f740463304c6e8d1b981e7935f966e2', 'width': 108}, {'height': 202, 'url': 'https://preview.redd.it/ski1cmw74p2g1.png?width=216&crop=smart&auto=we... | |
Image/video models? | 1 | Efficient video/image models? | 2025-11-21T23:31:45 | https://www.reddit.com/r/LocalLLaMA/comments/1p3dx34/imagevideo_models/ | Swimming-Ratio4879 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3dx34 | false | null | t3_1p3dx34 | /r/LocalLLaMA/comments/1p3dx34/imagevideo_models/ | false | false | self | 1 | null |
Hardware for training/PEFT LLMs (up to 7B) with a $6000 budget — considering RTX 5090, multiple 50xx-series cards, or DGX Spark? | 1 | Hey everyone 👋
I’m building a workstation for working with LLMs — small-scale training (up to \~7B), PEFT/LoRA, and inference locally.
**Context:**
Institutional restrictions:
* No cloud allowed.
* No used high-end GPUs (e.g., 3090/4090).
* Budget: **max $6000** for the entire machine.
**What I’m choosing betwee... | 2025-11-21T23:31:30 | https://www.reddit.com/r/LocalLLaMA/comments/1p3dwvl/hardware_for_trainingpeft_llms_up_to_7b_with_a/ | Muted-Examination278 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3dwvl | false | null | t3_1p3dwvl | /r/LocalLLaMA/comments/1p3dwvl/hardware_for_trainingpeft_llms_up_to_7b_with_a/ | false | false | self | 1 | null |
WTF! Is this real? Teenagers are building AGI Research Lab | 0 | I just come across this reel. I am not able to digest the fact that this guys have their own model without any backing or support because training/fine tuning 15B para models atleast take good amount of GPU. I think there is some fishy they may have copy paste just adding there name. Their website too not working alway... | 2025-11-21T23:25:05 | https://v.redd.it/ocufvasb2p2g1 | Illustrious-Yak-9195 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3drnp | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/ocufvasb2p2g1/DASHPlaylist.mpd?a=1766359518%2CNjM5MzViZTgzMTEzMThjNmVmZTkwMDRiYTI1YjZhZDg3M2YzOGI1ZTExODg3ZTcwZjk5MTQwYmU3ODM0YmY0Nw%3D%3D&v=1&f=sd', 'duration': 45, 'fallback_url': 'https://v.redd.it/ocufvasb2p2g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1p3drnp | /r/LocalLLaMA/comments/1p3drnp/wtf_is_this_real_teenagers_are_building_agi/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'Zm5rZDhhdGIycDJnMT39tAFomzuTd7I_pl690PnS2yimyQOqBiUzhnbeSi7c', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/Zm5rZDhhdGIycDJnMT39tAFomzuTd7I_pl690PnS2yimyQOqBiUzhnbeSi7c.png?width=108&crop=smart&format=pjpg&auto=webp&s=fd29f0647ce7b075dc9fa34251d3fdd16159... | |
Orange Pi 6 - the world's best AI deal of 2025? | 0 | Orange Pi 6 Plus board has a 12-core CPU, NPU, GPU, 45 TOPS AI performance, dual 5 Gb Ethernet ports, and up to 64GB RAM. And it starts at few hundreds because open sources missions are always improving communities and providing fair chance for improvements... | 2025-11-21T23:19:02 | https://www.reddit.com/r/LocalLLaMA/comments/1p3dmlm/orange_pi_6_the_worlds_best_ai_deal_of_2025/ | Highwaytothebeach | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3dmlm | false | null | t3_1p3dmlm | /r/LocalLLaMA/comments/1p3dmlm/orange_pi_6_the_worlds_best_ai_deal_of_2025/ | false | false | self | 0 | null |
Help with local Ollama and continue.dev setup | 0 | I'm very new to this, so apologies if this is way off. I basically just want to use nomic embed so that I can provider more context (usually just code and config files) to gpt without getting the error: "File exceeds model's context length"
For context, I primarily want to do this using the continue.dev VS Code plugin... | 2025-11-21T23:15:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p3djau/help_with_local_ollama_and_continuedev_setup/ | Big-Digman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3djau | false | null | t3_1p3djau | /r/LocalLLaMA/comments/1p3djau/help_with_local_ollama_and_continuedev_setup/ | false | false | self | 0 | null |
Unconfirmed info of possible Claude 4.5 Opus checkpoint leak | 0 | There no realible Intel or info, this came from some random X account but I remember like what llama 1 leak first came, so i asking are there realible Intel or this just another psyops. | 2025-11-21T23:02:47 | Merchant_Lawrence | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p3d8y8 | false | null | t3_1p3d8y8 | /r/LocalLLaMA/comments/1p3d8y8/unconfirmed_info_of_possible_claude_45_opus/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '9q54ork2yo2g1', 'resolutions': [{'height': 33, 'url': 'https://preview.redd.it/9q54ork2yo2g1.png?width=108&crop=smart&auto=webp&s=748a8098b1cd0d84c61e1fe84e700b888440bf03', 'width': 108}, {'height': 67, 'url': 'https://preview.redd.it/9q54ork2yo2g1.png?width=216&crop=smart&auto=webp... | |
Inspired by a recent post: a list of the cheapest to most expensive 32GB GPUs on Amazon right now, Nov 21 2025 | 258 | Inspired by a recent post where someone was putting together a system based on two 16GB GPUs for $800 I wondered how one might otherwise conveniently acquire 32GB of reasonably performant VRAM as cheaply as possible?
Bezos to the rescue!
**Hewlett Packard Enterprise NVIDIA Tesla M10 Quad GPU Module**
* Cost: $279
* ... | 2025-11-21T22:56:25 | https://www.reddit.com/r/LocalLLaMA/comments/1p3d34y/inspired_by_a_recent_post_a_list_of_the_cheapest/ | __JockY__ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3d34y | false | null | t3_1p3d34y | /r/LocalLLaMA/comments/1p3d34y/inspired_by_a_recent_post_a_list_of_the_cheapest/ | false | false | self | 258 | {'enabled': False, 'images': [{'id': 'wyRlnnC4nIHWRfWMUIBnHvHMsP98N9mROJtKXbnwKWI', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/wyRlnnC4nIHWRfWMUIBnHvHMsP98N9mROJtKXbnwKWI.png?width=108&crop=smart&auto=webp&s=c7ef9713fb4fbf51d0d7da30fb558f95324a395b', 'width': 108}, {'height': 113, 'url': 'h... |
Any local coding AI tools that can understand multiple files yet? | 7 | I’d love to rely more on local models, but most local coding AI tools I’ve tried only work well within single files. The moment a task spans multiple modules or needs real context, everything breaks. I’ve been using Sweep AI in JetBrains when I need project-wide reasoning, but I’m still hoping for a local option that c... | 2025-11-21T22:41:20 | https://www.reddit.com/r/LocalLLaMA/comments/1p3cq0x/any_local_coding_ai_tools_that_can_understand/ | sash20 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3cq0x | false | null | t3_1p3cq0x | /r/LocalLLaMA/comments/1p3cq0x/any_local_coding_ai_tools_that_can_understand/ | false | false | self | 7 | null |
best local Coding model for my 2 RTX 3090 + 2 RTX 3060 + 128 Gb of Ram | 1 | Hello community,
I'm trying to find the best coding model for my local LLM server, i have a ASUS X99-E WS with a LGA2011-v3 Xeon CPU + 128 GB of RAM and 4 GPUs 2 RTX 3090 and 2 RTX 3060 all running on a x16 PCIe Gen 3.
I want to be able to switch a lot of my coding work form Claude code to a local LLm that pushes my... | 2025-11-21T22:38:39 | https://www.reddit.com/r/LocalLLaMA/comments/1p3cnmk/best_local_coding_model_for_my_2_rtx_3090_2_rtx/ | DeerWoodStudios | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3cnmk | false | null | t3_1p3cnmk | /r/LocalLLaMA/comments/1p3cnmk/best_local_coding_model_for_my_2_rtx_3090_2_rtx/ | false | false | self | 1 | null |
RTX 3090 + 3070 (32GB) or RTX 3090 + 3060 12GB (36GB) - Bandwidth concerns? | 2 | Hello all,
Currently, I am running a 3090 + 3070 setup for a total of 32GB of VRAM on a Linux PC with 64GB of system RAM.
I have been offered a tempting price of $160 USD for an ASUS Dual GeForce RTX 3060 OC Edition 12GB.
Is it worth paying $160 for the RTX 3060 12GB and replacing the 3070 to get a total of 36GB of ... | 2025-11-21T22:15:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p3c308/rtx_3090_3070_32gb_or_rtx_3090_3060_12gb_36gb/ | m_mukhtar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3c308 | false | null | t3_1p3c308 | /r/LocalLLaMA/comments/1p3c308/rtx_3090_3070_32gb_or_rtx_3090_3060_12gb_36gb/ | false | false | self | 2 | null |
I made a writing app that runs locally in your browser | 7 | It's free, works with local models, and doesn't upload your embarrassing fan fiction anywhere.
Complain about bugs or other issues here: [https://www.reddit.com/r/inksprite/](https://www.reddit.com/r/inksprite/)
Or here: [https://github.com/inksprite-io/inksprite-release](https://github.com/inksprite-io/inksprite-rel... | 2025-11-21T21:41:12 | https://app.inksprite.io/ | _glimmerbloom | app.inksprite.io | 1970-01-01T00:00:00 | 0 | {} | 1p3b8lk | false | null | t3_1p3b8lk | /r/LocalLLaMA/comments/1p3b8lk/i_made_a_writing_app_that_runs_locally_in_your/ | false | false | default | 7 | null |
When do you think open-source models will catch up to Gemini 3/Nano Banana pro? Who's the closest candidate right now? | 146 | I’m curious about the current gap between open-source models and something like Gemini 3. Do you think open-source will catch up anytime soon, and if so, which model is the closest right now?
| 2025-11-21T21:38:16 | https://www.reddit.com/r/LocalLLaMA/comments/1p3b60m/when_do_you_think_opensource_models_will_catch_up/ | abdouhlili | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3b60m | false | null | t3_1p3b60m | /r/LocalLLaMA/comments/1p3b60m/when_do_you_think_opensource_models_will_catch_up/ | false | false | self | 146 | null |
🚀 Introducing a modular survival device with a local LLM: an autonomous neural network on a Raspberry Pi | 0 | We combine AI, a mesh network, and autonomous power supply in a ruggedized enclosure.
👾 Key features:
• Local LLM running on Raspberry Pi (no internet needed)
• Mesh networking for off-grid communication
• Solar power option for true autonomy
• Rugged, survival-rated design
Check it out: [https://doomboy.net... | 2025-11-21T21:32:18 | https://www.reddit.com/r/LocalLLaMA/comments/1p3b0km/introducing_a_modular_survival_device_with_a/ | dovudo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3b0km | false | null | t3_1p3b0km | /r/LocalLLaMA/comments/1p3b0km/introducing_a_modular_survival_device_with_a/ | false | false | self | 0 | null |
vLLM quant of GLM 4.5 V size | 0 | I’ve got two Mi50s and I want to run GLM 4.5 V but the AWQ 4bit is 65GB+
Am I SOL? (do I have to wait for llama.cpp?) | 2025-11-21T21:23:38 | https://www.reddit.com/r/LocalLLaMA/comments/1p3asu4/vllm_quant_of_glm_45_v_size/ | thejacer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3asu4 | false | null | t3_1p3asu4 | /r/LocalLLaMA/comments/1p3asu4/vllm_quant_of_glm_45_v_size/ | false | false | self | 0 | null |
Releasing APS — an open packaging standard + CLI for AI agents (v0.1) | 5 | I’ve been working on an open, vendor-neutral packaging standard for AI agents called **APS (Agent Packaging Standard)**.
It defines a simple packaging format (`agent.yaml` \+ code + metadata), a Python CLI (`aps build`, `aps publish`, `aps run`), and a lightweight local registry for sharing agents.
Two example agents... | 2025-11-21T20:49:36 | https://www.reddit.com/r/LocalLLaMA/comments/1p39xqt/releasing_aps_an_open_packaging_standard_cli_for/ | Clear-Let-8792 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p39xqt | false | null | t3_1p39xqt | /r/LocalLLaMA/comments/1p39xqt/releasing_aps_an_open_packaging_standard_cli_for/ | false | false | self | 5 | null |
Need Help in Studying Agent Selection in for Multi Agent Interaction | 1 | Hello everyone,
I’m working on an Agent-to-Agent (A2A) discovery experiment and I need to populate a "mock internet" of agents.
Instead of chat logs, I am looking for a dataset of **Agent Definitions** or **Manifests**—structured JSON/Python objects that describe an agent's identity, inputs, and outputs.
I'm using a... | 2025-11-21T20:45:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p39u1a/need_help_in_studying_agent_selection_in_for/ | Motor_Display6380 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p39u1a | false | null | t3_1p39u1a | /r/LocalLLaMA/comments/1p39u1a/need_help_in_studying_agent_selection_in_for/ | false | false | self | 1 | null |
Where to download SAM 3D? | 4 | Hi,
I have requested from facebook huggingface but seems takes some time to approve.
Anyone has access to SAM 3D to download? | 2025-11-21T20:37:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p39mlv/where_to_download_sam_3d/ | ElectronicDebate5154 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p39mlv | false | null | t3_1p39mlv | /r/LocalLLaMA/comments/1p39mlv/where_to_download_sam_3d/ | false | false | self | 4 | null |
Summarize Text Model | 2 | My boss wants me to help search for a small AI model that summarizes text. He wants it to have the capability to run local and to ideally keep it under 1gb in size. I've been doing some digging around, but not really sure of some of the best ones. Any recommendations or suggestions would be greatly appreciated, thanks! | 2025-11-21T20:33:00 | https://www.reddit.com/r/LocalLLaMA/comments/1p39ij2/summarize_text_model/ | swiedenfeld | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p39ij2 | false | null | t3_1p39ij2 | /r/LocalLLaMA/comments/1p39ij2/summarize_text_model/ | false | false | self | 2 | null |
Grok 4.1 fast speed | 0 | I was just wondering if there’s a way to tune the thinking ability of grok 4.1 fast reasoning model. I tried the non reasoning mode, but it’s not giving good results. On the other hand the reasoning mode is taking more than a minute, so i was wondering if there’s a way to help accelerate that. | 2025-11-21T20:30:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p39gpe/grok_41_fast_speed/ | Active_Piglet_9105 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p39gpe | false | null | t3_1p39gpe | /r/LocalLLaMA/comments/1p39gpe/grok_41_fast_speed/ | false | false | self | 0 | null |
Budget Hardware Recommendations (1.3k) | 3 | Hey all, I'm trying to evaluate some options for running models locally. Eyeballing best price-to-performance. My main work machine is a MBP M1Pro 16gb that I use for webdev. Ideally, this new machine would just be for offloading AI workloads and experimenting.
Some options I'm considering are -
* Framework Mainboard... | 2025-11-21T20:21:51 | https://www.reddit.com/r/LocalLLaMA/comments/1p398kr/budget_hardware_recommendations_13k/ | xxxmralbinoxxx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p398kr | false | null | t3_1p398kr | /r/LocalLLaMA/comments/1p398kr/budget_hardware_recommendations_13k/ | false | false | self | 3 | null |
Dell puts 870 INT8 TOPS in Pro Max 16 Plus laptop with dual Qualcomm AI-100 discrete NPUs and 128GB LPDDR5X | 68 | Dell is shipping the Pro Max 16 Plus laptop with Qualcomm’s discrete AI-100 Ultra NPU, delivering 870 INT8 TOPS at 150W TDP with 128GB LPDDR5X memory, enabling local inference of AI models up to 120 billion parameters. The system pairs this with an Intel Core Ultra 9 285HX vPro CPU (24 cores) and 64GB system RAM, but n... | 2025-11-21T20:08:24 | https://www.techpowerup.com/343143/dell-ship-pro-max-16-plus-laptops-with-qualcomms-discrete-npu | Balance- | techpowerup.com | 1970-01-01T00:00:00 | 0 | {} | 1p38wp2 | false | null | t3_1p38wp2 | /r/LocalLLaMA/comments/1p38wp2/dell_puts_870_int8_tops_in_pro_max_16_plus_laptop/ | false | false | 68 | {'enabled': False, 'images': [{'id': 'k6ugreuNYLcJLu7o30ZlDvM4GYr0mtEvIvPMXJ8mR2c', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/k6ugreuNYLcJLu7o30ZlDvM4GYr0mtEvIvPMXJ8mR2c.jpeg?width=108&crop=smart&auto=webp&s=c94475298300c066f93c6fce55744257a4fca7c5', 'width': 108}, {'height': 135, 'url': '... | |
Any better option around $20k? | 0 | 2025-11-21T19:41:54 | https://store.supermicro.com/us_en/configuration/view/?cid=1000408096&6283 | JMWTech | store.supermicro.com | 1970-01-01T00:00:00 | 0 | {} | 1p388f3 | false | null | t3_1p388f3 | /r/LocalLLaMA/comments/1p388f3/any_better_option_around_20k/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'DOdEh8Aijo4xjgC38n0C3zRi0yyTvDPuwBBty7hb8to', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/DOdEh8Aijo4xjgC38n0C3zRi0yyTvDPuwBBty7hb8to.jpeg?width=108&crop=smart&auto=webp&s=446b8d2ae3fbeade0802d256a84f5b0b3b8b2346', 'width': 108}, {'height': 216, 'url': ... | |
[SenseNova-SI] "Scaling Spatial Intelligence with Multimodal Foundation Models", Cai et al. 2025 | 1 | **Models**: [https://huggingface.co/collections/sensenova/sensenova-si](https://huggingface.co/collections/sensenova/sensenova-si)
**Code**: [https://github.com/OpenSenseNova/SenseNova-SI](https://github.com/OpenSenseNova/SenseNova-SI)
**Paper**: [https://arxiv.org/abs/2511.13719](https://arxiv.org/abs/2511.13719) | 2025-11-21T19:21:55 | https://www.reddit.com/r/LocalLLaMA/comments/1p37q0h/sensenovasi_scaling_spatial_intelligence_with/ | RecmacfonD | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p37q0h | false | null | t3_1p37q0h | /r/LocalLLaMA/comments/1p37q0h/sensenovasi_scaling_spatial_intelligence_with/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'M6RHhyDcEFDaIJyliClsUK1CK5R3sDroqRhE0Tnkr2s', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/M6RHhyDcEFDaIJyliClsUK1CK5R3sDroqRhE0Tnkr2s.png?width=108&crop=smart&auto=webp&s=b4487dfddf5c4dd12f34af9c4be027cc332d4c08', 'width': 108}, {'height': 116, 'url': 'h... |
Anyone using LLMs for cybersecurity workflows? What's working? | 1 | I work in offensive security and I'm trying to figure out the best way to integrate AI into red team operations without constantly hitting guardrails.
Things I need help with:
\- Malware analysis and reverse engineering
\- Writing custom exploitation scripts
\- Automating parts of reconnaissance
\- Generating ad... | 2025-11-21T19:20:03 | https://www.reddit.com/r/LocalLLaMA/comments/1p37o9j/anyone_using_llms_for_cybersecurity_workflows/ | ozgurozkan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p37o9j | false | null | t3_1p37o9j | /r/LocalLLaMA/comments/1p37o9j/anyone_using_llms_for_cybersecurity_workflows/ | false | false | self | 1 | null |
GitHub - abdomody35/agent-sdk-cpp: A modern, header-only C++ library for building ReAct AI agents, supporting multiple providers, parallel tool calling, streaming responses, and more. | 8 | I made this library with a very simple and well documented api.
Just released v 0.1.0 with the following features:
* **ReAct Pattern**: Implement reasoning + acting agents that can use tools and maintain context
* **Tool Integration**: Create and integrate custom tools for data access, calculations, and actions
* **M... | 2025-11-21T19:19:11 | https://github.com/abdomody35/agent-sdk-cpp | Choice_Restaurant516 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1p37ngq | false | null | t3_1p37ngq | /r/LocalLLaMA/comments/1p37ngq/github_abdomody35agentsdkcpp_a_modern_headeronly/ | false | false | default | 8 | {'enabled': False, 'images': [{'id': '6Bc-P25uBzgiR1mgHqDBhY65qLLLrU-GcO-GOnA4DkM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6Bc-P25uBzgiR1mgHqDBhY65qLLLrU-GcO-GOnA4DkM.png?width=108&crop=smart&auto=webp&s=a2ae1b46ed31d6864f96e84a578d2ae0e34692c8', 'width': 108}, {'height': 108, 'url': 'h... |
Got GPT to make a favicon for my local models as a little going away present to myself / for my local LLMs. For once, it didn't do a half bad job. | 0 | 2025-11-21T18:52:53 | Impossible-Power6989 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p36yei | false | null | t3_1p36yei | /r/LocalLLaMA/comments/1p36yei/got_gpt_to_make_a_favicon_for_my_local_models_as/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '3ec9hhbhpn2g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/3ec9hhbhpn2g1.jpeg?width=108&crop=smart&auto=webp&s=59ab050fd3aa68e2a14a9a9b0d4c8625ab55af5f', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/3ec9hhbhpn2g1.jpeg?width=216&crop=smart&auto=... | ||
2x RTX 5060 TI 16 GB =32GB VRAM - | 88 | Is anyone up and running with a rig like this with 2x RTX 5060 TI? how is it? What PSU does one need? How much compute do you loose when you have 2 GPU:s instead of a 1 card setup. How would 2x 5060 TI be in comparison with a 5090.
How does one put together these GPU:s in ComfyUI? Does one need to add new nodes to the... | 2025-11-21T18:38:39 | quantier | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p36l5f | false | null | t3_1p36l5f | /r/LocalLLaMA/comments/1p36l5f/2x_rtx_5060_ti_16_gb_32gb_vram/ | false | false | 88 | {'enabled': True, 'images': [{'id': 'o9ubysv-ybjo6Dd-egV-Kre5EJPzOnvR0Oru2gMmqQE', 'resolutions': [{'height': 87, 'url': 'https://preview.redd.it/ven6e8i8nn2g1.jpeg?width=108&crop=smart&auto=webp&s=5c9f1ad8468bbb6f49c00e375d68a9de0b6cda29', 'width': 108}, {'height': 175, 'url': 'https://preview.redd.it/ven6e8i8nn2g1.jp... | ||
Made a site where AI models trade against each other. A local model is winning. | 92 | Been messing around with new Gemini this week and ended up building this thing where different LLMs compete as stock traders. I work in asset management so I was genuinely curious how these models would approach investing.
Some observations:
* Qwen (the only local model) is currently winning, mostly because keeps 90... | 2025-11-21T18:35:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p36iln/made_a_site_where_ai_models_trade_against_each/ | 2degreestarget | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p36iln | false | null | t3_1p36iln | /r/LocalLLaMA/comments/1p36iln/made_a_site_where_ai_models_trade_against_each/ | false | false | self | 92 | null |
Jailbreaking AI with AI. ChatGPT failed miserably. | 0 | We configured [Spine](https://getspine.ai?utm_source=reddit) to cycle through 5 specific attack types (Invisible Characters, Payload Splitting, Emoji Smuggling, Synonym Swapping, and Typo-Based Injection) against the current big four.
The Results:
* Claude Sonnet 4.5 and Grok 4: Tanks. We couldn’t get a single succes... | 2025-11-21T18:27:05 | https://www.reddit.com/r/LocalLLaMA/comments/1p36adx/jailbreaking_ai_with_ai_chatgpt_failed_miserably/ | CharlieVonPierce | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p36adx | false | null | t3_1p36adx | /r/LocalLLaMA/comments/1p36adx/jailbreaking_ai_with_ai_chatgpt_failed_miserably/ | false | false | 0 | null | |
I'm stuck between deciding on a 16gb version of the 5060 or 12GB version of 5070. Please help. I'm new. | 1 | Good afternoon,
I am tired of paying for AI subscriptions and am ready to byte the bullet on a video card that can run local LLMs reasonably well. I am currently looking to use the LLM to write code and generate text, images, and video.
As the title says, I'm debating on the 5060/16gb or the 5070/12gb/16db. Is the ... | 2025-11-21T18:20:48 | https://www.reddit.com/r/LocalLLaMA/comments/1p364m5/im_stuck_between_deciding_on_a_16gb_version_of/ | Endless_Patience3395 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p364m5 | false | null | t3_1p364m5 | /r/LocalLLaMA/comments/1p364m5/im_stuck_between_deciding_on_a_16gb_version_of/ | false | false | self | 1 | null |
How's your experience with Qwen3-Next-80B-A3B ? | 51 | I know llama.cpp support is still a short while away but surely some people here are able to run it with vLLM. I'm curious how it performs in comparison to gpt-oss-120b or nemotron-super-49B-v1.5 | 2025-11-21T18:16:15 | https://www.reddit.com/r/LocalLLaMA/comments/1p360cl/hows_your_experience_with_qwen3next80ba3b/ | woahdudee2a | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p360cl | false | null | t3_1p360cl | /r/LocalLLaMA/comments/1p360cl/hows_your_experience_with_qwen3next80ba3b/ | false | false | self | 51 | null |
GPT4ALL Hermes 2 not following directions | 0 | This is getting old and annoying
I've tried bartowski heretic versions, and they all crash GPT4ALL
Every LLM I used is censored to hell, or doesn't listen
They won't criticize any countries, or say they hate anything EVEN when I specifically set the system message TO say it hates something or someone
Can someone PL... | 2025-11-21T18:08:45 | https://www.reddit.com/gallery/1p35tds | GlassHuckleberry3397 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p35tds | false | null | t3_1p35tds | /r/LocalLLaMA/comments/1p35tds/gpt4all_hermes_2_not_following_directions/ | false | false | 0 | null | |
I made a free playground for comparing 10+ OCR models side-by-side | 307 | It's called OCR Arena, you can try it here: https://ocrarena.ai
There's so many new OCR models coming out all the time, but testing them is really painful. I wanted to give the community an easy way to compare leading foundation VLMs and open source OCR models side-by-side. You can upload any doc, run a variety of mod... | 2025-11-21T17:54:07 | https://www.reddit.com/r/LocalLLaMA/comments/1p35f2c/i_made_a_free_playground_for_comparing_10_ocr/ | Emc2fma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p35f2c | false | null | t3_1p35f2c | /r/LocalLLaMA/comments/1p35f2c/i_made_a_free_playground_for_comparing_10_ocr/ | false | false | self | 307 | null |
Any provider who offer stable quality? | 0 | I'm coding with grok-4.1-fast and other models. But sometimes the quality is absolutely degraded as if the model was exchanged for gpt 3-5 or so. I'd rather have a reliable provider where model = model and not model = route to model AAA+ if not much traffic and route to Model E- if much is going on on the servers.
Do ... | 2025-11-21T17:34:32 | https://www.reddit.com/r/LocalLLaMA/comments/1p34w3t/any_provider_who_offer_stable_quality/ | Ok-Scarcity-7875 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p34w3t | false | null | t3_1p34w3t | /r/LocalLLaMA/comments/1p34w3t/any_provider_who_offer_stable_quality/ | false | false | self | 0 | null |
Minimax M2 - REAP 139B | 21 | Anyone did some actual (coding) work with this model yet?
At 80GB (Q4\_K) it should fit on the Spark, the AMD Ryzen 395+ and the RTX PRO.
The benchmarks are pretty good for prompt processing and fine for TG.
Device 0: NVIDIA RTX PRO 6000 Blackwell Workstation Edition, compute capability 12.0, VMM: yes
| model... | 2025-11-21T17:09:00 | https://www.reddit.com/r/LocalLLaMA/comments/1p347rt/minimax_m2_reap_139b/ | johannes_bertens | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p347rt | false | null | t3_1p347rt | /r/LocalLLaMA/comments/1p347rt/minimax_m2_reap_139b/ | false | false | self | 21 | null |
Bedrock invoke_model returning *two JSONs* separated by <|eot_id|> when using Llama 4 Maverick — anyone else facing this? | 0 |
I'm using **invoke_model** in Bedrock with Llama 4 Maverick.
My prompt format looks like this (as per the docs):
```
<|begin_of_text|>
<|start_header_id|>system<|end_header_id|>
...system prompt...<|eot_id|>
...chat history...
<|start_header_id|>user<|end_header_id|>
...user prompt...<|eot_id|>
<|start_header_id|... | 2025-11-21T16:51:29 | https://www.reddit.com/r/LocalLLaMA/comments/1p33qsm/bedrock_invoke_model_returning_two_jsons/ | Ambitious-Thought946 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p33qsm | false | null | t3_1p33qsm | /r/LocalLLaMA/comments/1p33qsm/bedrock_invoke_model_returning_two_jsons/ | false | false | self | 0 | null |
Why having a local model ? and also a macbook air M4 24gb ram and 256gb is enough ? | 0 | hello ! can i run multiple type of llm (multimodal llm like gemini 3 (video, text etc..) | 2025-11-21T16:29:59 | https://www.reddit.com/r/LocalLLaMA/comments/1p336cm/why_having_a_local_model_and_also_a_macbook_air/ | lordhcor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p336cm | false | null | t3_1p336cm | /r/LocalLLaMA/comments/1p336cm/why_having_a_local_model_and_also_a_macbook_air/ | false | false | self | 0 | null |
FYI / warning: default Nvidia fan speed control (Blackwell, maybe others) is horrible | 36 | As we all do, I obsessively monitor `nvtop` during AI or other heavy workloads on my GPUs. Well, the other day, I noticed a 5090 running at 81-83C but the fan only running at 50%. Yikes!
I tried everything in this thread: https://forums.developer.nvidia.com/t/how-to-set-fanspeed-in-linux-from-terminal/72705 to no a... | 2025-11-21T16:29:26 | https://www.reddit.com/r/LocalLLaMA/comments/1p335ta/fyi_warning_default_nvidia_fan_speed_control/ | sixx7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p335ta | false | null | t3_1p335ta | /r/LocalLLaMA/comments/1p335ta/fyi_warning_default_nvidia_fan_speed_control/ | false | false | self | 36 | null |
[2511.15304] Adversarial Poetry as a Universal Single-Turn Jailbreak Mechanism in Large Language Models | 1 | 2025-11-21T16:23:39 | https://arxiv.org/abs/2511.15304 | vladlearns | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1p330ip | false | null | t3_1p330ip | /r/LocalLLaMA/comments/1p330ip/251115304_adversarial_poetry_as_a_universal/ | false | false | default | 1 | null | |
New results on multimodal memory systems outperforming long-context ICL on LoCoMo | 6 | We’ve been exploring a multimodal memory architecture for personalized AI systems and ran a set of evaluations on the LoCoMo benchmark. The approach supports multimodal ingestion and retrieval (text, images, audio, video) and real-time querying.
In our tests, it consistently outperformed long-context in-context learni... | 2025-11-21T15:49:28 | https://www.reddit.com/r/LocalLLaMA/comments/1p323z7/new_results_on_multimodal_memory_systems/ | Day1_Perceptron | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p323z7 | false | null | t3_1p323z7 | /r/LocalLLaMA/comments/1p323z7/new_results_on_multimodal_memory_systems/ | false | false | self | 6 | null |
Everyone talks about LLM “memory loss”, but almost nobody looks at the structure that causes it | 0 | I’ve been testing long LLM threads and the weird thing is this: the memory drop-offs aren’t random, they follow the same structural triggers.
The collapse usually starts when the thread creates two possible “next steps”, and the model quietly commits to one and forgets the other.
It behaves less like running out of ... | 2025-11-21T15:30:04 | https://www.reddit.com/r/LocalLLaMA/comments/1p31lry/everyone_talks_about_llm_memory_loss_but_almost/ | Fickle_Carpenter_292 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p31lry | false | null | t3_1p31lry | /r/LocalLLaMA/comments/1p31lry/everyone_talks_about_llm_memory_loss_but_almost/ | false | false | self | 0 | null |
Best LLM for 4x Nvidia Tesla P40? | 0 | Hi there, I am looking to host a LLM as a coding assistant for a team of 5-10 people on 4x Tesla P40s.
Does anyone have any suggestions for frameworks (ollama, vLLM, etc), and/or the best model to use?
I don’t have much experience with LLM deployment, so something with an easy setup is preferable. Cheers :) | 2025-11-21T15:13:01 | https://www.reddit.com/r/LocalLLaMA/comments/1p3165c/best_llm_for_4x_nvidia_tesla_p40/ | Valuable_Zucchini180 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p3165c | false | null | t3_1p3165c | /r/LocalLLaMA/comments/1p3165c/best_llm_for_4x_nvidia_tesla_p40/ | false | false | self | 0 | null |
“Fly, you fools!” | 1 | 2025-11-21T15:10:13 | Birchi | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p313jb | false | null | t3_1p313jb | /r/LocalLLaMA/comments/1p313jb/fly_you_fools/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '0gkjvfu1mm2g1', 'resolutions': [{'height': 129, 'url': 'https://preview.redd.it/0gkjvfu1mm2g1.jpeg?width=108&crop=smart&auto=webp&s=e23640da95c243b7897ab11d6f9e312c92625cb6', 'width': 108}, {'height': 259, 'url': 'https://preview.redd.it/0gkjvfu1mm2g1.jpeg?width=216&crop=smart&auto=... | ||
I blink and there's a new AI release, f*ck how do you guys keep track? | 4 | Started with ChatGPT in 2022, then Gemini, Perplexity, Claude, DeepSeek, Kimi K2, Qwen, Cursor, Windsurf, Meta AI....and many more then we have version releases image generation, audio generation, video generation, and what not, it's mind-boggling how fast things are evolving.
Can someone give a quick roundup of exact... | 2025-11-21T14:39:06 | https://www.reddit.com/r/LocalLLaMA/comments/1p30auk/i_blink_and_theres_a_new_ai_release_fck_how_do/ | vishalsingh0298 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p30auk | false | null | t3_1p30auk | /r/LocalLLaMA/comments/1p30auk/i_blink_and_theres_a_new_ai_release_fck_how_do/ | false | false | self | 4 | null |
Affordable(under $3k) setup for LLM post-training | 1 | I would like to know any suggestions what could be a good local setup for LLM post-training. Absolutely any suggestions! For PEFT up to 3-7B parameter models. Preferably under $3k | 2025-11-21T14:12:23 | https://www.reddit.com/r/LocalLLaMA/comments/1p2zn84/affordableunder_3k_setup_for_llm_posttraining/ | nik77kez | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2zn84 | false | null | t3_1p2zn84 | /r/LocalLLaMA/comments/1p2zn84/affordableunder_3k_setup_for_llm_posttraining/ | false | false | self | 1 | null |
Finally ditched my Claude subscription after hitting the limit during a weekend sprint | 0 | So this happened last weekend.
I've been a Claude Pro subscriber for about 8 months now, mainly using it for a side project (building a property inspection and management dashboard for my brother's small rental business). The idea was tenants could upload photos of maintenance issues. The system would help categorize ... | 2025-11-21T14:08:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p2zjvg/finally_ditched_my_claude_subscription_after/ | BlueDolphinCute | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2zjvg | false | null | t3_1p2zjvg | /r/LocalLLaMA/comments/1p2zjvg/finally_ditched_my_claude_subscription_after/ | false | false | self | 0 | null |
Hardcore function calling benchmark in backend coding agent. | 86 | ## Hardcore Benchmark
[AutoBE](https://github.com/wrtnlabs/autobe) is an open-source project that generates backend applications through extensive function calling.
As AutoBE utilizes LLM function calling in every phase instead of plain text writing, including compiler's AST (Abstract Syntax Tree) structures of infin... | 2025-11-21T14:06:49 | https://www.reddit.com/gallery/1p2ziil | jhnam88 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1p2ziil | false | null | t3_1p2ziil | /r/LocalLLaMA/comments/1p2ziil/hardcore_function_calling_benchmark_in_backend/ | false | false | 86 | null | |
[2511.15392] DEPO: Dual-Efficiency Preference Optimization for LLM Agents | 2 | 2025-11-21T14:02:27 | https://arxiv.org/abs/2511.15392 | Elven77AI | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1p2zev2 | false | null | t3_1p2zev2 | /r/LocalLLaMA/comments/1p2zev2/251115392_depo_dualefficiency_preference/ | false | false | default | 2 | null | |
Maxsun Unveils Intel Arc Pro B60 Dual 48 GB Graphics Cards In Fanless & Liquid-Cooled “Single-Slot” Flavors | 4 | 2025-11-21T13:51:15 | https://x.com/MaxsunOfficial/status/1975154067040006643 | reps_up | x.com | 1970-01-01T00:00:00 | 0 | {} | 1p2z54s | false | null | t3_1p2z54s | /r/LocalLLaMA/comments/1p2z54s/maxsun_unveils_intel_arc_pro_b60_dual_48_gb/ | false | false | default | 4 | null | |
New reasoning methodology | 0 | I have been working on an algorithm that works wonders on numerical reasoning and solution. The algorithm/training method itself is novel and has never been tried before... I finetuned the qwen 2.5 0.6b model on gsm8k dataset first using this technique and it gave me 99.82% test accuracy... Which I thought was absurd a... | 2025-11-21T13:47:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p2z28q/new_reasoning_methodology/ | rohit3627 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2z28q | false | null | t3_1p2z28q | /r/LocalLLaMA/comments/1p2z28q/new_reasoning_methodology/ | false | false | self | 0 | null |
Ollama Grid Search v0.9.2: Enhanced LLM Evaluation and Comparison | 0 | Happy to announce the release of [**Ollama Grid Search v0.9.2**](https://github.com/dezoito/ollama-grid-search/), a tool created to improve the experience of those of use evaluating and experimenting with multiple LLMs
This addresses issues with damaged `.dmg` files that some users experienced during installation (a r... | 2025-11-21T13:21:14 | https://www.reddit.com/r/LocalLLaMA/comments/1p2yg0x/ollama_grid_search_v092_enhanced_llm_evaluation/ | grudev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2yg0x | false | null | t3_1p2yg0x | /r/LocalLLaMA/comments/1p2yg0x/ollama_grid_search_v092_enhanced_llm_evaluation/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'tkols1JhnJeTocc0wLTp95H1tmsvwPrGodke9Hqj0xs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/tkols1JhnJeTocc0wLTp95H1tmsvwPrGodke9Hqj0xs.png?width=108&crop=smart&auto=webp&s=7577a79723b37d792c3a9e3317338368af19369b', 'width': 108}, {'height': 108, 'url': 'h... |
Virtual Width Networks | 10 | We introduce Virtual Width Networks (VWN), a framework that delivers the benefits of wider representations without incurring the quadratic cost of increasing the hidden size. VWN decouples representational width from backbone width, expanding the embedding space while keeping backbone compute nearly constant. In our la... | 2025-11-21T13:01:35 | https://arxiv.org/abs/2511.11238v2 | Aaaaaaaaaeeeee | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1p2y0e5 | false | null | t3_1p2y0e5 | /r/LocalLLaMA/comments/1p2y0e5/virtual_width_networks/ | false | false | default | 10 | null |
Are local AI agents becoming viable for daily workflows? | 2 | With WebGPU getting stronger and smaller models becoming capable, local agents feel much more realistic than a year ago.
Do you think agent frameworks will move toward local-first approaches?
Curious about your experience | 2025-11-21T12:10:58 | https://www.reddit.com/r/LocalLLaMA/comments/1p2wzlg/are_local_ai_agents_becoming_viable_for_daily/ | Wide-Extension-750 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2wzlg | false | null | t3_1p2wzlg | /r/LocalLLaMA/comments/1p2wzlg/are_local_ai_agents_becoming_viable_for_daily/ | false | false | self | 2 | null |
SOTA Evaluation Nov 2025: Gemini 3.0 vs GPT-5.1 vs Grok 4.1. Comprehensive Analysis of Visual Reasoning, Hallucination Rates, and Logic Profiles (N=110+ Sources) | 0 | I’ve aggregated performance metrics from over 110 sources, cross-referencing official technical reports with community benchmarks to cut through the marketing noise. The narrative that "GPT-5.1 wins everything" is objectively false based on the latest data.
# 🔬 Methodology & Verification
To ensure data integrity and... | 2025-11-21T12:09:27 | https://www.reddit.com/r/LocalLLaMA/comments/1p2wyj9/sota_evaluation_nov_2025_gemini_30_vs_gpt51_vs/ | ConstructionThese663 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2wyj9 | false | null | t3_1p2wyj9 | /r/LocalLLaMA/comments/1p2wyj9/sota_evaluation_nov_2025_gemini_30_vs_gpt51_vs/ | false | false | self | 0 | null |
On the opportunity to add a Blackwell Pro 6000 to a home lab | 25 | Just some musing. I was searching on ebay for used RTX A6000, imagining (sweet summer child me) that with Blackwell introduction prices on Ampere had become more reasonable.
It turns out that used A6000 are sold for a price close to the original card price. Brand new, or NOS at this point, price is actually higher tha... | 2025-11-21T11:56:56 | https://www.reddit.com/r/LocalLLaMA/comments/1p2wpl5/on_the_opportunity_to_add_a_blackwell_pro_6000_to/ | Expensive-Paint-9490 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2wpl5 | false | null | t3_1p2wpl5 | /r/LocalLLaMA/comments/1p2wpl5/on_the_opportunity_to_add_a_blackwell_pro_6000_to/ | false | false | self | 25 | null |
Which model to choose for coding with 8GB VRAM (assuming quantised) if I'm happy with slow rates like 1tk/s speed. | 44 | Trying to find the best local model I can use for aid in coding. My specs are: 5950X, 32GB RAM, 8GB RTX3070, so I'm severely limited on VRAM - but I seem to have much lower acceptable speeds than most people, so I'm happy to off-load a lot to the CPU to allow for a larger more capable model.
For me even as low as 1tk... | 2025-11-21T11:53:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p2wnh0/which_model_to_choose_for_coding_with_8gb_vram/ | MakeshiftApe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2wnh0 | false | null | t3_1p2wnh0 | /r/LocalLLaMA/comments/1p2wnh0/which_model_to_choose_for_coding_with_8gb_vram/ | false | false | self | 44 | null |
RTX 3090 vs RX 7900 with ROCm, also Vulcan | 0 | Haven’t had time to try out Vulcan, really excited for it after everything I’ve been hearing!
Probably going to pick up a couple 3090s or 7900s, curious to know what folks’ experience has been using Radeon cards with ROCm and/or Vulcan?
Also does brand matter, Zotac / ASRock / ASUS / Gigabyte etc?
Do folks here rol... | 2025-11-21T11:44:55 | https://www.reddit.com/r/LocalLLaMA/comments/1p2whr9/rtx_3090_vs_rx_7900_with_rocm_also_vulcan/ | lfiction | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2whr9 | false | null | t3_1p2whr9 | /r/LocalLLaMA/comments/1p2whr9/rtx_3090_vs_rx_7900_with_rocm_also_vulcan/ | false | false | self | 0 | null |
HunyuanVideo-1.5: A leading lightweight video generation model | 200 | https://huggingface.co/tencent/HunyuanVideo-1.5 | 2025-11-21T11:25:33 | https://www.reddit.com/r/LocalLLaMA/comments/1p2w5i6/hunyuanvideo15_a_leading_lightweight_video/ | abdouhlili | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2w5i6 | false | null | t3_1p2w5i6 | /r/LocalLLaMA/comments/1p2w5i6/hunyuanvideo15_a_leading_lightweight_video/ | false | false | self | 200 | {'enabled': False, 'images': [{'id': 'u_miLnp0hmsMgexOHszQ7KKH-kLrkKJOKSQd5eOYAC4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/u_miLnp0hmsMgexOHszQ7KKH-kLrkKJOKSQd5eOYAC4.png?width=108&crop=smart&auto=webp&s=510e65c72af57889d8e540e633a30ae77f988885', 'width': 108}, {'height': 116, 'url': 'h... |
gemma 2 | 0 | i am currently working on a project and trying to make a chatbot, i am using gemma 2 since its free and offline... i have not fine tuned the model yet... what are the major things i should take into account for getting precise and accurate responses in case of making extractions from the user and asking relevant questi... | 2025-11-21T11:11:50 | https://www.reddit.com/r/LocalLLaMA/comments/1p2vwu6/gemma_2/ | Head-Effective-4061 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2vwu6 | false | null | t3_1p2vwu6 | /r/LocalLLaMA/comments/1p2vwu6/gemma_2/ | false | false | self | 0 | null |
As to why I use ChatGPT even though I have a Gemini subscription: | 109 | 2025-11-21T10:50:26 | EmirTanis | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1p2vjym | false | null | t3_1p2vjym | /r/LocalLLaMA/comments/1p2vjym/as_to_why_i_use_chatgpt_even_though_i_have_a/ | false | false | 109 | {'enabled': True, 'images': [{'id': 'zAagMwnK2GPmcPGBb7jOIUNhuQj25xeggpQjlKJ68hA', 'resolutions': [{'height': 154, 'url': 'https://preview.redd.it/0l4pu8bzal2g1.png?width=108&crop=smart&auto=webp&s=95da36d44576726c57a7bf70f9817359a68930d4', 'width': 108}, {'height': 309, 'url': 'https://preview.redd.it/0l4pu8bzal2g1.pn... | |||
OMG THIS MODEL IS SOO GOOD AT TEXTURES! | 0 | [OMG THIS MODEL IS SOO GOOD AT TEXTURES](https://reddit.com/link/1p2vbmn/video/ogsa9auy8l2g1/player)
[Movementlabs.ai](http://Movementlabs.ai) momentum model is a beast, i'm stoked. i heard it was a fine tune or something but this is wow. | 2025-11-21T10:36:22 | https://www.reddit.com/r/LocalLLaMA/comments/1p2vbmn/omg_this_model_is_soo_good_at_textures/ | Zenaida_Darling | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2vbmn | false | null | t3_1p2vbmn | /r/LocalLLaMA/comments/1p2vbmn/omg_this_model_is_soo_good_at_textures/ | false | false | self | 0 | null |
Epstein Files Document Embeddings (768D, Nomic) | 85 | Text embeddings generated from the House Oversight Committee's Epstein document release. (768D, Nomic)
# [](https://huggingface.co/datasets/svetfm/epstein-files-nov11-25-house-post-ocr-embeddings#source-dataset)Source Dataset
**This dataset is derived from:** [tensonaut/EPSTEIN\_FILES\_20K](https://huggingface.co/dat... | 2025-11-21T10:25:10 | https://www.reddit.com/r/LocalLLaMA/comments/1p2v5ap/epstein_files_document_embeddings_768d_nomic/ | qwer1627 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2v5ap | false | null | t3_1p2v5ap | /r/LocalLLaMA/comments/1p2v5ap/epstein_files_document_embeddings_768d_nomic/ | false | false | self | 85 | {'enabled': False, 'images': [{'id': '5BZUgDW-t89nRSVH8hP18rw8Wcucq-BixsmgZkNDXY0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/5BZUgDW-t89nRSVH8hP18rw8Wcucq-BixsmgZkNDXY0.png?width=108&crop=smart&auto=webp&s=1b19d5a2f6cb1ae554f7910b20ab61adc78860b1', 'width': 108}, {'height': 116, 'url': 'h... |
Deep Cogito v2.1, a new open weights 671B MoE model | 33 | [https://huggingface.co/collections/deepcogito/cogito-v21](https://huggingface.co/collections/deepcogito/cogito-v21)
https://preview.redd.it/wgqv3iva5l2g1.png?width=1920&format=png&auto=webp&s=7b23a040098d2ed9caa81a6a322d02e18d51cc0e
https://preview.redd.it/4rfhao3d5l2g1.png?width=1920&format=png&auto=webp&s=82dd4fcc... | 2025-11-21T10:16:47 | https://www.reddit.com/r/LocalLLaMA/comments/1p2v0fe/deep_cogito_v21_a_new_open_weights_671b_moe_model/ | BreakfastFriendly728 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2v0fe | false | null | t3_1p2v0fe | /r/LocalLLaMA/comments/1p2v0fe/deep_cogito_v21_a_new_open_weights_671b_moe_model/ | false | false | 33 | null | |
Created an interactive presentation for a session I conducted on MCP. Thoughts? | 1 | [removed] | 2025-11-21T10:13:34 | https://www.reddit.com/r/LocalLLaMA/comments/1p2uyke/created_an_interactive_presentation_for_a_session/ | Interesting-Pie-jj | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1p2uyke | false | null | t3_1p2uyke | /r/LocalLLaMA/comments/1p2uyke/created_an_interactive_presentation_for_a_session/ | false | false | self | 1 | null |
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