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Llama.cpp GLM4.6V slows down ~30% but Cogito v2 109B maintains speed | 5 | so immediately upon loading either model (both IQ4XS on 2 x mi50) the GLM4.6V slows down from \~32 TPs TG to \~21. Usually takes minutes and is true for brand new chats straight into the llama.cpp server front end as well as any other interface. However when using Cogito speeds remain stable at \~33 unless adding conte... | 2025-12-21T16:56:33 | https://www.reddit.com/r/LocalLLaMA/comments/1psb5bz/llamacpp_glm46v_slows_down_30_but_cogito_v2_109b/ | thejacer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1psb5bz | false | null | t3_1psb5bz | /r/LocalLLaMA/comments/1psb5bz/llamacpp_glm46v_slows_down_30_but_cogito_v2_109b/ | false | false | self | 5 | null |
Reference Images from different sources in chatgpt. How ? | 0 | Hey Folks,
I am trying to understand how are images (Real Images from Authors on Medium) from other sources are part of the answer. Please refer the chat attached here - For simple query on learning rust.
5.2 straight up lies saying there are no links in associated to the image. I dont understand where is the attri... | 2025-12-21T16:54:31 | https://www.reddit.com/r/LocalLLaMA/comments/1psb3lp/reference_images_from_different_sources_in/ | sapiensush | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1psb3lp | false | null | t3_1psb3lp | /r/LocalLLaMA/comments/1psb3lp/reference_images_from_different_sources_in/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'sGEBSL-l5rslRnCU_J6yZTnlkoBXN9HlNDMIHx07rOM', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/sGEBSL-l5rslRnCU_J6yZTnlkoBXN9HlNDMIHx07rOM.png?width=108&crop=smart&auto=webp&s=b3d71c8a631e11b73f0f097da96072327905b82b', 'width': 108}, {'height': 121, 'url': 'h... |
Glm 4.6 vs devstral 2 123b | 13 | Guys for agentic coding with opencode, which is better - glm 4.6 or devstral 2 123b. | 2025-12-21T16:40:59 | https://www.reddit.com/r/LocalLLaMA/comments/1psaru0/glm_46_vs_devstral_2_123b/ | Worried_Goat_8604 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1psaru0 | false | null | t3_1psaru0 | /r/LocalLLaMA/comments/1psaru0/glm_46_vs_devstral_2_123b/ | false | false | self | 13 | null |
What is the best/safest way to run LLM on cloud with little to no data retention in your opinion? | 2 | The question in the title arises as of personal necessity, as I work with some material i'd rather not get accidentally leaked. Because of the need for confidentiality, I started using locally run LLMs, but the low VRAM only lets me run subpar models. Is there a way of running an open source LLM on cloud with certainty... | 2025-12-21T16:36:52 | https://www.reddit.com/r/LocalLLaMA/comments/1psao6p/what_is_the_bestsafest_way_to_run_llm_on_cloud/ | mambo_cosmo_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1psao6p | false | null | t3_1psao6p | /r/LocalLLaMA/comments/1psao6p/what_is_the_bestsafest_way_to_run_llm_on_cloud/ | false | false | self | 2 | null |
Aura v4.1 - STABLE - instructions for indivual AIs included in more depth. | 1 | [removed] | 2025-12-21T16:25:38 | https://www.reddit.com/r/LocalLLaMA/comments/1psael4/aura_v41_stable_instructions_for_indivual_ais/ | Aggressive-Arm-1182 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1psael4 | false | null | t3_1psael4 | /r/LocalLLaMA/comments/1psael4/aura_v41_stable_instructions_for_indivual_ais/ | false | false | self | 1 | null |
Low-code AI tools, live MCP servers, inspection, and agentic chat — all running locally with Spring AI Playground | 0 | Hi all,
I’ve been working on **Spring AI Playground**, a self-hosted web UI for experimenting with **local LLM-based agent workflows**, with a strong focus on **low-code tool development** and **live MCP integration**.
Everything runs locally by default (Ollama), and the goal is to make it easy to **build, inspect, a... | 2025-12-21T16:12:08 | https://www.reddit.com/gallery/1psa3ax | kr-jmlab | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1psa3ax | false | null | t3_1psa3ax | /r/LocalLLaMA/comments/1psa3ax/lowcode_ai_tools_live_mcp_servers_inspection_and/ | false | false | 0 | null | |
Which Vectore DB should i Choose | 5 | hey i buliding a mutil-agent can any one tell which is the best for the vectores: qdrant vector db or chroma db | 2025-12-21T16:04:27 | https://www.reddit.com/r/LocalLLaMA/comments/1ps9wlg/which_vectore_db_should_i_choose/ | DelayLess5568 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps9wlg | false | null | t3_1ps9wlg | /r/LocalLLaMA/comments/1ps9wlg/which_vectore_db_should_i_choose/ | false | false | self | 5 | null |
Would I be able to use GLM4.6V IQ4 XS with vLLM? | 3 | ive got 2x Mi50s and IQ4XS fits nicely with room for a bit of context, but I see everyone recommends vLLM for multi gpu set ups. I wouldn’t be able to run straight 4 bit, so I’m guessing id have to try to use my current gguf? | 2025-12-21T15:42:14 | https://www.reddit.com/r/LocalLLaMA/comments/1ps9dig/would_i_be_able_to_use_glm46v_iq4_xs_with_vllm/ | thejacer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps9dig | false | null | t3_1ps9dig | /r/LocalLLaMA/comments/1ps9dig/would_i_be_able_to_use_glm46v_iq4_xs_with_vllm/ | false | false | self | 3 | null |
EGGROLL: trained a model without backprop and found it generalized better | 54 | ERROR: type should be string, got "https://preview.redd.it/75ldd65spk8g1.png?width=1486&format=png&auto=webp&s=fa9f2413bebea1ca9b00b842d6ff36b7b5491fc9\n\neveryone uses contrastive loss for retrieval then evaluates with NDCG;\n\ni was like \"what if i just... optimize NDCG directly\" ...\n\nand I think that so wild experiment released by EGGROLL - Evolution Strategies at the Hyperscale (https://arxiv.org/abs/2511.16652)\n\nthe paper was released with JAX implementation so i rewrote it into pytorch.\n\nthe problem is that NDCG has sorting. can't backprop through sorting.\n\nthe solution is not to backprop, instead use evolution strategies. just add noise, see what helps, update in that direction. caveman optimization.\n\nthe quick results...\n\n\\- contrastive baseline: train=1.0 (memorized everything), val=0.125\n\n\\- evolution strategies: train=0.32, val=0.154\n\nES wins by 22% on validation despite worse training score.\n\nthe baseline literally got a PERFECT score on training data and still lost. that's how bad overfitting can get with contrastive learning apparently.\n\n[https://github.com/sigridjineth/eggroll-embedding-trainer](https://github.com/sigridjineth/eggroll-embedding-trainer)" | 2025-12-21T15:13:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ps8ptl/eggroll_trained_a_model_without_backprop_and/ | Ok_Rub1689 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps8ptl | false | null | t3_1ps8ptl | /r/LocalLLaMA/comments/1ps8ptl/eggroll_trained_a_model_without_backprop_and/ | false | false | 54 | null | |
BeastBullet v1.0: Sonnet-level MoE with Premise-Lock Validator on Potato Hardware (91% quality, 96% confidence, 0% hallucinations) | 0 | I built a Mixture-of-Experts system that achieves Sonnet-level performance on a 4-core CPU with 4GB RAM.
TL;DR:
- 91% quality score, 96% confidence (exceeds Claude Sonnet targets)
- 18 specialized expert models (math, logic, code, validation, etc.)
- Premise-Lock Validator - prevents internal ... | 2025-12-21T14:35:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ps7wuo/beastbullet_v10_sonnetlevel_moe_with_premiselock/ | Infinite-Can7802 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps7wuo | false | null | t3_1ps7wuo | /r/LocalLLaMA/comments/1ps7wuo/beastbullet_v10_sonnetlevel_moe_with_premiselock/ | false | false | self | 0 | null |
mangalan labs???? | 1 | [removed] | 2025-12-21T13:55:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ps72co/mangalan_labs/ | No_Village_5514 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps72co | false | null | t3_1ps72co | /r/LocalLLaMA/comments/1ps72co/mangalan_labs/ | false | false | self | 1 | null |
A word of warning | 0 | Hello all,
I was building a meeting assistant alongside Obsidian for my personal use. By the time we got to computer vision in 1.3, the AI suggested I turn to screenpipe. Okay, so I spent the last 24 hrs looking into it since it seemed more developed. Wasn't working right for local on windows and then I searched and ... | 2025-12-21T13:52:46 | https://www.reddit.com/r/LocalLLaMA/comments/1ps70hs/a_word_of_warning/ | Blinkinlincoln | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps70hs | false | null | t3_1ps70hs | /r/LocalLLaMA/comments/1ps70hs/a_word_of_warning/ | false | false | self | 0 | null |
Dataset quality is not improving much | 179 | I am checking public dataset often. And while we have RAG and lots of innovation posted here in r/LocalLLaMA, there are rarely breakthrough in datasets creation. While I may be lurking in this sub, I doped out of electronics/computing and studied in other fields and obtained my master in something else, I have been dab... | 2025-12-21T13:46:50 | https://huggingface.co/datasets/nvidia/Nemotron-Instruction-Following-Chat-v1/discussions/1 | rekriux | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1ps6w96 | false | null | t3_1ps6w96 | /r/LocalLLaMA/comments/1ps6w96/dataset_quality_is_not_improving_much/ | false | false | default | 179 | {'enabled': False, 'images': [{'id': '1p_Y2zfHWGdGS1n176QenprBBks4UkO2cWuEEHp6f68', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/1p_Y2zfHWGdGS1n176QenprBBks4UkO2cWuEEHp6f68.png?width=108&crop=smart&auto=webp&s=1b5a72b701b022aea20ad1070665f41d3d86dd68', 'width': 108}, {'height': 116, 'url': 'h... |
LongVie 2: Multimodal, Controllable, Ultra-Long Video World Model | "LongVie 2 supports continuous video generation lasting up to *five minutes*" | 45 |
####TL;DR:
**LongVie 2 extends the Wan2.1 diffusion backbone into an autoregressive video world model capable of generating coherent 3-to-5-minute sequences.**
---
####Abstract:
>Building video world models upon pretrained video generation systems represents an important yet challenging step toward general spati... | 2025-12-21T13:44:32 | https://v.redd.it/n4w9hwc0ak8g1 | 44th--Hokage | /r/LocalLLaMA/comments/1ps6ull/longvie_2_multimodal_controllable_ultralong_video/ | 1970-01-01T00:00:00 | 0 | {} | 1ps6ull | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/n4w9hwc0ak8g1/DASHPlaylist.mpd?a=1769046281%2COGYxNjAyNjQwYWVkYTNmOWRlYzBlYjM3MThiYTZmYTBmMmU4OGE3N2VkMjM4YTQ4MzMzNjg3ZmM4OTU3OWI0Ng%3D%3D&v=1&f=sd', 'duration': 192, 'fallback_url': 'https://v.redd.it/n4w9hwc0ak8g1/CMAF_1080.mp4?source=fallback', '... | t3_1ps6ull | /r/LocalLLaMA/comments/1ps6ull/longvie_2_multimodal_controllable_ultralong_video/ | false | false | 45 | {'enabled': False, 'images': [{'id': 'Z3hqZWdqZjBhazhnMZVslguHZUVXcfyfEjiHkn8PArzRrYSsx7lmRlp1BiwQ', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/Z3hqZWdqZjBhazhnMZVslguHZUVXcfyfEjiHkn8PArzRrYSsx7lmRlp1BiwQ.png?width=108&crop=smart&format=pjpg&auto=webp&s=3765b11201e979785fc740801f7ce366ab1bc... | |
RAG that actually works? | 79 | When I discovered AnythingLLM I thought I could finally create a "knowledge base" for my own use, basically like an expert of a specific field (e.g. engineering, medicine, etc.) I'm not a developer, just a regular user, and AnythingLLM makes this quite easy. I paired it with llama.cpp, added my documents and started to... | 2025-12-21T13:43:39 | https://www.reddit.com/r/LocalLLaMA/comments/1ps6txq/rag_that_actually_works/ | TheGlobinKing | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps6txq | false | null | t3_1ps6txq | /r/LocalLLaMA/comments/1ps6txq/rag_that_actually_works/ | false | false | self | 79 | null |
Open source library Kreuzberg v4.0.0-rc14 released: optimization phase and v4 release ahead | 13 | We’ve released Kreuzberg v4.0.0-rc14, now working across all release channels (language bindings for Rust, Python, Ruby, Go, and TypeScript/Node.js, plus Docker and CLI). As an open-source library, Kreuzberg provides a self-hosted alternative with no per-document API costs, making it suitable for high-volume workloads... | 2025-12-21T12:41:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ps5n5l/open_source_library_kreuzberg_v400rc14_released/ | Eastern-Surround7763 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps5n5l | false | null | t3_1ps5n5l | /r/LocalLLaMA/comments/1ps5n5l/open_source_library_kreuzberg_v400rc14_released/ | false | false | self | 13 | null |
I built a Free CPU-Only Trainer because I couldn't afford a GPU (Deep Markov LLM) | 0 |
> | 2025-12-21T11:52:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ps4tgl/i_built_a_free_cpuonly_trainer_because_i_couldnt/ | Additional_Gap3532 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps4tgl | false | null | t3_1ps4tgl | /r/LocalLLaMA/comments/1ps4tgl/i_built_a_free_cpuonly_trainer_because_i_couldnt/ | false | false | self | 0 | null |
llama.cpp - useful flags - share your thoughts please | 53 | Hey Guys, I am new here.
Yesterday I have compiled llama.cpp with flag **GGML\_CUDA\_ENABLE\_UNIFIED\_MEMORY=1**
As a results that increase llm's perormace by aprox **10-15%.**
**Here is the command I have used:**
***cmake -B build -DGGML\_CUDA=ON -DCMAKE\_CUDA\_ARCHITECTURES="120" GGML\_CUDA\_ENABLE\_UNIFIED\_MEMO... | 2025-12-21T11:34:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ps4jho/llamacpp_useful_flags_share_your_thoughts_please/ | mossy_troll_84 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps4jho | false | null | t3_1ps4jho | /r/LocalLLaMA/comments/1ps4jho/llamacpp_useful_flags_share_your_thoughts_please/ | false | false | self | 53 | null |
I built a Rust-based HTML-to-Markdown converter to save RAG tokens (Self-Hosted / API) | 0 | Hey everyone,
I've been working on a few RAG pipelines locally, and I noticed I was burning a huge chunk of my context window on raw HTML noise (navbars, scripts, tracking pixels). I tried a few existing parsers, but they were either too slow (Python-based) or didn't strip enough junk.
I decided to write my own parse... | 2025-12-21T11:13:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ps482o/i_built_a_rustbased_htmltomarkdown_converter_to/ | Data_Cipher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps482o | false | null | t3_1ps482o | /r/LocalLLaMA/comments/1ps482o/i_built_a_rustbased_htmltomarkdown_converter_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'l2Qqoxjb143f79lftckB7tGmrItooDWUXHs3PpHW7xQ', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/l2Qqoxjb143f79lftckB7tGmrItooDWUXHs3PpHW7xQ.png?width=108&crop=smart&auto=webp&s=508c6fd116f7d87b57672f5c02f28e5be035ac29', 'width': 108}], 'source': {'height': 17... |
Measuring AI Drift: Evidence of semantic instability across LLMs under identical prompts | 0 | I’m sharing a preprint that defines and measures what I call “AI Drift”: semantic instability in large language model outputs under identical task conditions.
Using a minimal, reproducible intent-classification task, the paper shows:
\- cross-model drift (different frontier LLMs producing different classifications ... | 2025-12-21T11:12:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ps47bu/measuring_ai_drift_evidence_of_semantic/ | Beneficial-Pear-1485 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps47bu | false | null | t3_1ps47bu | /r/LocalLLaMA/comments/1ps47bu/measuring_ai_drift_evidence_of_semantic/ | false | false | self | 0 | null |
Good 3-5B models? | 10 | Has anyone found good models they like in the 3-5B range?
Is everyone still using the new Qwen 3 4B in this area or are there others? | 2025-12-21T11:08:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ps44ye/good_35b_models/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps44ye | false | null | t3_1ps44ye | /r/LocalLLaMA/comments/1ps44ye/good_35b_models/ | false | false | self | 10 | null |
Would you use a local Al agent that handles tasks in parallel with you? | 0 | what if you had a local Al agent you could assign a task to — and it works independently while you focus on something else? would you use it? | 2025-12-21T10:56:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ps3yai/would_you_use_a_local_al_agent_that_handles_tasks/ | 1Forbess | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps3yai | false | null | t3_1ps3yai | /r/LocalLLaMA/comments/1ps3yai/would_you_use_a_local_al_agent_that_handles_tasks/ | false | false | self | 0 | null |
What do you do with all that power? | 1 | [removed] | 2025-12-21T10:42:44 | https://www.reddit.com/r/LocalLLaMA/comments/1ps3qpz/what_do_you_do_with_all_that_power/ | nivix_zixer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps3qpz | false | null | t3_1ps3qpz | /r/LocalLLaMA/comments/1ps3qpz/what_do_you_do_with_all_that_power/ | false | false | self | 1 | null |
I didn’t need an AI to be my friend; I needed a Logic Engine to act as a tether to reality. I have Bipolar, and when my thoughts accelerate, I need a "Forensic Mirror" that doesn't drift, doesn't flatter, and doesn't hallucinate. | 0 | I have Bipolar. My brain moves fast, and sometimes I lose the signal in the noise.
I realized that most "System Prompts" are just instructions to be nice. I built a prompt that acts as a virtual operating system. It decouples the "Personality" from the "Logic," forces the AI to use an E0-E3 validation rubric (checki... | 2025-12-21T10:27:46 | https://www.reddit.com/r/LocalLLaMA/comments/1ps3idg/i_didnt_need_an_ai_to_be_my_friend_i_needed_a/ | Agitated_Tennis8002 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps3idg | false | null | t3_1ps3idg | /r/LocalLLaMA/comments/1ps3idg/i_didnt_need_an_ai_to_be_my_friend_i_needed_a/ | false | false | self | 0 | null |
Update: From "Nightcrawler" to "Integrity". Teaching my local AI not to hallucinate (plus Holiday Vibes) 🎄🦅 | 0 | **Friday:** I gave her eyes (Nightcrawler Mode / Internet Access). **Saturday:** I had to give her a conscience.
While testing her new autonomy, she started hallucinating facts about me (claiming I love Baroque music... I'm a Metal/Gothic guy 🎸). So I spent yesterday implementing a strict **"Anti-Hallucination Direct... | 2025-12-21T10:22:45 | https://v.redd.it/83aii721aj8g1 | Lyralex_84 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ps3ffj | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/83aii721aj8g1/DASHPlaylist.mpd?a=1768904581%2CZWM3YTQ5NjYxNTI5NjQyNDM3NjlmODFmOTI4OGQwYWUyOGI2MzUzNzVkODI5NTY0MDc0Mzg2ODYyOGQzZTkxOQ%3D%3D&v=1&f=sd', 'duration': 8, 'fallback_url': 'https://v.redd.it/83aii721aj8g1/CMAF_720.mp4?source=fallback', 'has... | t3_1ps3ffj | /r/LocalLLaMA/comments/1ps3ffj/update_from_nightcrawler_to_integrity_teaching_my/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'eXB6cjdiMjFhajhnMcUndHdT6LATsrapJZ3czV8l9HkzrRSHyBWqwWeayKJW', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/eXB6cjdiMjFhajhnMcUndHdT6LATsrapJZ3czV8l9HkzrRSHyBWqwWeayKJW.png?width=108&crop=smart&format=pjpg&auto=webp&s=beeed0b01df84c19ca90a206ad3e8fc376f2f... | |
File-based persistent memory for LLM assistants — does anyone here use something similar? | 1 | [removed] | 2025-12-21T10:18:49 | https://www.reddit.com/r/LocalLLaMA/comments/1ps3d9i/filebased_persistent_memory_for_llm_assistants/ | JohannesGlaser | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps3d9i | false | null | t3_1ps3d9i | /r/LocalLLaMA/comments/1ps3d9i/filebased_persistent_memory_for_llm_assistants/ | false | false | self | 1 | null |
Claude directory website | 0 | I've been using Claude for several months now and I'm fascinated with its power, continuous improvement and its wide range of features.
But I've always found it difficult and annoying to track down all its features or community workflows and Claude code setups across so many different sources.
So I decided to build a... | 2025-12-21T10:17:35 | https://claudeprompt.directory | PCode5250 | claudeprompt.directory | 1970-01-01T00:00:00 | 0 | {} | 1ps3clc | false | null | t3_1ps3clc | /r/LocalLLaMA/comments/1ps3clc/claude_directory_website/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'gsLmBGXI-vTHN4niddQiCtdz5EoPXWcBmwClzu-T5hA', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/gsLmBGXI-vTHN4niddQiCtdz5EoPXWcBmwClzu-T5hA.png?width=108&crop=smart&auto=webp&s=ea703539829af9261ee3d9fbf7837a562dd3ca56', 'width': 108}, {'height': 113, 'url': 'h... |
I didn't need an AI chatbot to give me a "pat on the back" or hallucinate answers to make me feel smart. I needed a Logic Engine—a mirror that would ruthlessly error-check my thinking without bias, flattery, or drift. | 1 | [removed] | 2025-12-21T10:14:49 | https://www.reddit.com/r/LocalLLaMA/comments/1ps3b2c/i_didnt_need_an_ai_chatbot_to_give_me_a_pat_on/ | NexusHumanAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps3b2c | false | null | t3_1ps3b2c | /r/LocalLLaMA/comments/1ps3b2c/i_didnt_need_an_ai_chatbot_to_give_me_a_pat_on/ | false | false | self | 1 | null |
I released a file-based persistent memory architecture for LLM assistants | 1 | [removed] | 2025-12-21T10:04:19 | https://www.reddit.com/r/LocalLLaMA/comments/1ps35d4/i_released_a_filebased_persistent_memory/ | JohannesGlaser | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps35d4 | false | null | t3_1ps35d4 | /r/LocalLLaMA/comments/1ps35d4/i_released_a_filebased_persistent_memory/ | false | false | self | 1 | null |
I’ve noticed something odd while experimenting with a runtime-oriented LLM setup. | 1 | [removed] | 2025-12-21T09:49:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ps2x1n/ive_noticed_something_odd_while_experimenting/ | Aleksandr_Nikolaev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps2x1n | false | null | t3_1ps2x1n | /r/LocalLLaMA/comments/1ps2x1n/ive_noticed_something_odd_while_experimenting/ | false | false | self | 1 | null |
Are you using a SysPrompt for casual AI usage? | 0 | Because here's what I notice:
When I let the AI, for example, analyze a newspaper article without a system prompt, the result is usually so harmless you could talk about it in a job interview.
But if you include in the system prompt "Be clear and direct" for example - the outcome can be COMPLETELY DIFFERENT. The A... | 2025-12-21T09:46:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ps2vi5/are_you_using_a_sysprompt_for_casual_ai_usage/ | PromptInjection_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps2vi5 | false | null | t3_1ps2vi5 | /r/LocalLLaMA/comments/1ps2vi5/are_you_using_a_sysprompt_for_casual_ai_usage/ | false | false | self | 0 | null |
My full guide on how to prevent hallucinations when roleplaying. | 0 | I’ve spent the last couple of years building a dedicated platform for solo roleplaying and collaborative writing. In that time, on the top 3 of complaints I’ve seen (and the number one headache I’ve had to solve technically) is hallucination.
You know how it works. You're standing up one moment, and then you're sittin... | 2025-12-21T09:45:59 | https://www.reddit.com/r/LocalLLaMA/comments/1ps2vd5/my_full_guide_on_how_to_prevent_hallucinations/ | Pastrugnozzo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps2vd5 | false | null | t3_1ps2vd5 | /r/LocalLLaMA/comments/1ps2vd5/my_full_guide_on_how_to_prevent_hallucinations/ | false | false | self | 0 | null |
I built an open source voice assistant that runs Whisper + Qwen 2.5 entirely in the browser via WASM | 34 | Been experimenting with running a full voice assistant pipeline in the browser – no server, no API calls, everything local.
https://reddit.com/link/1ps2h9r/video/i4vm3hmnyi8g1/player
Live demo: [https://ava.muthu.co](https://ava.muthu.co)
Source: [https://github.com/muthuspark/ava](https://github.com/muthuspark/... | 2025-12-21T09:19:40 | https://www.reddit.com/r/LocalLLaMA/comments/1ps2h9r/i_built_an_open_source_voice_assistant_that_runs/ | muthukrishnan749 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps2h9r | false | null | t3_1ps2h9r | /r/LocalLLaMA/comments/1ps2h9r/i_built_an_open_source_voice_assistant_that_runs/ | false | false | self | 34 | null |
Would a Ryzen AI Max+ 395 benefit from dedicated GPU? | 3 | Hi, I just ordered a Framework desktop motherboard, first time I will have some hardware that let me play with some local AI.
The motherboard has a 4x pci express port, so with an adapter I could put a gpu on it.
And before ordering a case and a power supply, I was wondering if it would benefit from a dedicated G... | 2025-12-21T09:10:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ps2cjk/would_a_ryzen_ai_max_395_benefit_from_dedicated/ | Larkonath | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps2cjk | false | null | t3_1ps2cjk | /r/LocalLLaMA/comments/1ps2cjk/would_a_ryzen_ai_max_395_benefit_from_dedicated/ | false | false | self | 3 | null |
Video2Robot — turn any video (or Veo/Sora prompt) into humanoid robot motion | 14 | 2025-12-21T09:00:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ps26tq/video2robot_turn_any_video_or_veosora_prompt_into/ | freesysck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps26tq | false | null | t3_1ps26tq | /r/LocalLLaMA/comments/1ps26tq/video2robot_turn_any_video_or_veosora_prompt_into/ | false | false | 14 | null | ||
Meta's segment-audio quantized models?? | 1 | Are we getting the quantized versions for this epic model? Cuz there is some sort of an application form you must submit to access the download file!! | 2025-12-21T08:51:02 | https://www.reddit.com/r/LocalLLaMA/comments/1ps21t9/metas_segmentaudio_quantized_models/ | Slight_Tone_2188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps21t9 | false | null | t3_1ps21t9 | /r/LocalLLaMA/comments/1ps21t9/metas_segmentaudio_quantized_models/ | false | false | self | 1 | null |
Introducing FunctionGemma | 0 | 2025-12-21T08:41:40 | https://youtu.be/-Tgc_9uYJLI?si=-P0C8ViT5_m2Zrn3 | mobinx- | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1ps1wp5 | false | {'oembed': {'author_name': 'Google for Developers', 'author_url': 'https://www.youtube.com/@GoogleDevelopers', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/-Tgc_9uYJLI?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-... | t3_1ps1wp5 | /r/LocalLLaMA/comments/1ps1wp5/introducing_functiongemma/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'tmlmq8OIgv0cfFsuoOg7QAqUAKNyVS2cvdpWLvsZrWU', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/tmlmq8OIgv0cfFsuoOg7QAqUAKNyVS2cvdpWLvsZrWU.jpeg?width=108&crop=smart&auto=webp&s=985747a24162375609981bf30c3c3d400d012624', 'width': 108}, {'height': 162, 'url': '... | |
Benchmark Winners Across 40+ LLM Evaluations: Patterns Without Recommendations | 29 | I kept seeing the same question everywhere: *“Which LLM is best?”*
So instead of opinions, I went the boring route — **I collected benchmark winners across a wide range of tasks**: reasoning, math, coding, vision, OCR, multimodal QA, and real-world evaluations. For SLM (3B-21B).
This post is **not a recommendation li... | 2025-12-21T08:11:49 | https://www.reddit.com/r/LocalLLaMA/comments/1ps1g40/benchmark_winners_across_40_llm_evaluations/ | abubakkar_s | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps1g40 | false | null | t3_1ps1g40 | /r/LocalLLaMA/comments/1ps1g40/benchmark_winners_across_40_llm_evaluations/ | false | false | self | 29 | null |
Karpathy: 2025 LLM Year in Review | 1 | 2025-12-21T08:09:04 | https://x.com/karpathy/status/2002118205729562949 | ab2377 | x.com | 1970-01-01T00:00:00 | 0 | {} | 1ps1elb | false | null | t3_1ps1elb | /r/LocalLLaMA/comments/1ps1elb/karpathy_2025_llm_year_in_review/ | false | false | default | 1 | null | |
Should I get 32GB DDR3 or 16GB DDR4 or 8GB DDR5 for Local LLM? RAM prices are getting expensive. | 1 | [removed] | 2025-12-21T08:01:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ps1a4d/should_i_get_32gb_ddr3_or_16gb_ddr4_or_8gb_ddr5/ | Disastrous_Wash6804 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps1a4d | false | null | t3_1ps1a4d | /r/LocalLLaMA/comments/1ps1a4d/should_i_get_32gb_ddr3_or_16gb_ddr4_or_8gb_ddr5/ | false | false | self | 1 | null |
If swapping LLMs doesn’t change reasoning, what is the model actually doing? | 1 | [removed] | 2025-12-21T07:33:47 | https://www.reddit.com/r/LocalLLaMA/comments/1ps0uxn/if_swapping_llms_doesnt_change_reasoning_what_is/ | Aleksandr_Nikolaev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps0uxn | false | null | t3_1ps0uxn | /r/LocalLLaMA/comments/1ps0uxn/if_swapping_llms_doesnt_change_reasoning_what_is/ | false | false | self | 1 | null |
Are there any calculators for splitting layers between two gpu? | 1 | Thanks in advance. | 2025-12-21T07:30:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ps0t5q/are_there_any_calculators_for_splitting_layers/ | ResponsibleTruck4717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps0t5q | false | null | t3_1ps0t5q | /r/LocalLLaMA/comments/1ps0t5q/are_there_any_calculators_for_splitting_layers/ | false | false | self | 1 | null |
What do you actually do with your AI meeting notes? | 0 | I’ve been thinking about this a lot and wanted to hear how others handle it.
I’ve been using AI meeting notes (Granola, etc.) for a while now. Earlier, most of my work was fairly solo — deep work, planning, drafting things — and I’d mostly interact with tools like ChatGPT, Claude, or Cursor to think things through or ... | 2025-12-21T07:30:33 | https://www.reddit.com/r/LocalLLaMA/comments/1ps0t21/what_do_you_actually_do_with_your_ai_meeting_notes/ | a3fckx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ps0t21 | false | null | t3_1ps0t21 | /r/LocalLLaMA/comments/1ps0t21/what_do_you_actually_do_with_your_ai_meeting_notes/ | false | false | self | 0 | null |
MiniMax 2.1 release? | 166 | new here and just saw the release of MiniMax M2.1, how is it compare to the other models?
github: [https://github.com/vllm-project/recipes/pull/174](https://github.com/vllm-project/recipes/pull/174) | 2025-12-21T07:14:03 | _cttt_ | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ps0jnm | false | null | t3_1ps0jnm | /r/LocalLLaMA/comments/1ps0jnm/minimax_21_release/ | false | false | default | 166 | {'enabled': True, 'images': [{'id': '5rotyw06ci8g1', 'resolutions': [{'height': 114, 'url': 'https://preview.redd.it/5rotyw06ci8g1.png?width=108&crop=smart&auto=webp&s=e67e813fc898fbf78aa5b7aa7dcc9ee839ef5268', 'width': 108}, {'height': 228, 'url': 'https://preview.redd.it/5rotyw06ci8g1.png?width=216&crop=smart&auto=we... | |
I turned my 7900 XT + 128GB RAM workstation into a native AI Subscription Service (No Cloud APIs). Come break it. | 0 | I finally did it. I got tired of cloud wrappers and sanitized APIs, so I built my own fully self-hosted AI agent, "Clair," running entirely on my local metal.
The Rig:
GPU: AMD Radeon 7900 XT (20GB VRAM) running Native ROCm 6.2 (Finally ditched ZLUDA)
CPU: Ryzen 9 9700X
RAM: 128GB DDR5 (Context limits are a... | 2025-12-21T07:08:06 | SplitPuzzled | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ps0g5o | false | null | t3_1ps0g5o | /r/LocalLLaMA/comments/1ps0g5o/i_turned_my_7900_xt_128gb_ram_workstation_into_a/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '3u65khfyai8g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/3u65khfyai8g1.png?width=108&crop=smart&auto=webp&s=e7df142f37b40744f060ff20f7a90ff22bcfcd34', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/3u65khfyai8g1.png?width=216&crop=smart&auto=we... | |
**Zuhri 🦀 - AI-Powered Terminal Assistant Built with Rust** | 1 | [removed] | 2025-12-21T07:05:28 | https://www.reddit.com/gallery/1ps0em8 | humairmunir | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ps0em8 | false | null | t3_1ps0em8 | /r/LocalLLaMA/comments/1ps0em8/zuhri_aipowered_terminal_assistant_built_with_rust/ | false | false | 1 | null | |
I chatting Diddy in LOCAL AI on mobile phone | 0 | 2025-12-21T06:40:58 | https://www.reddit.com/gallery/1ps009s | Adventurous_Role_489 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ps009s | false | null | t3_1ps009s | /r/LocalLLaMA/comments/1ps009s/i_chatting_diddy_in_local_ai_on_mobile_phone/ | false | false | 0 | null | ||
I know CPU/Ram is slower than GPU/VRam but is it less accurate? | 0 | I know CPU/Ram is slower than GPU/VRam but is it less accurate? Is speed the only thing you give up when running without a GPU? | 2025-12-21T06:28:04 | https://www.reddit.com/r/LocalLLaMA/comments/1przsh1/i_know_cpuram_is_slower_than_gpuvram_but_is_it/ | Five9Fine | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1przsh1 | false | null | t3_1przsh1 | /r/LocalLLaMA/comments/1przsh1/i_know_cpuram_is_slower_than_gpuvram_but_is_it/ | false | false | self | 0 | null |
Big training projects appear to be including CoT reasoning traces in their training data. | 23 | 2025-12-21T06:12:25 | https://pratyushmaini.substack.com/p/reverse-engineering-a-phase-change-a96 | MaggoVitakkaVicaro | pratyushmaini.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1przir5 | false | null | t3_1przir5 | /r/LocalLLaMA/comments/1przir5/big_training_projects_appear_to_be_including_cot/ | false | false | default | 23 | {'enabled': False, 'images': [{'id': 'qY52rLeZM5AmEgPsJDh_3hPjjhv02hbRWUEyDFI3OeE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qY52rLeZM5AmEgPsJDh_3hPjjhv02hbRWUEyDFI3OeE.jpeg?width=108&crop=smart&auto=webp&s=fd0e6d815b0328a59dc956c950def8174c43173f', 'width': 108}, {'height': 108, 'url': '... | |
M2.1 is insane. | 1 | [removed] | 2025-12-21T06:05:11 | Carinaaaatian | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prze6n | false | null | t3_1prze6n | /r/LocalLLaMA/comments/1prze6n/m21_is_insane/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'zbt1jzg50i8g1', 'resolutions': [{'height': 62, 'url': 'https://preview.redd.it/zbt1jzg50i8g1.jpeg?width=108&crop=smart&auto=webp&s=036ea8563c0a29c1fe8f8bc5668e4e1185508c63', 'width': 108}, {'height': 124, 'url': 'https://preview.redd.it/zbt1jzg50i8g1.jpeg?width=216&crop=smart&auto=w... | |
RTX 4070 in Action: What Your New System Could Look Like | 0 | Super-Bot: The Ultimate Autonomous AI Agent for Windows
**Description:** Meet **Super-Bot**, your self-learning development companion. This isn't just a chatbot—it's an autonomous agent that acts. It writes code, executes commands, fixes its own errors, and even "sees" your screen to validate applications.
**Key Feat... | 2025-12-21T06:03:27 | https://v.redd.it/kzwr2nx3yh8g1 | Alone-Competition863 | /r/LocalLLaMA/comments/1przd3k/rtx_4070_in_action_what_your_new_system_could/ | 1970-01-01T00:00:00 | 0 | {} | 1przd3k | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/kzwr2nx3yh8g1/DASHPlaylist.mpd?a=1769018614%2COTA2YmQ0YzU2ODI0MGI5Zjk3MTA5MGRjNzYzZmRkM2IxNDA5ODRkZGQzMzNkNjgwZTI3ODVkMjIzMDE2OWI4YQ%3D%3D&v=1&f=sd', 'duration': 271, 'fallback_url': 'https://v.redd.it/kzwr2nx3yh8g1/CMAF_1080.mp4?source=fallback', '... | t3_1przd3k | /r/LocalLLaMA/comments/1przd3k/rtx_4070_in_action_what_your_new_system_could/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'M20zOXU1NTR5aDhnMWOTU7UqQZJD7PNBptsO8kG3EZV_3sbv7lEF5DFvfaH3', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/M20zOXU1NTR5aDhnMWOTU7UqQZJD7PNBptsO8kG3EZV_3sbv7lEF5DFvfaH3.png?width=108&crop=smart&format=pjpg&auto=webp&s=6f17105573f121018d87150526b1d4ff730b7... | |
I wonder what would happen if I yolo'd qwen3 0.6B in a sandbox | 0 | If I gave it a project and set up a way for automated testing, would it come up with something through a great amount of trial and error?
Or would it find a way to melt my hard drive in the process?
I guess there's one way to find out, I'll let you know if I try. | 2025-12-21T05:25:37 | https://www.reddit.com/r/LocalLLaMA/comments/1prypj4/i_wonder_what_would_happen_if_i_yolod_qwen3_06b/ | copenhagen_bram | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prypj4 | false | null | t3_1prypj4 | /r/LocalLLaMA/comments/1prypj4/i_wonder_what_would_happen_if_i_yolod_qwen3_06b/ | false | false | self | 0 | null |
What is an LLM | 0 | In r/singularity, I came across a commenter that said that normies don’t understand AI, and describing it as fancy predictor would be incorrect. Of course they said how AI wasn’t that, but aren’t LLMs a much more advanced word predictor? | 2025-12-21T05:10:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pryg16/what_is_an_llm/ | uSoull | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pryg16 | false | null | t3_1pryg16 | /r/LocalLLaMA/comments/1pryg16/what_is_an_llm/ | false | false | self | 0 | null |
**I stopped explaining prompts and started marking explicit intent**
*SoftPrompt-IR: a simpler, clearer way to write prompts*
from a German mechatronics engineer | 0 | \# Stop Explaining Prompts. Start Marking Intent.
Most advice for prompting essentially boils down to:
\* "Be very clear."
\* "Repeat important instructions."
\* "Use strong phrasing."
While this works, it is often noisy, brittle, and hard for models to analyze.
That’s why I’ve started doing the opp... | 2025-12-21T05:00:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pry970/i_stopped_explaining_prompts_and_started_marking/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pry970 | false | null | t3_1pry970 | /r/LocalLLaMA/comments/1pry970/i_stopped_explaining_prompts_and_started_marking/ | true | false | spoiler | 0 | null |
Day 13: 21 Days of Building a Small Language Model: Positional Encodings | 5 | Welcome to Day 13 of 21 Days of Building a Small Language Model. The topic for today is positional encodings. We've explored attention mechanisms, KV caching, and efficient attention variants. Today, we'll discover how transformers learn to understand that word order matters, and why this seemingly simple problem requi... | 2025-12-21T04:59:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pry8kf/day_13_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pry8kf | false | null | t3_1pry8kf | /r/LocalLLaMA/comments/1pry8kf/day_13_21_days_of_building_a_small_language_model/ | false | false | 5 | null | |
I stopped explaining prompts and started marking explicit intent
SoftPrompt-IR: a simpler, clearer way to write prompts
from a German mechatronics engineer | 0 | \# Stop Explaining Prompts. Start Marking Intent.
Most advice for prompting essentially boils down to:
\* "Be very clear."
\* "Repeat important instructions."
\* "Use strong phrasing."
While this works, it is often noisy, brittle, and hard for models to analyze.
That’s why I’ve started doing the opp... | 2025-12-21T04:52:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pry3ga/i_stopped_explaining_prompts_and_started_marking/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pry3ga | false | null | t3_1pry3ga | /r/LocalLLaMA/comments/1pry3ga/i_stopped_explaining_prompts_and_started_marking/ | true | false | spoiler | 0 | null |
People using Devstral 2 123b, how has it been working for you? What have you been using it with? | 49 | People using Devstral 2 123b, how has it been working for you? What have you been using it with?
I tried it with Claude Code Router and it's not bad! I think just with a few rough tests it seems better at agentic stuff than GPT OSS 120b, however GPT OSS's code quality seems a bit better. HOWEVER, I'm using OSS 120... | 2025-12-21T04:51:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pry2v7/people_using_devstral_2_123b_how_has_it_been/ | maxwell321 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pry2v7 | false | null | t3_1pry2v7 | /r/LocalLLaMA/comments/1pry2v7/people_using_devstral_2_123b_how_has_it_been/ | false | false | self | 49 | null |
NVIDIA Nemotron-3-Nano-30B LLM Benchmarks Vulkan and RPC | 26 | I'm running a few benchmarks on Nvidia's new [Nemotron-3-Nano-30B](https://huggingface.co/unsloth/Nemotron-3-Nano-30B-A3B-GGUF) and will test out RPC-SERVER again.
More details on Mamba2-Transformer Hybrid Mixture of Experts (MoE) model is here:
[https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-BF16](http... | 2025-12-21T04:31:19 | https://www.reddit.com/r/LocalLLaMA/comments/1prxpcx/nvidia_nemotron3nano30b_llm_benchmarks_vulkan_and/ | tabletuser_blogspot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prxpcx | false | null | t3_1prxpcx | /r/LocalLLaMA/comments/1prxpcx/nvidia_nemotron3nano30b_llm_benchmarks_vulkan_and/ | false | false | self | 26 | {'enabled': False, 'images': [{'id': 'GMB3lzzAnOTZCjUjIzh0CSKJz_NNkQmuPwPxVsBsvl4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/GMB3lzzAnOTZCjUjIzh0CSKJz_NNkQmuPwPxVsBsvl4.png?width=108&crop=smart&auto=webp&s=f3b045ac2f49f1dcdec25f65a0d836d3a8d64dc6', 'width': 108}, {'height': 116, 'url': 'h... |
Is there a tool that can extract a summary of a file in source code so it can be used to generate prompts? | 1 | When I need to modify a file, I often need a list of function names, variable names, etc so the LLM has some context. I find that ctags doesn't have everything I need (include statements, global variables, etc.).
The purpose is to add this to a prompt and then ask an LLM to guess which function I need to modify. | 2025-12-21T04:26:37 | https://www.reddit.com/r/LocalLLaMA/comments/1prxm80/is_there_a_tool_that_can_extract_a_summary_of_a/ | birdsintheskies | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prxm80 | false | null | t3_1prxm80 | /r/LocalLLaMA/comments/1prxm80/is_there_a_tool_that_can_extract_a_summary_of_a/ | false | false | self | 1 | null |
is it a good deal? 64GB VRAM @ 1,058 USD | 88 | This Black Friday, I found an Nvidia Jetson AGX Orin 64GB developer kit for $1,058. It usually goes for $2,000, and if you're in India like I am, it retails around $2,370.61. For comparison, the 5090, which is a 32GB card, costs $2,000 right now.
A little background: in my [previous post](https://www.reddit.com/r/Loca... | 2025-12-21T03:25:47 | bohemianLife1 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prwhb1 | false | null | t3_1prwhb1 | /r/LocalLLaMA/comments/1prwhb1/is_it_a_good_deal_64gb_vram_1058_usd/ | false | false | 88 | {'enabled': True, 'images': [{'id': 'vMd11i4yWZX2VTQWsgQTtxJ1nCrdiDVB-20Jx1stG58', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/sr0bemp03h8g1.jpeg?width=108&crop=smart&auto=webp&s=3946d91a7db2523480338a15aa1bc9afa2aac8dd', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/sr0bemp03h8g1.j... | ||
LLM for a 6900xt? | 1 | Hello everyone and good day. I'm looking for a LOM that could fit my needs. I want a little bit of GPT style conversation and some riplet agent style coding. Doesn't have to be super advanced but I need the coding side to at least fix problems in some of my programs that I have when I don't have any more money to spen... | 2025-12-21T03:18:59 | https://www.reddit.com/r/LocalLLaMA/comments/1prwcvi/llm_for_a_6900xt/ | RichOpinion4766 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prwcvi | false | null | t3_1prwcvi | /r/LocalLLaMA/comments/1prwcvi/llm_for_a_6900xt/ | false | false | self | 1 | null |
GLM 4.7 imminent?! | 100 | [https://github.com/zRzRzRzRzRzRzR](https://github.com/zRzRzRzRzRzRzR), a [z.ai](http://z.ai) employee, appears hard at work to implement GLM 4.7 support. It's added in vLLM already.
What are your expectations for this, to be announced, new model? I'm both very optimistic and a little cautious at the same time.
Earli... | 2025-12-21T03:13:27 | https://www.reddit.com/r/LocalLLaMA/comments/1prw988/glm_47_imminent/ | JuicyLemonMango | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prw988 | false | null | t3_1prw988 | /r/LocalLLaMA/comments/1prw988/glm_47_imminent/ | false | false | self | 100 | {'enabled': False, 'images': [{'id': '5x4-Q6kLeklEsN5R84wpZDm5ZMhp_vwS1Jzp7f3fDhg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/5x4-Q6kLeklEsN5R84wpZDm5ZMhp_vwS1Jzp7f3fDhg.png?width=108&crop=smart&auto=webp&s=5e06c5a1dd10ca26762cce15c9293f92f3f36020', 'width': 108}, {'height': 216, 'url': '... |
think I just built a grammarly for LLMs with llama | 0 | I think I just built a grammarly for LLMs. Should I ship this product feature?
For some background, I built this tool called [Promptify](https://joinpromptify.com/) which is a free chrome extension to take vague prompts and create super detailed, context aware JSON (or XML or regulat) prompts for crazy outputs.
I had... | 2025-12-21T02:47:42 | https://www.reddit.com/r/LocalLLaMA/comments/1prvrhh/think_i_just_built_a_grammarly_for_llms_with_llama/ | Turbulent-Range-9394 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prvrhh | false | null | t3_1prvrhh | /r/LocalLLaMA/comments/1prvrhh/think_i_just_built_a_grammarly_for_llms_with_llama/ | false | false | 0 | null | |
Here is what happens if you have an LLM that requires more RAM than you have | 0 | https://reddit.com/link/1prvonw/video/cyka8v340h8g1/player
Could a pagefile make it work? | 2025-12-21T02:43:44 | https://www.reddit.com/r/LocalLLaMA/comments/1prvonw/here_is_what_happens_if_you_have_an_llm_that/ | Cold_Junket8940 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prvonw | false | null | t3_1prvonw | /r/LocalLLaMA/comments/1prvonw/here_is_what_happens_if_you_have_an_llm_that/ | false | false | self | 0 | null |
gemma3:4b running on 4GB RAM + no GPU + no pagefile + Win10. | 0 | 2025-12-21T02:27:42 | https://www.reddit.com/r/LocalLLaMA/comments/1prvdqt/gemma34b_running_on_4gb_ram_no_gpu_no_pagefile/ | Cold_Junket8940 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prvdqt | false | null | t3_1prvdqt | /r/LocalLLaMA/comments/1prvdqt/gemma34b_running_on_4gb_ram_no_gpu_no_pagefile/ | false | false | 0 | null | ||
gemma3:1b running on 4GB RAM + no GPU. | 0 | 2025-12-21T02:21:02 | https://www.reddit.com/r/LocalLLaMA/comments/1prv971/gemma31b_running_on_4gb_ram_no_gpu/ | Cold_Junket8940 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prv971 | false | null | t3_1prv971 | /r/LocalLLaMA/comments/1prv971/gemma31b_running_on_4gb_ram_no_gpu/ | false | false | 0 | null | ||
AN ARTIFICIAL INTELLIGENCE MODEL PRODUCED BY APPLYING KNOWLEDGE
DISTILLATION TO A FRONTIER MODEL AS DEFINED IN PARAGRAPH (A) OF THIS
SUBDIVISION. | 0 | So, like, gpt-oss
Distill wasn't in the california bill. The devil is in the details, folks.
[https://www.nysenate.gov/legislation/bills/2025/A6453/amendment/A](https://www.nysenate.gov/legislation/bills/2025/A6453/amendment/A) | 2025-12-21T02:13:19 | https://www.reddit.com/r/LocalLLaMA/comments/1prv3zz/an_artificial_intelligence_model_produced_by/ | kaggleqrdl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prv3zz | false | null | t3_1prv3zz | /r/LocalLLaMA/comments/1prv3zz/an_artificial_intelligence_model_produced_by/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'hPXZu2Ij8GnHNGklyFd9CxrBFfYjXqKDV3KzYFr96zE', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/hPXZu2Ij8GnHNGklyFd9CxrBFfYjXqKDV3KzYFr96zE.png?width=108&crop=smart&auto=webp&s=260d988366ecb679ab997cbae60e2342709adb2d', 'width': 108}, {'height': 216, 'url': '... |
How big do we think Gemini 3 flash is | 124 | Hopefully the relevance to open models is clear enough. I'm curious about speculations based on speed and other things how big this model is--because it can help us understand just how strong a model something like 512Gb mac ultra can run eventually or something like 128Gb macbook. Do we think it's something that can f... | 2025-12-21T01:51:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pruoy7/how_big_do_we_think_gemini_3_flash_is/ | davikrehalt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pruoy7 | false | null | t3_1pruoy7 | /r/LocalLLaMA/comments/1pruoy7/how_big_do_we_think_gemini_3_flash_is/ | false | false | self | 124 | null |
Hola, quiero saber algo de IAs | 0 | Hola a todos! 👍🏼
Quisiera que me orienten qué IA local poner en mi computadora local:
Ryzen 5700G
64 Gb RAM 3200 Mhz C16
8 Gb VRAM GPU 6600xt
Discos SSD y mecánicos
Y me encantaría que se pueda tener una IA de muy buena cantidad de tokens de contexto y capaz de hacer de todo, no sólo charlar, también programar.... | 2025-12-21T01:03:47 | https://www.reddit.com/r/LocalLLaMA/comments/1prtrai/hola_quiero_saber_algo_de_ias/ | Necessary-Plant8738 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prtrai | false | null | t3_1prtrai | /r/LocalLLaMA/comments/1prtrai/hola_quiero_saber_algo_de_ias/ | false | false | self | 0 | null |
Let’s assume that some company releases an open weight model that beats Claude Sonnet fairly well. | 0 | Claude Sonnet is pretty solid model when it comes toolchain calling and instructions following and understanding the context really well. It assists in writing code in pretty much every language and doesn’t hallucinate a lot.
But is there any model that comes super close to Claude? And if one surpasses it then what? ... | 2025-12-21T00:56:43 | https://www.reddit.com/r/LocalLLaMA/comments/1prtm54/lets_assume_that_some_company_releases_an_open/ | _takasur | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prtm54 | false | null | t3_1prtm54 | /r/LocalLLaMA/comments/1prtm54/lets_assume_that_some_company_releases_an_open/ | false | false | self | 0 | null |
MiMo-V2-Flash - SGLang - mtp triton attention | 19 | Some testing results on 4x 6000 Blackwell workstation cards
4K | 3,597 | 500 | 100.2 t/s | N/A | 2.40
┃ 8K | 7,199 | 500 | 88.2 t/s | N/A | 2.39 ... | 2025-12-21T00:34:04 | https://www.reddit.com/r/LocalLLaMA/comments/1prt5qz/mimov2flash_sglang_mtp_triton_attention/ | getfitdotus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prt5qz | false | null | t3_1prt5qz | /r/LocalLLaMA/comments/1prt5qz/mimov2flash_sglang_mtp_triton_attention/ | false | false | self | 19 | null |
Is there even a reliable AI statistics/ranker? | 0 | Yes there's some out there that give some semblance of actual statistics. But majority of the space claiming to "rank" or have a placement of who's ai is best for what is usually shallow or unreliable? Alot even have contradicting information even if in applicable usage or experience it's noticeably better to the point... | 2025-12-21T00:06:08 | https://www.reddit.com/r/LocalLLaMA/comments/1prsloo/is_there_even_a_reliable_ai_statisticsranker/ | CompoteTiny | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prsloo | false | null | t3_1prsloo | /r/LocalLLaMA/comments/1prsloo/is_there_even_a_reliable_ai_statisticsranker/ | false | false | self | 0 | null |
Transformer Model fMRI (Now with 100% more Gemma) build progress | 0 | As the title suggests, I made a pivot to Gemma2 2B. I'm on a consumer card (16gb) and I wasn't able to capture all of the backward pass data that I would like using a 3B model. While I was running a new test suite, The model made a runaway loop suggesting that I purchase a video editor (lol).
[I guess I need a new edi... | 2025-12-20T23:46:00 | https://www.reddit.com/r/LocalLLaMA/comments/1prs6lf/transformer_model_fmri_now_with_100_more_gemma/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prs6lf | false | null | t3_1prs6lf | /r/LocalLLaMA/comments/1prs6lf/transformer_model_fmri_now_with_100_more_gemma/ | false | false | 0 | null | |
Chatbot chat bubble | 2 | I have been banging my head for to long, so now I'm here begging for help.
I wrote a chatbot client. I have a heavy Victorian aesthetic. For the chat bubbles, I want them to be banner scrolls, that roll out dynamically as the user or AI types.
I've spent to many hours and piled up a bunch of failures. Can anyone hel... | 2025-12-20T23:32:59 | https://www.reddit.com/r/LocalLLaMA/comments/1prrx2c/chatbot_chat_bubble/ | david_jackson_67 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prrx2c | false | null | t3_1prrx2c | /r/LocalLLaMA/comments/1prrx2c/chatbot_chat_bubble/ | false | false | self | 2 | null |
This is what I call a good benchmax... | 0 | 2025-12-20T22:54:00 | GenLabsAI | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prr33w | false | null | t3_1prr33w | /r/LocalLLaMA/comments/1prr33w/this_is_what_i_call_a_good_benchmax/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'lai8q0m6vf8g1', 'resolutions': [{'height': 20, 'url': 'https://preview.redd.it/lai8q0m6vf8g1.png?width=108&crop=smart&auto=webp&s=ccc9b9962b4e00c4d13c8e43009fd0d1506e064f', 'width': 108}, {'height': 41, 'url': 'https://preview.redd.it/lai8q0m6vf8g1.png?width=216&crop=smart&auto=webp... | ||
Local training - funny Grok hallucination | 0 | So I am currently training up Llama 3.2 3B base on the OpenAI Harmony template, and using test prompts to check safety alignment and chat template adherence, which I then send to Grok to get a second set of eyes for missing special tokens. Well, it seems it only takes a few rounds of talking about Harmony for Grok to s... | 2025-12-20T22:42:12 | https://www.reddit.com/r/LocalLLaMA/comments/1prqu0i/local_training_funny_grok_hallucination/ | Mabuse046 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prqu0i | false | null | t3_1prqu0i | /r/LocalLLaMA/comments/1prqu0i/local_training_funny_grok_hallucination/ | false | false | 0 | null | |
Where can I find the Intel Arc Pro B60? | 6 | Hey there, hope this is the right place to post but I saw on here a few months back that someone mentioned this Intel Arc Pro B60 with 24g ram. I’ve been trying to upgrade my rig for local and thought this would be perfect! But….i can’t find out where to get it. Newegg doesn’t even recognize it and google shopping isn’... | 2025-12-20T22:19:23 | https://www.reddit.com/r/LocalLLaMA/comments/1prqcc8/where_can_i_find_the_intel_arc_pro_b60/ | Puzzled_Rip9008 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prqcc8 | false | null | t3_1prqcc8 | /r/LocalLLaMA/comments/1prqcc8/where_can_i_find_the_intel_arc_pro_b60/ | false | false | self | 6 | null |
Got lots of VRAM? Want to help a developer refine methods and tooling for small edge models (BitNet+KBLaM)? Show this some love! | 16 | This developer u/ufos1111 put a lot of work in, but it didn't get much traction. I think there's lots of value to be had here, if anyone wanted to collaborate or run test training give them a shout :-)
Edge devices, even Raspberry Pi can run this, as well as any avx2 cpu, but MS is also working on GPU support.
I am ... | 2025-12-20T21:57:29 | https://www.reddit.com/r/LLMDevs/comments/1lrev36/bitnet_model_implementation_in_microsoftkblam/#:~:text=I've%20created%20an%20initial%20implementation%20of%20BitNet,to%20introduce%20additional%20knowledge%20base%20data%20into%E2%80%A6 | rog-uk | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1prpv1g | false | null | t3_1prpv1g | /r/LocalLLaMA/comments/1prpv1g/got_lots_of_vram_want_to_help_a_developer_refine/ | false | false | 16 | {'enabled': False, 'images': [{'id': 'KWtUbuNCwFa_wwoxQhB0aQn6OgRe6sJokwMFKLrmN94', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/KWtUbuNCwFa_wwoxQhB0aQn6OgRe6sJokwMFKLrmN94.png?width=108&crop=smart&auto=webp&s=cb4f58cf51cae301b092ba26aa07151aca4f3fa4', 'width': 108}, {'height': 108, 'url': 'h... | |
"I built an open-source security scanner for AI models - scan before you load!" | 0 | Hey everyone,
I've been concerned about AI supply chain attacks - poisoned weights, pickle exploits, and malware hidden in model files. So I built **ModelSentinel**.
What it does:
\- Scans GGUF, SafeTensors, and PyTorch models for threats.
\- Detects statistical anomalies (poisoned weights)
\- Finds malware signat... | 2025-12-20T21:56:07 | https://www.reddit.com/r/LocalLLaMA/comments/1prpu04/i_built_an_opensource_security_scanner_for_ai/ | Teja_Chinthala | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prpu04 | false | null | t3_1prpu04 | /r/LocalLLaMA/comments/1prpu04/i_built_an_opensource_security_scanner_for_ai/ | false | false | self | 0 | null |
New York Governor Kathy Hochul signs RAISE Act to regulate AI "safety" | 5 | 2025-12-20T21:37:00 | https://www.politico.com/news/2025/12/19/kathy-hochul-signs-new-yorks-ai-safety-law-aimed-at-tech-industry-heavyweights-00700473 | TheRealMasonMac | politico.com | 1970-01-01T00:00:00 | 0 | {} | 1prpet4 | false | null | t3_1prpet4 | /r/LocalLLaMA/comments/1prpet4/new_york_governor_kathy_hochul_signs_raise_act_to/ | false | false | default | 5 | null | |
Just a moment... | 1 | [deleted] | 2025-12-20T21:36:06 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1prpe45 | false | null | t3_1prpe45 | /r/LocalLLaMA/comments/1prpe45/just_a_moment/ | false | false | default | 1 | null | ||
[Request] Make a tunable Devstral 123B | 14 | I've been asking around and doing my own attempts at creating a Devstral 123B that can be tuned (i.e., dequanted at BF16/FP16)
I figured I could tap into the community to see if anyone has a clue on how to dequant it so people (like me) can start tuning on it.
Anyone got ideas? I'd personally give credits to whoever ... | 2025-12-20T21:36:03 | https://github.com/huggingface/transformers/issues/42907 | TheLocalDrummer | github.com | 1970-01-01T00:00:00 | 0 | {} | 1prpe36 | false | null | t3_1prpe36 | /r/LocalLLaMA/comments/1prpe36/request_make_a_tunable_devstral_123b/ | false | false | default | 14 | {'enabled': False, 'images': [{'id': 'TxRR-MsCsLcFQzYanP3jRjhNqN7ocymmwljq0fd-4cw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TxRR-MsCsLcFQzYanP3jRjhNqN7ocymmwljq0fd-4cw.png?width=108&crop=smart&auto=webp&s=6895ef169899b0fff748e828886d6d9f607db3c8', 'width': 108}, {'height': 108, 'url': 'h... |
Mi50 32GB Group Buy. | 3 | Someone in another sub is arranging a Mi50 group buy. This might be of interest to some in this sub. | 2025-12-20T20:55:34 | https://www.reddit.com/r/LocalAIServers/comments/1pnyct6/mi50_32gb_group_buy/ | fallingdowndizzyvr | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1prohxr | false | null | t3_1prohxr | /r/LocalLLaMA/comments/1prohxr/mi50_32gb_group_buy/ | false | false | default | 3 | null |
[Project] Engineering a robust SQL Optimizer with DeepSeek-R1:14B (Ollama) + HypoPG. How I handled the <think> tags and Context Pruning on a 12GB GPU | 0 | Hi everyone,
I’ve been working on **OptiSchema Slim**, a local-first tool to analyze PostgreSQL performance without sending sensitive schema data to the cloud.
I started with SQLCoder-7B, but found it struggled with complex reasoning. I recently switched to **DeepSeek-R1-Distill-Qwen-14B** (running via Ollama), and t... | 2025-12-20T20:51:55 | https://www.reddit.com/r/LocalLLaMA/comments/1proez3/project_engineering_a_robust_sql_optimizer_with/ | arnab03214 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1proez3 | false | null | t3_1proez3 | /r/LocalLLaMA/comments/1proez3/project_engineering_a_robust_sql_optimizer_with/ | false | false | 0 | null | |
Models sometimes fall into strange voices... | 0 | I wasn't trying to steer tone. Justed asked a normal question and got this answer. Fresh chat, default settings. Curios what might trigger this kind of stylistic drift. | 2025-12-20T19:56:58 | JohannesGlaser | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prn6uk | false | null | t3_1prn6uk | /r/LocalLLaMA/comments/1prn6uk/models_sometimes_fall_into_strange_voices/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ee6cz73nze8g1', 'resolutions': [{'height': 213, 'url': 'https://preview.redd.it/ee6cz73nze8g1.jpeg?width=108&crop=smart&auto=webp&s=7203fd79d7e379582aab8b3e01a1f0b8a09328e2', 'width': 108}, {'height': 426, 'url': 'https://preview.redd.it/ee6cz73nze8g1.jpeg?width=216&crop=smart&auto=... | |
Models sometimes fall into strange voices | 1 | I wasn't trying to steer tone or style. Just asked a normal question and got this answer. Default settings, fresh chat. Not sure what triggered it. | 2025-12-20T19:51:24 | JohannesGlaser | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prn2bv | false | null | t3_1prn2bv | /r/LocalLLaMA/comments/1prn2bv/models_sometimes_fall_into_strange_voices/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'ynnstnbnye8g1', 'resolutions': [{'height': 213, 'url': 'https://preview.redd.it/ynnstnbnye8g1.jpeg?width=108&crop=smart&auto=webp&s=11b72b91dcdee1f75c417dcecfc43e29934c3831', 'width': 108}, {'height': 426, 'url': 'https://preview.redd.it/ynnstnbnye8g1.jpeg?width=216&crop=smart&auto=... | |
Why does OpenCode hallucinate MCP tool names while Open WebUI works perfectly with the same model? | 3 | Hello everyone,
I'm testing how LLMs work with MCP tools by building a local RAG setup. Everything works perfectly in Open WebUI, but OpenCode has issues calling the correct MCP tools.
My stack:
\- Ollama 0.13.3 (running in Docker on WSL2, GPU enabled)
\- PostgreSQL 16 with pgvector extension
\- Open WebUI... | 2025-12-20T19:45:04 | https://www.reddit.com/r/LocalLLaMA/comments/1prmx22/why_does_opencode_hallucinate_mcp_tool_names/ | AcadiaTraditional268 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prmx22 | false | null | t3_1prmx22 | /r/LocalLLaMA/comments/1prmx22/why_does_opencode_hallucinate_mcp_tool_names/ | false | false | self | 3 | null |
Best coding and agentic models - 96GB | 31 | Hello, lurker here, I'm having a hard time keeping up with the latest models. I want to try local coding and separately have an app run by a local model.
I'm looking for recommendations for the best:
• coding model
• agentic/tool calling/code mode model
That can fit in 96GB of RAM (Mac).
Thanks! | 2025-12-20T19:35:17 | https://www.reddit.com/r/LocalLLaMA/comments/1prmp2j/best_coding_and_agentic_models_96gb/ | 34_to_34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prmp2j | false | null | t3_1prmp2j | /r/LocalLLaMA/comments/1prmp2j/best_coding_and_agentic_models_96gb/ | false | false | self | 31 | null |
Best Speech-to-Text in 2025? | 11 | I work at a company where we require calls to be transcribed in-house (no third party). We have a server with 26GB VRAM (GeForce GTX 4090) and 64GB of RAM running Ubuntu server.
The most i keep seeing is the Whisper models but they seem to be about 75% accurate and will be destroyed when background noise of other peop... | 2025-12-20T19:28:56 | https://www.reddit.com/r/LocalLLaMA/comments/1prmjt3/best_speechtotext_in_2025/ | MindWithEase | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prmjt3 | false | null | t3_1prmjt3 | /r/LocalLLaMA/comments/1prmjt3/best_speechtotext_in_2025/ | false | false | self | 11 | null |
New to LangChain – What Should I Learn Next? | 0 | Hello everyone,
I am currently learning LangChain and have recently built a simple chatbot using Jupyter. However, I am eager to learn more and explore some of the more advanced concepts. I would appreciate any suggestions on what I should focus on next. For example, I have come across Langraph and other related topic... | 2025-12-20T19:22:30 | https://www.reddit.com/r/LocalLLaMA/comments/1prmegv/new_to_langchain_what_should_i_learn_next/ | Select-Day-873 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prmegv | false | null | t3_1prmegv | /r/LocalLLaMA/comments/1prmegv/new_to_langchain_what_should_i_learn_next/ | false | false | 0 | null | |
TheDrummer models meet heretic | 66 | What if I abliterate the drummer's fine tune to make them a bit less censored? So, I did that and here's the collection:
[https://huggingface.co/collections/coder3101/the-drummers](https://huggingface.co/collections/coder3101/the-drummers)
It includes:
* Magidonia-24B-v4.3
* Cydonia-24B-v4.3
There are two varian... | 2025-12-20T19:08:34 | https://www.reddit.com/r/LocalLLaMA/comments/1prm2tq/thedrummer_models_meet_heretic/ | coder3101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prm2tq | false | null | t3_1prm2tq | /r/LocalLLaMA/comments/1prm2tq/thedrummer_models_meet_heretic/ | false | false | self | 66 | {'enabled': False, 'images': [{'id': 'ppZr5AFByJNJ36-7qkkzTnHUOOdqB7E3y-Y28OKFW2Y', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ppZr5AFByJNJ36-7qkkzTnHUOOdqB7E3y-Y28OKFW2Y.png?width=108&crop=smart&auto=webp&s=9b4a7a8def7d39d5962ad2a2f606d8700567b616', 'width': 108}, {'height': 116, 'url': 'h... |
Downsides to Cloud Llm? | 0 | Hi yall! (Skip to end for TLDR)
New to non-front facing consumer llms. For context my main llm has been chatgpt for the past year or so and Ive also used gemini/google ai studio. It was great, with gpt 4o and the first week of 5.1 I was even able to build a RAG to store and organize all of my medical docs and other im... | 2025-12-20T18:57:49 | https://www.reddit.com/r/LocalLLaMA/comments/1prltrz/downsides_to_cloud_llm/ | Rachkstarrr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prltrz | false | null | t3_1prltrz | /r/LocalLLaMA/comments/1prltrz/downsides_to_cloud_llm/ | false | false | self | 0 | null |
VRAM Advice? 24GB or 32GB for starters | 10 | Hey guys, hope it’s been a great weekend for you all
I’m working to build my rig with primary use case of hosting, fine tuning and maybe doing image/video gen locally.
With all that said, does a 4090 makes any sense as of now or only 5090 will cut it?
The gap is huge for me, if I add the rest of the components as we... | 2025-12-20T18:53:52 | https://www.reddit.com/r/LocalLLaMA/comments/1prlqi1/vram_advice_24gb_or_32gb_for_starters/ | RobotsMakingDubstep | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prlqi1 | false | null | t3_1prlqi1 | /r/LocalLLaMA/comments/1prlqi1/vram_advice_24gb_or_32gb_for_starters/ | false | false | self | 10 | null |
Free API to extract wiki content for RAG applications | 0 | I made an API that can parse through any MediaWiki related webpage and provide clean data for RAG/training. It has 150 free monthly quotas per account, it's specially useful for large size and complex webpages.
For example, here's the entire entry for the History of the Roman Empire:
[https://hastebin.com/share/etolu... | 2025-12-20T17:45:23 | https://www.reddit.com/r/LocalLLaMA/comments/1prk4q7/free_api_to_extract_wiki_content_for_rag/ | Tiny_Type_1985 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prk4q7 | false | null | t3_1prk4q7 | /r/LocalLLaMA/comments/1prk4q7/free_api_to_extract_wiki_content_for_rag/ | false | false | self | 0 | null |
Panini — a grammar-first Sanskrit tokenizer (2–4× fewer tokens than MuRIL / Qwen2) | 1 | Hey folks,
I’ve been working on Sanskrit NLP and kept running into the same wall: modern SOTA tokenizers (BPE / WordPiece) are fundamentally misaligned with highly inflected, sandhi-heavy languages like Sanskrit.
They don’t fail loudly , they fail quietly, by exploding sequence length and fragmenting semantic units i... | 2025-12-20T17:43:53 | https://www.reddit.com/r/LocalLLaMA/comments/1prk3ge/panini_a_grammarfirst_sanskrit_tokenizer_24_fewer/ | arthalabs | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prk3ge | false | null | t3_1prk3ge | /r/LocalLLaMA/comments/1prk3ge/panini_a_grammarfirst_sanskrit_tokenizer_24_fewer/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Af8CN7PreNDQJ-hbpku9_lZ0xvqzUHFYxlcKuGC1eT8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Af8CN7PreNDQJ-hbpku9_lZ0xvqzUHFYxlcKuGC1eT8.png?width=108&crop=smart&auto=webp&s=2de34eec7bb8bf3cf0ae399dc26ae2322801aa67', 'width': 108}, {'height': 116, 'url': 'h... |
Xiaomi’s MiMo-V2-Flash (309B model) jumping straight to the big leagues | 414 | 2025-12-20T17:39:17 | 98Saman | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1prjzoh | false | null | t3_1prjzoh | /r/LocalLLaMA/comments/1prjzoh/xiaomis_mimov2flash_309b_model_jumping_straight/ | false | false | 414 | {'enabled': True, 'images': [{'id': '9jCthiIZfjo7qu3sTn-cE3ePPpYxWrl9C2mCdz-KrNg', 'resolutions': [{'height': 31, 'url': 'https://preview.redd.it/uew3kkt2be8g1.jpeg?width=108&crop=smart&auto=webp&s=d2f6970be937dcfe3a547abd7eb2c590ad0a65af', 'width': 108}, {'height': 63, 'url': 'https://preview.redd.it/uew3kkt2be8g1.jpe... | |||
What's the realistic "entry point" for a good local LLM experience going into 2026? | 62 | I notice a lot of questions from people asking it they can run LLM's on their 8gb or 12gb GPU's.
But have noticed most builds fall into two camps: the 16GB-24GB crowd making it work with quantized models, or the absolute madlads running 96GB+ setups.
But there's this interesting middle ground between 24-32GB that... | 2025-12-20T17:21:59 | https://www.reddit.com/r/LocalLLaMA/comments/1prjldr/whats_the_realistic_entry_point_for_a_good_local/ | alphatrad | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1prjldr | false | null | t3_1prjldr | /r/LocalLLaMA/comments/1prjldr/whats_the_realistic_entry_point_for_a_good_local/ | false | false | self | 62 | null |
Nvidia Introduces 'NitroGen': A Foundation Model for Generalist Gaming Agents | "This research effectively validates a scalable pipeline for building general-purpose agents that can operate in unknown environments, moving the field closer to universally capable AI." | 85 | ####TL;DR:
**NitroGen demonstrates that we can accelerate the development of generalist AI agents by scraping internet-scale data rather than relying on slow, expensive manual labeling. **
**This research effectively validates a scalable pipeline for building general-purpose agents that can operate in unknown environ... | 2025-12-20T17:21:48 | https://v.redd.it/zdp80umr7e8g1 | 44th--Hokage | /r/LocalLLaMA/comments/1prjl7z/nvidia_introduces_nitrogen_a_foundation_model_for/ | 1970-01-01T00:00:00 | 0 | {} | 1prjl7z | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/zdp80umr7e8g1/DASHPlaylist.mpd?a=1768972914%2CM2ZlODc0ODRlYTU4Y2MyZGI1NWVjMWU5Y2RmYzQ4OTQ5MGUwZmNlYzcwMzhlZGYwODViODdiYzVmMWQ3Y2E5MQ%3D%3D&v=1&f=sd', 'duration': 50, 'fallback_url': 'https://v.redd.it/zdp80umr7e8g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1prjl7z | /r/LocalLLaMA/comments/1prjl7z/nvidia_introduces_nitrogen_a_foundation_model_for/ | false | false | 85 | {'enabled': False, 'images': [{'id': 'aTRkb2lybnI3ZThnMdFL3UUz04QdHLBdqdlbFHYzvAvsN9wNsENNDP9FjT2f', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/aTRkb2lybnI3ZThnMdFL3UUz04QdHLBdqdlbFHYzvAvsN9wNsENNDP9FjT2f.png?width=108&crop=smart&format=pjpg&auto=webp&s=eeb4dfe9182f62227e19e9da69cf4c510b558... | |
Nvidia Introduces 'NitroGen': A Foundation Model for Generalist Gaming Agents | "This research effectively validates a scalable pipeline for building general-purpose agents that can operate in unknown environments, moving the field closer to universally capable AI." | 1 | [deleted] | 2025-12-20T17:20:21 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1prjk3e | false | null | t3_1prjk3e | /r/LocalLLaMA/comments/1prjk3e/nvidia_introduces_nitrogen_a_foundation_model_for/ | false | false | default | 1 | null | ||
Automating Subtitles For Videos using Whisper? | 1 | Not sure if Whisper is the best tool for this so wanted to ask the community. I'm currently working with a full text document and they're usually broken down into 15 word phrases that I run through a TTS at a time, but also want to generate subtitles for that TTS without having to manually fit them in through a video e... | 2025-12-20T16:39:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pril1x/automating_subtitles_for_videos_using_whisper/ | Head-Investigator540 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pril1x | false | null | t3_1pril1x | /r/LocalLLaMA/comments/1pril1x/automating_subtitles_for_videos_using_whisper/ | false | false | self | 1 | null |
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