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I've developed a hypothetical model and would love to hear your critique. | 1 | [deleted] | 2026-01-13T13:54:35 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1qbrwlx | false | null | t3_1qbrwlx | /r/LocalLLaMA/comments/1qbrwlx/ive_developed_a_hypothetical_model_and_would_love/ | false | false | default | 1 | null | ||
Built a passport OCR workflow for immigration firms (sharing the setup since it solved a real bottleneck) | 0 | Hey everyone, I'm an AI engineer and recently worked with a few immigration law firms on automating their document processing. One pain point kept coming up: passport verification.
Basically, every visa case requires staff to manually check passport details against every single document – bank statements, employment l... | 2026-01-13T13:44:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qbrnzc/built_a_passport_ocr_workflow_for_immigration/ | MiserableBug140 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbrnzc | false | null | t3_1qbrnzc | /r/LocalLLaMA/comments/1qbrnzc/built_a_passport_ocr_workflow_for_immigration/ | false | false | self | 0 | null |
Faster-whisper numbers-dollars accuracy. Alternative? | 1 | Hello,
I am not using LLaMA specifically. But I am using a local instance of faster-whisper. Alot of my transcript is a mix of numbers (not dollars) and numbers that are dollars. And faster whisper seems to randomly decide when to append dollar signs
I've tried different models. Medium seems to be the most accurate ... | 2026-01-13T13:36:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qbrh1u/fasterwhisper_numbersdollars_accuracy_alternative/ | afm1191 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbrh1u | false | null | t3_1qbrh1u | /r/LocalLLaMA/comments/1qbrh1u/fasterwhisper_numbersdollars_accuracy_alternative/ | false | false | self | 1 | null |
Idea: HF should have upvode/downvote or inference engines could collect models usage statistics | 0 | As per topic, nowaday HF is filled with bloated, broken, or obsolete models, even for who puts them in HF knowing what could be deleted and what is still often used might be useful, for who's searching a decent models would be a daysaver. No info on how models are used, just tokens or time a model and its particular qu... | 2026-01-13T13:35:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qbrgze/idea_hf_should_have_upvodedownvote_or_inference/ | R_Duncan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbrgze | false | null | t3_1qbrgze | /r/LocalLLaMA/comments/1qbrgze/idea_hf_should_have_upvodedownvote_or_inference/ | false | false | self | 0 | null |
Ai is talking about the end of the world | 0 | I asked my AI to help me install nvidia drivers on linux and i send it some errors and i got this | 2026-01-13T13:26:40 | Inner_Journalist5345 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbr986 | false | null | t3_1qbr986 | /r/LocalLLaMA/comments/1qbr986/ai_is_talking_about_the_end_of_the_world/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '469vfmuvb4dg1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/469vfmuvb4dg1.jpeg?width=108&crop=smart&auto=webp&s=f4fbadf814139303cfe162cf659baf11e16405c7', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/469vfmuvb4dg1.jpeg?width=216&crop=smart&auto=w... | |
Convoxa: Long-form transcription/summarization using Apple’s on-device Foundation Models (and a context-window workaround) | 0 | Hey everyone,
I’ve been experimenting with the **Apple Foundation Models** framework on iOS, and I wanted to share a project that pushes the limits of what we can do locally on a phone without hitting the cloud.
It’s called **Convoxa**, a native iOS transcriber/summarizer.
**The Specs:**
* **Native:** 100% Swift/Sw... | 2026-01-13T13:19:50 | karamalaskar | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbr3rx | false | null | t3_1qbr3rx | /r/LocalLLaMA/comments/1qbr3rx/convoxa_longform_transcriptionsummarization_using/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '8gzp5q4ma4dg1', 'resolutions': [{'height': 55, 'url': 'https://preview.redd.it/8gzp5q4ma4dg1.png?width=108&crop=smart&auto=webp&s=a669d3dc5a483fb20fed2067d37bea6111ea5ea4', 'width': 108}, {'height': 110, 'url': 'https://preview.redd.it/8gzp5q4ma4dg1.png?width=216&crop=smart&auto=web... | |
SPARKLE Announces Intel Arc Pro B60 24GB Graphics Card Series Launch on January 12, 2026 for USD $799 MSRP | 81 | 2026-01-13T12:58:16 | https://www.sparkle.com.tw/en/sparkle-news/view/93E0b95ea8A0 | reps_up | sparkle.com.tw | 1970-01-01T00:00:00 | 0 | {} | 1qbqmon | false | null | t3_1qbqmon | /r/LocalLLaMA/comments/1qbqmon/sparkle_announces_intel_arc_pro_b60_24gb_graphics/ | false | false | default | 81 | null | |
Best model for Table OCR? | 0 | Is there any new OCR model or VLM that works great on bank statement tables?
| 2026-01-13T12:51:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qbqhqg/best_model_for_table_ocr/ | nightwing_2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbqhqg | false | null | t3_1qbqhqg | /r/LocalLLaMA/comments/1qbqhqg/best_model_for_table_ocr/ | false | false | self | 0 | null |
llms.py v3: Rebuilt with ComfyUI-style extensions, 530+ models, RAG, tools, image/audio gen | 4 | **llms.py** is an open-source ChatGPT-style UI, API, and CLI for interacting with LLMs. v3 is a complete rewrite focused on extensibility.
## What's New in v3
- **530+ models from 24 providers** - Ollama, LMStudio, OpenAI, Gemini, DeepSeek, Anthropic, and more via [models.dev](https://models.dev) integration
- **Exte... | 2026-01-13T12:50:23 | https://llmspy.org/docs/v3 | mythz | llmspy.org | 1970-01-01T00:00:00 | 0 | {} | 1qbqh06 | false | null | t3_1qbqh06 | /r/LocalLLaMA/comments/1qbqh06/llmspy_v3_rebuilt_with_comfyuistyle_extensions/ | false | false | default | 4 | null |
MCP, A2A, ACP, UCP - are we sleepwalking into another "standards" war controlled by the same companies? | 20 | Anthropic has MCP. Google has A2A. OpenAI has ACP. Google just dropped UCP for commerce.
They're all "open", but let's be real - the specs are written by the big labs.
Linux Foundation launched AAIF to govern all of this. Founding members? Anthropic, OpenAI, Google, Microsoft. The same players.
MCP is probably the m... | 2026-01-13T12:42:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qbqazx/mcp_a2a_acp_ucp_are_we_sleepwalking_into_another/ | PutPurple844 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbqazx | false | null | t3_1qbqazx | /r/LocalLLaMA/comments/1qbqazx/mcp_a2a_acp_ucp_are_we_sleepwalking_into_another/ | false | false | self | 20 | null |
Where do you go for everything AI other than LLMs? | 2 | LLMS are cool and all, but they suck up most of the air in the room, and the image generators take up most of the rest.
What about all the other stuff like text to voice, or 3D model generation, or 3D world generation, or puzzle solvers, or everything else that isn't text generation?
Obviously there's HuggingF... | 2026-01-13T12:41:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qbqape/where_do_you_go_for_everything_ai_other_than_llms/ | PersonOfDisinterest9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbqape | false | null | t3_1qbqape | /r/LocalLLaMA/comments/1qbqape/where_do_you_go_for_everything_ai_other_than_llms/ | false | false | self | 2 | null |
ai or any other tool that i can upload mixed past exam questions | 0 | does anyone know about ai or any other tool that i can upload mixed past exam questions and it will classify the questions based topic? | 2026-01-13T12:40:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qbq9pu/ai_or_any_other_tool_that_i_can_upload_mixed_past/ | liya-6 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbq9pu | false | null | t3_1qbq9pu | /r/LocalLLaMA/comments/1qbq9pu/ai_or_any_other_tool_that_i_can_upload_mixed_past/ | false | false | self | 0 | null |
kyutai just introduced Pocket TTS: a 100M-parameter text-to-speech model with high-quality voice cloning that runs on your laptop—no GPU required | 374 | Blog post with demo: Pocket TTS: A high quality TTS that gives your CPU a voice: [https://kyutai.org/blog/2026-01-13-pocket-tts](https://kyutai.org/blog/2026-01-13-pocket-tts)
GitHub: [https://github.com/kyutai-labs/pocket-tts](https://github.com/kyutai-labs/pocket-tts)
Hugging Face Model Card: [https://huggingface.c... | 2026-01-13T12:25:26 | https://www.reddit.com/gallery/1qbpz5l | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qbpz5l | false | null | t3_1qbpz5l | /r/LocalLLaMA/comments/1qbpz5l/kyutai_just_introduced_pocket_tts_a_100mparameter/ | false | false | 374 | null | |
Building an offline “AI server” for a small company (internal automation & inference, etc.) — $10–15k, scalable hardware for later upgrade | 1 | [removed] | 2026-01-13T12:17:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qbpu00/building_an_offline_ai_server_for_a_small_company/ | Ok-Slip9721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbpu00 | false | null | t3_1qbpu00 | /r/LocalLLaMA/comments/1qbpu00/building_an_offline_ai_server_for_a_small_company/ | false | false | self | 1 | null |
4B Agent SOTA model: AgentCPM-Explore | 6 | Key highlights of AgentCPM-Explore include:
* The **first full-parameter 4B agent model** to rank on **8 long-horizon and complex agent benchmarks**, including **GAIA, HLE, and BrowserComp**, in the on-device setting.
* Capable of **over 100 rounds of continuous environment interaction**, supporting **multi-source inf... | 2026-01-13T12:14:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qbproj/4b_agent_sota_model_agentcpmexplore/ | foldl-li | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbproj | false | null | t3_1qbproj | /r/LocalLLaMA/comments/1qbproj/4b_agent_sota_model_agentcpmexplore/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': '0Hbaje36I3g2gIjy_b3dVAI6NJu9Z41Pli54PnUoosI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/0Hbaje36I3g2gIjy_b3dVAI6NJu9Z41Pli54PnUoosI.png?width=108&crop=smart&auto=webp&s=5497c95d1ecf509e6dd32fc83222d41df7ecf381', 'width': 108}, {'height': 116, 'url': 'h... |
Nemotron 3 Super release soon? | 79 | I found this entry in the autoconfig YAML of the TRT-LLM github repo from 3 days ago:
[nvidia/NVIDIA-Nemotron-3-Super-120B-BF16-BF16KV-010726](https://github.com/NVIDIA/TensorRT-LLM/blob/main/examples/auto_deploy/model_registry/models.yaml)
I was just wondering if we have a release date?
I'm currently training nemot... | 2026-01-13T11:56:40 | https://www.reddit.com/r/LocalLLaMA/comments/1qbpf8s/nemotron_3_super_release_soon/ | Lorelabbestia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbpf8s | false | null | t3_1qbpf8s | /r/LocalLLaMA/comments/1qbpf8s/nemotron_3_super_release_soon/ | false | false | self | 79 | {'enabled': False, 'images': [{'id': 'WBBSfotvh500TZ_YvDXKEXneCeaG6DVmO564W0z4GaY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WBBSfotvh500TZ_YvDXKEXneCeaG6DVmO564W0z4GaY.png?width=108&crop=smart&auto=webp&s=216e1ecb5af729a5332cf9eddba740c806600a76', 'width': 108}, {'height': 108, 'url': 'h... |
Is the APXML VRAM calculator accurate? | 1 | https://apxml.com/tools/vram-calculator
I've been checking on local LLMs for a while, and trying to run something better than tiny models, and I found the other VRAM calculators I used to be kind of useless.
But this is super interesting, because it let's you mess with potential context sizes etc. and even simulates ... | 2026-01-13T11:41:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qbp5gd/is_the_apxml_vram_calculator_accurate/ | galewolf | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbp5gd | false | null | t3_1qbp5gd | /r/LocalLLaMA/comments/1qbp5gd/is_the_apxml_vram_calculator_accurate/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/HsUlUSxAvRa0faBNnXktieCSZf3z0ufrWZHUSf2c6VM.jpeg?width=108&crop=smart&auto=webp&s=74615a29e81980ade73d711d47c30d7db2bd599b', 'width': 108}, {'height': 148, 'url': '... |
FrogBoss 32B and FrogMini 14B from Microsoft | 57 | FrogBoss is a 32B-parameter coding agent specialized in fixing bugs in code. FrogBoss was obtained by fine‑tuning a Qwen3‑32B language model on debugging trajectories generated by Claude Sonnet 4 within the [BugPilot framework](https://aka.ms/bug-pilot). The training data combines real‑world bugs from R2E‑Gym, syntheti... | 2026-01-13T11:40:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qbp52n/frogboss_32b_and_frogmini_14b_from_microsoft/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbp52n | false | null | t3_1qbp52n | /r/LocalLLaMA/comments/1qbp52n/frogboss_32b_and_frogmini_14b_from_microsoft/ | false | false | self | 57 | null |
Your favorite Linux distro for local GenAI? What is your experience with your distro in terms of setup, compatibility and performance? | 0 | Hey everybody,
Question in the title. Which distro do you prefer and what is your experience like? Do you have to compile most packages from source, or do you have them in your package manager? Do you find yourself troubleshooting drivers? Do you see any significant overhead in memory and VRAM? | 2026-01-13T11:26:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qbowcz/your_favorite_linux_distro_for_local_genai_what/ | Oatilis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbowcz | false | null | t3_1qbowcz | /r/LocalLLaMA/comments/1qbowcz/your_favorite_linux_distro_for_local_genai_what/ | false | false | self | 0 | null |
Observing an "Entropy Wall" in SAT solving: Can anyone help verify these results? | 1 | Hi everyone,
I’m a researcher in Neurosciences, and I’ve been experimenting with an unconventional approach to the **P vs NP** problem by using a collaborative dialogue between several AIs (Gemini, Claude 3.5, and Grok).
The goal was to design SAT instances based on a physical metaphor I call the **"Variable Modulati... | 2026-01-13T11:26:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qbowcy/observing_an_entropy_wall_in_sat_solving_can/ | AlertLeader1086 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbowcy | false | null | t3_1qbowcy | /r/LocalLLaMA/comments/1qbowcy/observing_an_entropy_wall_in_sat_solving_can/ | false | false | self | 1 | null |
Free MiniMax M2.1 api key | 0 | Hey I just over bought the coding plan for MiniMax and I don't know what to do so just sharing it here for people to use for free, best used with claude code
sk-cp-Nbi2dlVRkZopZqVYdF-hDRcjjF8OCfSlPlzwValPLCN23J3L-kJvmpa-NyV3RIq9lXwz-ryyxbjRGfgAFLpKCtpis9HErPDse7fNrPfj_aE_sWAwFDjeBnA
https://api.minimax.io https://a... | 2026-01-13T11:17:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qboqy0/free_minimax_m21_api_key/ | Conscious-Hair-5265 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qboqy0 | false | null | t3_1qboqy0 | /r/LocalLLaMA/comments/1qboqy0/free_minimax_m21_api_key/ | false | false | self | 0 | null |
Qwen3 235 VL hallucinates Tool calls | 4 | Hi everyone,
we are running "qwen3-vl:235b-a22b-instruct-q4\_K\_M" via ollama and open-webui.
It works really great in general but sometimes we get weird halucinated tool calls which we couldn't prompt away.
User: Generate an image ....
System: \*Does it and posts the results\*
User: absolutely beautiful and an... | 2026-01-13T10:47:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qbo8nn/qwen3_235_vl_hallucinates_tool_calls/ | No_Doc_Here | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbo8nn | false | null | t3_1qbo8nn | /r/LocalLLaMA/comments/1qbo8nn/qwen3_235_vl_hallucinates_tool_calls/ | false | false | self | 4 | null |
The RI Model (Index Resonance) is a philosophical and mathematical framework describing the "source code" of the Universe. RI explains how data is processed "under the hood" of existence. Presenting the 9 Fundamental Laws: | 0 | Philosophy | 2026-01-13T10:37:51 | https://www.reddit.com/gallery/1qbo2ut | erikqamalyan11 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qbo2ut | false | null | t3_1qbo2ut | /r/LocalLLaMA/comments/1qbo2ut/the_ri_model_index_resonance_is_a_philosophical/ | false | false | 0 | null | |
Docling with long PDFs (131+ pages) | 2 | As per title. How do you handle these?
I can understand why it takes a long time whereas 6 page docs are almost instant.
I was thinking of breaking the PDFs down manually but I am wondering if there is a better way?
| 2026-01-13T10:20:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qbnsn0/docling_with_long_pdfs_131_pages/ | MullingMulianto | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbnsn0 | false | null | t3_1qbnsn0 | /r/LocalLLaMA/comments/1qbnsn0/docling_with_long_pdfs_131_pages/ | false | false | self | 2 | null |
AI agent serving multiple consumers with llama.cpp | 1 | Many local LLM and Edge AI setups behave like a blocking pipeline: a client sends a request, waits for the response, then sends the next one. Even on multi-core machines, AI agents are often treated as strictly sequential. Scaling usually requires duplicating agents or sessions, which quickly adds complexity.
This is ... | 2026-01-13T10:17:22 | https://github.com/aregtech/areg-edgeai | aregtech | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qbnqqz | false | null | t3_1qbnqqz | /r/LocalLLaMA/comments/1qbnqqz/ai_agent_serving_multiple_consumers_with_llamacpp/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': '8Dthyz_FmlaEmjOH4n80_txrUSwupEe8FOHO67pJ1UM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/8Dthyz_FmlaEmjOH4n80_txrUSwupEe8FOHO67pJ1UM.png?width=108&crop=smart&auto=webp&s=1a3e639dba06b3e74bedeec24333e821f1798f1e', 'width': 108}, {'height': 108, 'url': 'h... |
What's the best tool for a new programmer? Using Claude currently | 0 | Hey,
I self study full stack, I do NextJS in front and back and I learn from a project I'm doing. It guides me, but whenever I reach new "word"/subject or something I have to learn, I just stop, go to the docs or YT, or just Claude and learn the subject. | 2026-01-13T10:10:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qbnmv1/whats_the_best_tool_for_a_new_programmer_using/ | Fabulous_Variety_256 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbnmv1 | false | null | t3_1qbnmv1 | /r/LocalLLaMA/comments/1qbnmv1/whats_the_best_tool_for_a_new_programmer_using/ | false | false | self | 0 | null |
Doing Weird Things With Entropy Adaptive Fine Tuning | 3 | EAFT is from the paper: https://www.arxiv.org/abs/2601.02151
I compare a very conservative uncensor finetune with and without EAFT. Links to the models are included:
https://github.com/electroglyph/Random-notes-from-my-adventures-in-ML/tree/main/EAFT_results
EAFT is *not* ideal for counterfactual tasks like this, so... | 2026-01-13T10:08:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qbnlqp/doing_weird_things_with_entropy_adaptive_fine/ | terminoid_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbnlqp | false | null | t3_1qbnlqp | /r/LocalLLaMA/comments/1qbnlqp/doing_weird_things_with_entropy_adaptive_fine/ | false | false | self | 3 | null |
500Mb Named Entity Recognition (NER) model to identify and classify entities in any text locally. Easily fine-tune on any language locally (see example for Spanish). | 12 | [https://huggingface.co/tanaos/tanaos-NER-v1](https://huggingface.co/tanaos/tanaos-NER-v1)
A small (500Mb, 0.1B params) but efficient Named Entity Recognition (NER) model which **identifies and classifies entities in text into predefined categories** (person, location, date, organization...) locally.
# Use-case
You ... | 2026-01-13T09:56:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qbnebk/500mb_named_entity_recognition_ner_model_to/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbnebk | false | null | t3_1qbnebk | /r/LocalLLaMA/comments/1qbnebk/500mb_named_entity_recognition_ner_model_to/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': '7VgpmeTs1bZh5Q5XQoJtTlWI9G26NvxPdrANFmntj7U', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/7VgpmeTs1bZh5Q5XQoJtTlWI9G26NvxPdrANFmntj7U.png?width=108&crop=smart&auto=webp&s=0de94f5d18ca8b62ff6ffd8c25ee192303cfa41a', 'width': 108}, {'height': 116, 'url': 'h... |
I hope I dont get hammered again, but here is my AI control prototype | 0 | So i got my head hammered real good here last week for having had AI edit my post and because i had claimed a working prototype but didnt know how to share it, my Karmagot totally wrecked.
The one guy who did look imidiately said "I see a lot of value in your system’s specific features, particularly for high-risk fiel... | 2026-01-13T09:50:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qbnbaa/i_hope_i_dont_get_hammered_again_but_here_is_my/ | ParsleyFeeling3911 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbnbaa | false | null | t3_1qbnbaa | /r/LocalLLaMA/comments/1qbnbaa/i_hope_i_dont_get_hammered_again_but_here_is_my/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '7fX0ueTyO8FyGgwBPqQRFdAiRIUg2kCBMuHNk-R2730', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/7fX0ueTyO8FyGgwBPqQRFdAiRIUg2kCBMuHNk-R2730.png?width=108&crop=smart&auto=webp&s=86c28cfa01d61585a6d9796ba61c230abae0d8e8', 'width': 108}, {'height': 108, 'url': 'h... |
Best LLM model for 128GB of VRAM? | 55 | My work requires the LLM to read tons of technical documents at a time and to provide insights (50 pages typically). I have a system of 8 x 5070 Ti running vllm (I need the prompt processing speed with at least 64k or 128k context). Right now I am running qwen3-32b and gptoss:120b but I am wondering if there are better... | 2026-01-13T09:19:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qbmtuw/best_llm_model_for_128gb_of_vram/ | Professional-Yak4359 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbmtuw | false | null | t3_1qbmtuw | /r/LocalLLaMA/comments/1qbmtuw/best_llm_model_for_128gb_of_vram/ | false | false | self | 55 | null |
chatllm.cpp support of WeDLM | 5 | chatllm.cpp supports WeDLM now.
Other discussions on WeDLM:
https://www.reddit.com/r/LocalLLaMA/comments/1q9dq8b/tecents_wedlm_theoretically_allows_310x_tg_for/
## Decoding options:
Supported options (`--set OPTION VALUE`):
- `block_size`: default 16
When set to <= 1, it falls back to auto regressive decoding.... | 2026-01-13T08:51:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qbme3t/chatllmcpp_support_of_wedlm/ | foldl-li | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbme3t | false | null | t3_1qbme3t | /r/LocalLLaMA/comments/1qbme3t/chatllmcpp_support_of_wedlm/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'E6GNVSku7psU3UOQQ4SBgE3CvlsaLtdm3ltuNj-qLfQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/E6GNVSku7psU3UOQQ4SBgE3CvlsaLtdm3ltuNj-qLfQ.png?width=108&crop=smart&auto=webp&s=570aaba3b312ae2d061944a4c9806313ae5ed880', 'width': 108}, {'height': 108, 'url': 'h... |
chatllm.cpp adds support of WeDLM | 1 | [removed] | 2026-01-13T08:42:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qbm8x5/chatllmcpp_adds_support_of_wedlm/ | foldl-li | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbm8x5 | false | null | t3_1qbm8x5 | /r/LocalLLaMA/comments/1qbm8x5/chatllmcpp_adds_support_of_wedlm/ | false | false | self | 1 | null |
Gemma 3 1B qat q4_0 gguf without imatrix and (hopefully) correct metadata | 29 | Since this is my very first post here, I would like to apologize in advance if I make any content-related or semantic errors in creating this post (or if it might be irrelevant) and I am grateful for constructive feedback.
TL;DR; (model card)
`Q4_0` quantized version of `google/gemma-3-1b-it-qat-q4_0-unquantized`, wh... | 2026-01-13T08:39:42 | https://huggingface.co/msievers/gemma-3-1b-it-qat-q4_0-gguf | Big-Tune-190 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qbm7f4 | false | null | t3_1qbm7f4 | /r/LocalLLaMA/comments/1qbm7f4/gemma_3_1b_qat_q4_0_gguf_without_imatrix_and/ | false | false | 29 | {'enabled': False, 'images': [{'id': 'FWZ9aA8J9mRVVh8qfDpYOFQpE66ZT01z7wbVnO9_J7w', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/FWZ9aA8J9mRVVh8qfDpYOFQpE66ZT01z7wbVnO9_J7w.png?width=108&crop=smart&auto=webp&s=561927fa8c1d65f6d6f77dd41acd61a8aa65bce9', 'width': 108}, {'height': 116, 'url': 'h... | |
Has anyone tried the single-socket 9175F with full 12 channels? | 10 | It's the cheapest Epyc 9005 SKU that has close to the platform's full 600 Gbs memory bandwidth (when all 12 channels are populated).
Has anyone tried it with:
\- CPU inference?
\- In combination with a dGPU, and offloading layers to 600Gbs RAM?
In theory it should be amazing, but I am curious about concrete bench... | 2026-01-13T08:37:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qbm62l/has_anyone_tried_the_singlesocket_9175f_with_full/ | Infinite100p | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbm62l | false | null | t3_1qbm62l | /r/LocalLLaMA/comments/1qbm62l/has_anyone_tried_the_singlesocket_9175f_with_full/ | false | false | self | 10 | null |
is agent memory actually needed or am i overthinking this?? | 1 | [removed] | 2026-01-13T07:07:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qbkr50/is_agent_memory_actually_needed_or_am_i/ | Trick-Anteater-962 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbkr50 | false | null | t3_1qbkr50 | /r/LocalLLaMA/comments/1qbkr50/is_agent_memory_actually_needed_or_am_i/ | false | false | self | 1 | null |
Do AI agents actually need 'memory' or just better context compression? | 1 | [removed] | 2026-01-13T07:07:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qbkqm8/do_ai_agents_actually_need_memory_or_just_better/ | Trick-Anteater-962 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbkqm8 | false | null | t3_1qbkqm8 | /r/LocalLLaMA/comments/1qbkqm8/do_ai_agents_actually_need_memory_or_just_better/ | false | false | self | 1 | null |
Is there a sandbox frontend that allows protyping ideas with an LLM? | 4 | Is there a frontend that allows creating a sandbox for prototyping any idea describe in plain English. Ideally the sandbox would be able to serve a fully functional webapp with code generated from an LLM. Maybe with some guard rails like only python backend, react frontend and provisioned a specific postgresql database... | 2026-01-13T06:45:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qbkdmi/is_there_a_sandbox_frontend_that_allows_protyping/ | cantgetthistowork | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbkdmi | false | null | t3_1qbkdmi | /r/LocalLLaMA/comments/1qbkdmi/is_there_a_sandbox_frontend_that_allows_protyping/ | false | false | self | 4 | null |
What models are available for running LLM on low-spec mobile devices to enable character role-playing? | 1 | I currently want to create a character role-playing experience using Flutter Gemma. I'm considering Gemma 1b, but I'd like to check if there are smaller, more suitable models available.
| 2026-01-13T06:35:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qbk734/what_models_are_available_for_running_llm_on/ | CaterpillarSuperb288 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbk734 | false | null | t3_1qbk734 | /r/LocalLLaMA/comments/1qbk734/what_models_are_available_for_running_llm_on/ | false | false | self | 1 | null |
How to run a local model on Cursor AI using LM Studio and ngrok? | 3 | Yo, so recently I've tried connecting my LM Studio server to the Cursor AI Program to run a local model. I did this by enabling CORS in LM Studio server settings, then serving the Server and configuring ngrok, which all worked just fine.
But when I enter the ngrok url (+/v1) in Cursor like said in the tutorials I get ... | 2026-01-13T06:03:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qbjnbx/how_to_run_a_local_model_on_cursor_ai_using_lm/ | TypicalRaspberry9999 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbjnbx | false | null | t3_1qbjnbx | /r/LocalLLaMA/comments/1qbjnbx/how_to_run_a_local_model_on_cursor_ai_using_lm/ | false | false | self | 3 | null |
Does anyone know what this tool is or the name of the software? | 0 | I have seen a lot of people using this tool for ai sms and I saw this on a YouTube video would love to figure out the name of this. Does anyone know. This is for sms through an ai agent | 2026-01-13T06:03:19 | Square-Classroom7622 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbjn9o | false | null | t3_1qbjn9o | /r/LocalLLaMA/comments/1qbjn9o/does_anyone_know_what_this_tool_is_or_the_name_of/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'c152m4gs42dg1', 'resolutions': [{'height': 69, 'url': 'https://preview.redd.it/c152m4gs42dg1.jpeg?width=108&crop=smart&auto=webp&s=7701a822fb40d87bfc3dd8534280e4d290b28a56', 'width': 108}, {'height': 138, 'url': 'https://preview.redd.it/c152m4gs42dg1.jpeg?width=216&crop=smart&auto=w... | |
Looking for ideas to improve a real-time voice assistant (VAD + Whisper + LLM) | 2 | Realtime Voice Assistant is a prototype conversational agent for a physical lounge/robot environment. It uses a modular audio pipeline: VAD (multiple implementations available including ten\_vad and Silero) to detect utterances, local or cloud STT (Whisper via TensorRT or faster-whisper / cloud APIs) for transcription,... | 2026-01-13T05:52:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qbjg9y/looking_for_ideas_to_improve_a_realtime_voice/ | Main-Safety-5413 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbjg9y | false | null | t3_1qbjg9y | /r/LocalLLaMA/comments/1qbjg9y/looking_for_ideas_to_improve_a_realtime_voice/ | false | false | self | 2 | null |
baichuan-inc/Baichuan-M3-235B · Hugging Face | 121 | # [](https://huggingface.co/baichuan-inc/Baichuan-M3-235B#🌟-model-overview)🌟 Model Overview
**Baichuan-M3** is Baichuan AI's new-generation medical-enhanced large language model, a major milestone following [Baichuan-M2](https://github.com/baichuan-inc/Baichuan-M2-32B).
In contrast to prior approaches that primaril... | 2026-01-13T05:46:09 | https://huggingface.co/baichuan-inc/Baichuan-M3-235B | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qbjbrf | false | null | t3_1qbjbrf | /r/LocalLLaMA/comments/1qbjbrf/baichuanincbaichuanm3235b_hugging_face/ | false | false | 121 | {'enabled': False, 'images': [{'id': '-zZCICdRLYRGcsTSpa_79bNF1i9sBC7auVQLA_P7iG8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/-zZCICdRLYRGcsTSpa_79bNF1i9sBC7auVQLA_P7iG8.png?width=108&crop=smart&auto=webp&s=59becf2d92e2b446651ede5b9cbd52537cea68e8', 'width': 108}, {'height': 116, 'url': 'h... | |
Built a kubectl for Letta agents | 2 | I kept copy-pasting agent configs between projects. Got annoying.
So I built `lettactl`. Define agents in YAML, apply them like kubernetes resources like this:
agents:
- name: agent-1
llm_config:
model: anthropic/claude-sonnet-4-20250514
context_window: 64000
... | 2026-01-13T05:31:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qbj24p/built_a_kubectl_for_letta_agents/ | ChemicalNet1135 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbj24p | false | null | t3_1qbj24p | /r/LocalLLaMA/comments/1qbj24p/built_a_kubectl_for_letta_agents/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'EX75vACBfn5huTQLwem46cJsBOt4Gvd3vvXjI4zfN8s', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/EX75vACBfn5huTQLwem46cJsBOt4Gvd3vvXjI4zfN8s.png?width=108&crop=smart&auto=webp&s=e0a7943a989031cb5a5249fb5f945b9f019e50ea', 'width': 108}, {'height': 108, 'url': 'h... |
What AI Model for Data Analysis of Creative Writing Works by Genre? | 0 | I have a spreadsheet with 400 rows to inventory my writings, with many columns of data. I need to talk to an AI model to strategize how to go prioritize which pieces to work on and wrap up and compile into books together by them, or which to submit to periodicals by subgenre. So I need a very data analytical chat model... | 2026-01-13T05:25:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qbixv7/what_ai_model_for_data_analysis_of_creative/ | el-gato-azul | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbixv7 | false | null | t3_1qbixv7 | /r/LocalLLaMA/comments/1qbixv7/what_ai_model_for_data_analysis_of_creative/ | false | false | self | 0 | null |
Video 2 Bedtime Story - A journey of a dad over Xmas break. | 12 | Hey all,
I made this tool for my own needs but wanted to share this tool for everyone to use.
My kid loves Hot Wheels and we bought some book called 5 minute stories for the hot wheels franchise. It was great until we ran out of stories and they didn't really make anymore.
I looked at the book and I was li... | 2026-01-13T04:01:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qbh8xx/video_2_bedtime_story_a_journey_of_a_dad_over/ | 1beer2many | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbh8xx | false | null | t3_1qbh8xx | /r/LocalLLaMA/comments/1qbh8xx/video_2_bedtime_story_a_journey_of_a_dad_over/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': 'EgTm4c4GVB4h7t0In23i9dKrkW02pCQ5m7XOb4GqRNg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/EgTm4c4GVB4h7t0In23i9dKrkW02pCQ5m7XOb4GqRNg.png?width=108&crop=smart&auto=webp&s=b6ee25f753c1d03f6f3369bf70c9cc2790ff9a17', 'width': 108}, {'height': 108, 'url': 'h... |
File Manager for Local LLM files, delete, rename, mass rename. | 2 | 2026-01-13T03:46:22 | TennisUnited7605 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbgxk5 | false | null | t3_1qbgxk5 | /r/LocalLLaMA/comments/1qbgxk5/file_manager_for_local_llm_files_delete_rename/ | false | false | default | 2 | {'enabled': True, 'images': [{'id': 'kyx9f118g1dg1', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/kyx9f118g1dg1.png?width=108&crop=smart&auto=webp&s=b28001c51c7e33b1a5bd7064aa478d39e21eaa3d', 'width': 108}, {'height': 143, 'url': 'https://preview.redd.it/kyx9f118g1dg1.png?width=216&crop=smart&auto=web... | ||
Finally got observability working for Claude Code and Cursor agents: here's how the hooks actually work | 5 | so i've been using both claude code and cursor for a while now and one thing that was driving me crazy was having zero visibility into what these agents are actually doing. like yeah i can see the output but when something goes wrong or takes forever i had no idea where in the chain it was breaking.
spent the weekend ... | 2026-01-13T03:45:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qbgwkm/finally_got_observability_working_for_claude_code/ | Main-Fisherman-2075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbgwkm | false | null | t3_1qbgwkm | /r/LocalLLaMA/comments/1qbgwkm/finally_got_observability_working_for_claude_code/ | false | false | 5 | null | |
Offloading Cold MoE Experts to Low-Cost GPUs (P40s)? | 6 | I’m running a dual-3090 system (NVLink) on a Threadripper platform, and I’m considering adding four additional GPUs. Instead of adding more 3090s, I’m looking at older high-VRAM cards such as Tesla P40s.
With recent MoE implementations supporting offloading of low-frequency experts to CPU memory, while keeping the mai... | 2026-01-13T03:37:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qbgqhl/offloading_cold_moe_experts_to_lowcost_gpus_p40s/ | coffee-on-thursday | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbgqhl | false | null | t3_1qbgqhl | /r/LocalLLaMA/comments/1qbgqhl/offloading_cold_moe_experts_to_lowcost_gpus_p40s/ | false | false | self | 6 | null |
OSS Alternative to Glean | 96 | For those of you who aren't familiar with SurfSense, it aims to be OSS alternative to NotebookLM, Perplexity, and Glean.
In short, Connect any LLM to your internal knowledge sources (Search Engines, Drive, Calendar, Notion and 15+ other connectors) and chat with it in real time alongside your team.
I'm looking for co... | 2026-01-13T03:21:07 | https://v.redd.it/y63zrbbqb1dg1 | Uiqueblhats | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbgdu2 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/y63zrbbqb1dg1/DASHPlaylist.mpd?a=1770866493%2CYjhiMjgyNTFiOTA0NjNhN2JjYmYyYzdlN2FlZjViMzBhNWZmODViZjY4N2U1NmRhMDJmNjc4NTA2NmFjMGIyOA%3D%3D&v=1&f=sd', 'duration': 91, 'fallback_url': 'https://v.redd.it/y63zrbbqb1dg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qbgdu2 | /r/LocalLLaMA/comments/1qbgdu2/oss_alternative_to_glean/ | false | false | 96 | {'enabled': False, 'images': [{'id': 'cmU5Y2xuYnFiMWRnMWWIQZ2CyIf_Xrmm-Z03F9XkK4MxpC4ND6bEYAzhiTDs', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/cmU5Y2xuYnFiMWRnMWWIQZ2CyIf_Xrmm-Z03F9XkK4MxpC4ND6bEYAzhiTDs.png?width=108&crop=smart&format=pjpg&auto=webp&s=c0eda10c041af616a01fe96c057b0b7b71733... | |
Seeking Help: Transcribing a Noisy 2-Hour Sinhala Audio Clip (4 Speakers) | 1 | Hi everyone,
I’m reaching out because I’ve hit a wall with a high-priority transcription project and could really use some expert guidance. I have about two weeks to solve this, and while I’ve experimented with several technical solutions, I haven’t been able to get a usable result.
# The Context
* **Source:** Recor... | 2026-01-13T02:43:14 | https://www.reddit.com/r/LocalLLaMA/comments/1qbfj7k/seeking_help_transcribing_a_noisy_2hour_sinhala/ | Visual-Yogurt7642 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbfj7k | false | null | t3_1qbfj7k | /r/LocalLLaMA/comments/1qbfj7k/seeking_help_transcribing_a_noisy_2hour_sinhala/ | false | false | self | 1 | null |
I accidentally turned my bot into a personality. This was a mistake. | 0 | All I wanted was to test a local model.
You know — tokens, latency, context window, the usual.
Somewhere along the way I:
* gave it a name
* let it remember past conversations
* told it to “push back if I’m wrong”
Now my local LLaMA:
* roasts my half-baked ideas
* refuses bad logic
* derails into philosophical no... | 2026-01-13T02:39:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qbffwa/i_accidentally_turned_my_bot_into_a_personality/ | Historical-Corgi1832 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbffwa | false | null | t3_1qbffwa | /r/LocalLLaMA/comments/1qbffwa/i_accidentally_turned_my_bot_into_a_personality/ | false | false | self | 0 | null |
I benchmarked my inference engine for Archive-AI today... | 0 | 2026-01-13T02:30:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qbf8ou/i_benchmarked_my_inference_engine_for_archiveai/ | david_jackson_67 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbf8ou | false | null | t3_1qbf8ou | /r/LocalLLaMA/comments/1qbf8ou/i_benchmarked_my_inference_engine_for_archiveai/ | false | false | 0 | null | ||
Tool output compression for agents - 60-70% token reduction on tool-heavy workloads (open source, works with local models) | 33 | Disclaimer: for those who are very anti-ads - yes this is a tool we built. Yes we built it due to a problem we have. Yes we are open-sourcing it and it's 100% free.
We build agents for clients. Coding assistants, data analysis tools, that kind of thing. A few months ago we noticed something that felt dumb in retrospec... | 2026-01-13T01:57:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qbei13/tool_output_compression_for_agents_6070_token/ | decentralizedbee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbei13 | false | null | t3_1qbei13 | /r/LocalLLaMA/comments/1qbei13/tool_output_compression_for_agents_6070_token/ | false | false | self | 33 | {'enabled': False, 'images': [{'id': '0Vlmudq6DNqXzp4yZZY9R4OheNpm5mDU0X5xjkdvRDM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/0Vlmudq6DNqXzp4yZZY9R4OheNpm5mDU0X5xjkdvRDM.png?width=108&crop=smart&auto=webp&s=eaf89ce0a1e992391b3c355c0606bf09bab8c998', 'width': 108}, {'height': 108, 'url': 'h... |
Looking at setting up a shared ComfyUI server on a workplace LAN for multi-user user. I know it's not LLM related specifically, but this sub is far more technical-minded than the StableDiffusion one, plus I see more stacks of RTX Pro 6000s here than anywhere else! | 15 | I'm doing some back of the napkin math on setting up a centralized ComfyUI server for \~3-5 people to be working on at any one time. This list will eventually go a systems/hardware guy, but I need to provide some recommendations and gameplan that makes sense and I'm curious if anyone else is running a similar setup sh... | 2026-01-13T01:15:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qbdjwl/looking_at_setting_up_a_shared_comfyui_server_on/ | Generic_Name_Here | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbdjwl | false | null | t3_1qbdjwl | /r/LocalLLaMA/comments/1qbdjwl/looking_at_setting_up_a_shared_comfyui_server_on/ | false | false | self | 15 | null |
LLMs are not CPUs. Why using them as your Agent's 'OS' is an architectural nightmare. | 0 | I’m calling it: 2026 is the year we admit that most Autonomous Agents are just unpredictable state loops disguised as AI.
We’re trying to use LLMs as the Operating System and the Logic Engine all at once. It’s like hiring a brilliant but drunk poet to manage your supply chain. He might have a stroke of genius, but he’... | 2026-01-13T00:33:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qbckdt/llms_are_not_cpus_why_using_them_as_your_agents/ | Interesting_Ride2443 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbckdt | false | null | t3_1qbckdt | /r/LocalLLaMA/comments/1qbckdt/llms_are_not_cpus_why_using_them_as_your_agents/ | false | false | self | 0 | null |
How I organize my local AI assistant including full home control, STT, TTS, RAG, coding to canvas (markdown, save), generating images, system ram /cpu monitor, and a dark mode … local, offline, based on free and open projects | 19 | Been doing this a while, here’s just a rough layout of how I run my local AI. | 2026-01-13T00:29:02 | https://www.reddit.com/gallery/1qbcgju | Fear_ltself | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qbcgju | false | null | t3_1qbcgju | /r/LocalLLaMA/comments/1qbcgju/how_i_organize_my_local_ai_assistant_including/ | false | false | 19 | null | |
I built MCP Hangar - a registry to manage multiple MCP servers without losing your mind | 6 | I've been running local LLMs with MCP tools and hit a wall: managing multiple MCP servers is a pain in the ass.
You want filesystem access? One server. Database queries? Another server. Web scraping? Third one. Now you're juggling processes, wondering which one crashed, manually restarting things, and your config file... | 2026-01-13T00:24:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qbcctt/i_built_mcp_hangar_a_registry_to_manage_multiple/ | pyrkamarcin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbcctt | false | null | t3_1qbcctt | /r/LocalLLaMA/comments/1qbcctt/i_built_mcp_hangar_a_registry_to_manage_multiple/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'UsaWSrrDAwPbca4W3oRAcCAStWi155xsyT3RtIbgIVw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/UsaWSrrDAwPbca4W3oRAcCAStWi155xsyT3RtIbgIVw.png?width=108&crop=smart&auto=webp&s=4b181f38d0b0cb236406485c11eac09148bc1995', 'width': 108}, {'height': 108, 'url': 'h... |
Grounding LLMs with Recursive Code Execution | 1 | 2026-01-13T00:18:59 | https://yogthos.net/posts/2026-01-12-recursive-language-model.html | yogthos | yogthos.net | 1970-01-01T00:00:00 | 0 | {} | 1qbc7rp | false | null | t3_1qbc7rp | /r/LocalLLaMA/comments/1qbc7rp/grounding_llms_with_recursive_code_execution/ | false | false | default | 1 | null | |
Building Opensource client sided Code Intelligence Engine -- Potentially deeper than Deep wiki :-) ( Need suggestions and feedback ) | 43 | Hi, guys, I m building GitNexus, an opensource Code Intelligence Engine which works fully client sided in-browser. Think of DeepWiki but with understanding of codebase relations like IMPORTS - CALLS -DEFINES -IMPLEMENTS- EXTENDS relations.
What all features would be useful, any integrations, cool ideas, etc?
site... | 2026-01-13T00:16:46 | https://v.redd.it/rmnzno77d0dg1 | DeathShot7777 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbc5s5 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/rmnzno77d0dg1/DASHPlaylist.mpd?a=1770855430%2CZDQ4MDUyZjBmYjk4NDBhYTY0OGRlYTc1ZjUzNjJiNzkwNzcwZDcyYWI3MzAyMjY1OGM3YTRjYTI2YTVkM2FmZg%3D%3D&v=1&f=sd', 'duration': 36, 'fallback_url': 'https://v.redd.it/rmnzno77d0dg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qbc5s5 | /r/LocalLLaMA/comments/1qbc5s5/building_opensource_client_sided_code/ | false | false | 43 | {'enabled': False, 'images': [{'id': 'MnIyZmw3ODdkMGRnMege6VYazrCNvPvrU2GG8tcd-8T7OQo9iRCGUYxRaIOc', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/MnIyZmw3ODdkMGRnMege6VYazrCNvPvrU2GG8tcd-8T7OQo9iRCGUYxRaIOc.png?width=108&crop=smart&format=pjpg&auto=webp&s=f0797d2357aefbd0feaec287a42b9b4a362af... | |
Anyone else wish NVIDIA would just make a consumer GPU with massive VRAM? | 0 | I've been hitting the VRAM wall hard trying to run larger open-source models (thinking about those 120B+ models), and even my 4090 isn't cutting it anymore.
Here's what I don't get: we know VRAM is expensive, but when you're already dropping \~$2000 on a 4090, would adding enough RAM to bump the price to $2500 really ... | 2026-01-12T23:53:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qbbkum/anyone_else_wish_nvidia_would_just_make_a/ | AutodidactaSerio | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbbkum | false | null | t3_1qbbkum | /r/LocalLLaMA/comments/1qbbkum/anyone_else_wish_nvidia_would_just_make_a/ | false | false | self | 0 | null |
Account emitting unusual sovereign LLM signals: legit or crafted ? | 0 | I came across a Twitter/X account with a very peculiar signature.
It's very new, with virtually no followers, no links, and no real argument.
Yet, its posts are concise and keyword-coherent. Each post resembles a drop of a local node: no user interface, just terminal and file logic.
I've attached a partial screensho... | 2026-01-12T23:51:03 | softwin_yo | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qbbixb | false | null | t3_1qbbixb | /r/LocalLLaMA/comments/1qbbixb/account_emitting_unusual_sovereign_llm_signals/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rvuuj3dda0dg1', 'resolutions': [{'height': 98, 'url': 'https://preview.redd.it/rvuuj3dda0dg1.jpeg?width=108&crop=smart&auto=webp&s=42f4918c51478c3999550a064f449f895264dafc', 'width': 108}, {'height': 196, 'url': 'https://preview.redd.it/rvuuj3dda0dg1.jpeg?width=216&crop=smart&auto=w... | |
Thoughts on interleaved reasoning | 1 | Hello all, I will keep this brief. I have been customizing the qwen3-thinking chat template and creating custom datasets to make an interleaved reasoning qwen3 model. I have practically finished the process and am actually very happy with the results.
Just curious if this is something I should keep doing for other mo... | 2026-01-12T23:45:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qbbek2/thoughts_on_interleaved_reasoning/ | arman-d0e | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbbek2 | false | null | t3_1qbbek2 | /r/LocalLLaMA/comments/1qbbek2/thoughts_on_interleaved_reasoning/ | false | false | self | 1 | null |
Need help estimating deployment cost for custom fine-tuned Gemma 3 4B IT (self-hosted) | 1 | Hi everyone,
I’m trying to estimate the approximate deployment cost for a custom fine-tuned Gemma 3 4B IT model that is not available as an inference-as-a-service offering, so it would need to be self-hosted.
The only usage details I have at the moment are:
Minimum concurrency: \~10–30 users
Peak concurrency: \~2... | 2026-01-12T23:36:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qbb5w5/need_help_estimating_deployment_cost_for_custom/ | New-Contribution6302 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbb5w5 | false | null | t3_1qbb5w5 | /r/LocalLLaMA/comments/1qbb5w5/need_help_estimating_deployment_cost_for_custom/ | false | false | self | 1 | null |
Last Week in Multimodal AI - Local Edition | 22 | I curate a weekly multimodal AI roundup, here are the local/open-source highlights from last week:
**LTX-2 - High-Quality Video Generation on Consumer Hardware**
* Supports 4K resolution, audio generation, and 10+ second clips with low VRAM requirements.
* Runs on consumer GPUs without expensive cloud compute.
* [Blo... | 2026-01-12T23:12:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qbala2/last_week_in_multimodal_ai_local_edition/ | Vast_Yak_4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qbala2 | false | null | t3_1qbala2 | /r/LocalLLaMA/comments/1qbala2/last_week_in_multimodal_ai_local_edition/ | false | false | 22 | null | |
Run 96GB at 4800 MT/s or 64GB at 6000 for LLMs? | 6 | System specs:
* MSI PRO B760-VC WIFI
* i7-13700F
* RTX 4060 Ti 16GB
* RAM:
* 2×32GB Corsair DDR5-6000 CL30
* 2×16GB Kingston DDR5-5600 CL40
* Total: 96 GB DDR5, mixed
* Currently running at 4800 MT/s (JEDEC default due to 4 sticks)
I’m running local AI models and wondering if I should prioritize capacity ... | 2026-01-12T22:28:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qb9gnn/run_96gb_at_4800_mts_or_64gb_at_6000_for_llms/ | -Sofa-King- | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb9gnn | false | null | t3_1qb9gnn | /r/LocalLLaMA/comments/1qb9gnn/run_96gb_at_4800_mts_or_64gb_at_6000_for_llms/ | false | false | self | 6 | null |
I just bought $160 worth of desktops from a radiology group, is it enough to host a decent LLM? | 0 | Hello! I'm very new to self hosting, so please pardon my ignorance on the subject. As the title states, I bought 8 desktops from a group that I would like to turn into a local hosting machine. Here are the specs of each system:
| Type | Brand | CPU | RAM | Drive 1 | Drive 2 | GPU | Model |
|:---|:---|:---|:---|:---|... | 2026-01-12T21:26:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qb7sp9/i_just_bought_160_worth_of_desktops_from_a/ | Regular_Phone_7646 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb7sp9 | false | null | t3_1qb7sp9 | /r/LocalLLaMA/comments/1qb7sp9/i_just_bought_160_worth_of_desktops_from_a/ | false | false | self | 0 | null |
Is there any epyc benchmark (dual 9254 or similar) with recent MoE model (glm or qwen3-next)? | 3 | I'm considering to build a dual-CPU Epyc machine with 9254 CPUs + 16 RAM module, but really anxious what kind of performance I could expect from such machine with a recent GLM or Qwen3-Next model. Is there any benchmark one could run for me with a similar setup or guesstimate from similar model runs? | 2026-01-12T21:09:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qb7ckp/is_there_any_epyc_benchmark_dual_9254_or_similar/ | yelling-at-clouds-40 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb7ckp | false | null | t3_1qb7ckp | /r/LocalLLaMA/comments/1qb7ckp/is_there_any_epyc_benchmark_dual_9254_or_similar/ | false | false | self | 3 | null |
Which LLM would be the "best" coding tutor? | 0 | Hi, I would like to ask for help.
I want to learn/understand how to program properly by leveraging a LLM so I can ask all my stupid questions without reaching any limits. I want this to be done offline.
So, which LLM do you guys recommend? I have a MBA with 24gb of ram. LLM Studio states that I have about 16gb o... | 2026-01-12T20:14:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qb5uwu/which_llm_would_be_the_best_coding_tutor/ | ReddiTTourista | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb5uwu | false | null | t3_1qb5uwu | /r/LocalLLaMA/comments/1qb5uwu/which_llm_would_be_the_best_coding_tutor/ | false | false | self | 0 | null |
Please Help! Designing an on-prem AI + vision + automation stack, looking for architecture advice... | 1 | Hey everyone,
Reposting this as the last time I posted this it was like 3am and it didn't get attention :(
I’m in the process of designing a **self-hosted, on-prem infrastructure** for a company and I want to inquire about the architecture before locking anything in.
Keep in mind while reading this I'm a 19 year old... | 2026-01-12T19:54:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qb5bc8/please_help_designing_an_onprem_ai_vision/ | Jefftoro | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb5bc8 | false | null | t3_1qb5bc8 | /r/LocalLLaMA/comments/1qb5bc8/please_help_designing_an_onprem_ai_vision/ | false | false | self | 1 | null |
Batched Inference Engine with LFM's Dense Model | 7 | Inspired by **Hugging Face**’s article on Continuous Batching, (thanks **Rémi Ouazan** and **Co**!), I built a **from-scratch** **batched inference pipeline** in PyTorch around the most powerful Small Language Model, Liquid AI’s **LFM2-350M** (thanks **Alexander Amini**!).
The pipeline implements core ideas behind b... | 2026-01-12T19:41:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qb4ydw/batched_inference_engine_with_lfms_dense_model/ | Des_goes_Brrr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb4ydw | false | null | t3_1qb4ydw | /r/LocalLLaMA/comments/1qb4ydw/batched_inference_engine_with_lfms_dense_model/ | false | false | self | 7 | null |
I built a Neuro-Symbolic engine (LLM + SMT Solver) to fix hallucinations in German Bureaucracy | 9 | Hi everyone,
I’ve been working on a problem where "99% accuracy" isn't enough: German Government forms (OZG). Even a single hallucination there is illegal.
Instead of trying to RLHF the model into obedience, I built an architecture I call "CausaNova". It decouples the **Planner** (Neural, e.g., Qwen) from the **Execu... | 2026-01-12T19:29:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qb4lbw/i_built_a_neurosymbolic_engine_llm_smt_solver_to/ | Intelligent_Boss4602 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb4lbw | false | null | t3_1qb4lbw | /r/LocalLLaMA/comments/1qb4lbw/i_built_a_neurosymbolic_engine_llm_smt_solver_to/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'dxx-g4miZueVLOqAhskTPYy31yucu4v1Dww83-A-YZE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dxx-g4miZueVLOqAhskTPYy31yucu4v1Dww83-A-YZE.png?width=108&crop=smart&auto=webp&s=ddbf1ff35b648627077e88a0d163baa16c2695d3', 'width': 108}, {'height': 108, 'url': 'h... |
Looking for a top agency for LLM fine-tuning? | 1 | we need to fine tune an LLM for our customer support system because the generic model responses just aren't working well enough. responses are often off topic or miss crucial context about our products and processes which ends up frustrating customers more than helping them.
our dataset includes around 3 years of supp... | 2026-01-12T19:21:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qb4dkp/looking_for_a_top_agency_for_llm_finetuning/ | RevolutionaryMost946 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb4dkp | false | null | t3_1qb4dkp | /r/LocalLLaMA/comments/1qb4dkp/looking_for_a_top_agency_for_llm_finetuning/ | false | false | self | 1 | null |
What's your reason for owning the RTX Pro 6000 Blackwell? | 0 | I've just received a new RTX Pro 6000 Blackwell, and I'm putting off opening it until I'm sure it's the right choice for my use case.
What's your use case for owning it? I'm really interested in knowing!
I don't need all the details if you don't want to share, I'm just interested :-) | 2026-01-12T19:19:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qb4by0/whats_your_reason_for_owning_the_rtx_pro_6000/ | gordi555 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb4by0 | false | null | t3_1qb4by0 | /r/LocalLLaMA/comments/1qb4by0/whats_your_reason_for_owning_the_rtx_pro_6000/ | false | false | self | 0 | null |
Unsloth's GGUFs for GLM 4.7 REAP are up. | 86 | 2026-01-12T19:15:08 | https://huggingface.co/unsloth/GLM-4.7-REAP-218B-A32B-GGUF | fallingdowndizzyvr | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qb47fn | false | null | t3_1qb47fn | /r/LocalLLaMA/comments/1qb47fn/unsloths_ggufs_for_glm_47_reap_are_up/ | false | false | default | 86 | {'enabled': False, 'images': [{'id': '_K5KJ1U4NAv0qO7ekkQCUeqpCvaUcBCkDVL7JrcRGaU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/_K5KJ1U4NAv0qO7ekkQCUeqpCvaUcBCkDVL7JrcRGaU.png?width=108&crop=smart&auto=webp&s=c06601c17c40a26db123973716abc97544eb2f25', 'width': 108}, {'height': 116, 'url': 'h... | |
The Sovereign Infrastructure Challenge: Why B200 clusters in Switzerland are becoming a necessity for FDPIC/GDPR compliance. | 6 | Hey folks, We are seeing a major shift in enterprise requirements here in Europe. Local inference with **Llama 4 400B** is the dream, but the Opex for a dedicated **B200** cluster is insane for most mid-sized firms. However, using US-based APIs is a total no-go for our banking and medical clients due to the Cloud Act. ... | 2026-01-12T19:06:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qb3ywn/the_sovereign_infrastructure_challenge_why_b200/ | Foreign-Job-8717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb3ywn | false | null | t3_1qb3ywn | /r/LocalLLaMA/comments/1qb3ywn/the_sovereign_infrastructure_challenge_why_b200/ | false | false | self | 6 | null |
A Practical Observation on Drift Control in Human–AI Interaction | 1 | I'm going to be the first one to admit. I'm just some chucklehead. So I did. I had to get my buddy to write this for me. But if you're willing to go through this and say your words, I would really appreciate it. Thank you for your time.
Most discussions of “model drift” focus on weights, data, or long-term behavioral ... | 2026-01-12T18:56:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qb3o73/a_practical_observation_on_drift_control_in/ | Squid_Belly | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb3o73 | false | null | t3_1qb3o73 | /r/LocalLLaMA/comments/1qb3o73/a_practical_observation_on_drift_control_in/ | false | false | self | 1 | null |
Best LiteLLM alternative i found recently | 1 | [removed] | 2026-01-12T18:31:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qb2xsl/best_litellm_alternative_i_found_recently/ | SamstyleGhostt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb2xsl | false | null | t3_1qb2xsl | /r/LocalLLaMA/comments/1qb2xsl/best_litellm_alternative_i_found_recently/ | false | false | self | 1 | null |
Best LiteLLM alternative i found recently | 1 | [removed] | 2026-01-12T18:30:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qb2wlm/best_litellm_alternative_i_found_recently/ | SamstyleGhostt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb2wlm | false | null | t3_1qb2wlm | /r/LocalLLaMA/comments/1qb2wlm/best_litellm_alternative_i_found_recently/ | false | false | self | 1 | null |
152KB JSON that turns any local model into an interactive thesis explorer | 0 | No API calls. No cloud. Just paste a JSON into your local LLM.
Type "unpack" and it becomes a choose-your-own-adventure through 416K messages of AI research compressed into 17 navigable themes.
Works with Llama, Mistral, Qwen, whatever you're running. The model is the runtime. The JSON is the app.
[https://github.co... | 2026-01-12T18:29:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qb2vt1/152kb_json_that_turns_any_local_model_into_an/ | Signal_Usual8630 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb2vt1 | false | null | t3_1qb2vt1 | /r/LocalLLaMA/comments/1qb2vt1/152kb_json_that_turns_any_local_model_into_an/ | false | false | self | 0 | null |
DXG Spark vs Ryzen AI 395 — If the price difference is only $700, what would you choose? | 12 | I bought an HP Z2 Mini G1a today with a student discount. I paid $2,700 for the 128GB RAM / 2TB SSD configuration.
Honestly, it does sting a bit knowing that just a couple of months ago (maybe even one or two months) this same machine was going for around $1,600. But at the moment, this was the best deal I could reali... | 2026-01-12T18:23:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qb2p26/dxg_spark_vs_ryzen_ai_395_if_the_price_difference/ | Affectionate-Bid-650 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb2p26 | false | null | t3_1qb2p26 | /r/LocalLLaMA/comments/1qb2p26/dxg_spark_vs_ryzen_ai_395_if_the_price_difference/ | false | false | self | 12 | null |
Hypernova 60B - derived from OSS 120B | 18 | [https://huggingface.co/MultiverseComputingCAI/HyperNova-60B](https://huggingface.co/MultiverseComputingCAI/HyperNova-60B)
I haven't seen this one here before and i've found it by roaming on HF.
It's derived from GPT OSS 120B but with 60B parameters only.
It's very new but There are already GGUFs from [mradermache... | 2026-01-12T18:02:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qb25lo/hypernova_60b_derived_from_oss_120b/ | nasone32 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb25lo | false | null | t3_1qb25lo | /r/LocalLLaMA/comments/1qb25lo/hypernova_60b_derived_from_oss_120b/ | false | false | self | 18 | null |
How do people even afford these expensive graphic cards...?... | 105 | I bought some used computer with a RTX 3090 so I could learn ML/LLM and I am already running slow, when running pytorch processes from scratch, it's good, but anything Diffusion/LLM explodes my rig.
Then I'd ponder about these larger cards, and they are like 10k.
Benefit of a larger card is that diffusion models just... | 2026-01-12T17:53:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qb1w7a/how_do_people_even_afford_these_expensive_graphic/ | boisheep | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb1w7a | false | null | t3_1qb1w7a | /r/LocalLLaMA/comments/1qb1w7a/how_do_people_even_afford_these_expensive_graphic/ | false | false | self | 105 | null |
Need laptop recommendations for AI/ML Master’s — targeting Ultra 9 / RTX 5070+ / 64GB RAM class specs | 0 | Hey everyone,
I’m starting my Master’s in AI / ML soon and I’m a complete beginner when it comes to buying high-end laptops. I want something that will easily last me 5–7 years for training models, CV/NLP projects, running multiple VMs, and some gaming on the side.
These are the specs I’m targeting (open to alternativ... | 2026-01-12T17:23:53 | Soggy_Musician_8906 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qb11u3 | false | null | t3_1qb11u3 | /r/LocalLLaMA/comments/1qb11u3/need_laptop_recommendations_for_aiml_masters/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'x3wldh03dycg1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/x3wldh03dycg1.jpeg?width=108&crop=smart&auto=webp&s=16348eba16472dc86817b8f0ce897c14dd2d1942', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/x3wldh03dycg1.jpeg?width=216&crop=smart&auto=... | |
Cerebras GLM4.7 REAPs @ 25%, 40% live on HF | 80 | Hi everyone!
We're kicking off the new year starting to release the highly requested REAP variants of recent models (GLM4.7, MiniMax-2.1, etc.). Today we're starting off with GLM4.7:
25% pruned FP8: [https://hf.co/cerebras/GLM-4.7-REAP-268B-A32B-FP8](https://hf.co/cerebras/GLM-4.7-REAP-268B-A32B-FP8)
25% pruned... | 2026-01-12T17:17:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qb0vv8/cerebras_glm47_reaps_25_40_live_on_hf/ | ilzrvch | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb0vv8 | false | null | t3_1qb0vv8 | /r/LocalLLaMA/comments/1qb0vv8/cerebras_glm47_reaps_25_40_live_on_hf/ | false | false | self | 80 | {'enabled': False, 'images': [{'id': 'cOgSFQSwfaRrNxv4kY563UhDGZW8PoGOlCl7mJLuS3Q', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/cOgSFQSwfaRrNxv4kY563UhDGZW8PoGOlCl7mJLuS3Q.png?width=108&crop=smart&auto=webp&s=ac3cd7b4522de085e9b8082dcf5b5171399c79f5', 'width': 108}, {'height': 116, 'url': 'h... |
Building an API Service for SAM Audio | 2 | The work continues! A lot of experimentations, permutations in last three weeks find the best settings! Hopefully a soft launch later this week. | 2026-01-12T17:13:46 | pzzle-nj | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qb0rsc | false | null | t3_1qb0rsc | /r/LocalLLaMA/comments/1qb0rsc/building_an_api_service_for_sam_audio/ | false | false | default | 2 | {'enabled': True, 'images': [{'id': 'j4v9fpxzaycg1', 'resolutions': [{'height': 84, 'url': 'https://preview.redd.it/j4v9fpxzaycg1.png?width=108&crop=smart&auto=webp&s=3bbcac328470bed9f72960fc74be7750e30d2a03', 'width': 108}, {'height': 169, 'url': 'https://preview.redd.it/j4v9fpxzaycg1.png?width=216&crop=smart&auto=web... | |
Whiteboard ai animation | 0 | Has anyone experimented with text-to-video generation models? I’m looking to generate whiteboard animations from a single prompt, with a fixed duration and precisely time-aligned narration. End-to-end systems like Sora and Veo 3 aren’t suitable due to their lack of deterministic control and limited scalability for long... | 2026-01-12T17:11:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qb0pwl/whiteboard_ai_animation/ | ajay_968 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb0pwl | false | null | t3_1qb0pwl | /r/LocalLLaMA/comments/1qb0pwl/whiteboard_ai_animation/ | false | false | self | 0 | null |
mHC is not the first innovation in residual connections. Gemma 3n shipped with low-rank residual projections 7 months ago. | 10 | 2026-01-12T17:09:16 | https://www.reddit.com/r/LocalLLaMA/comments/1kuy45r/gemma_3n_architectural_innovations_speculation/ | cpldcpu | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qb0n9h | false | null | t3_1qb0n9h | /r/LocalLLaMA/comments/1qb0n9h/mhc_is_not_the_first_innovation_in_residual/ | false | false | 10 | {'enabled': False, 'images': [{'id': 'ToEdNy5NhkykDsaxCZQsUP-betLlqXHoDgf0FpaFJD8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/EZj1oQJN95Oq7YDpbSs0ORxFqLi-24Ocse4J7I4sO0A.jpg?width=108&crop=smart&auto=webp&s=792d54cfa2d9ffe5e3c89b08443f7e6d89fdf96e', 'width': 108}, {'height': 116, 'url': 'h... | ||
Why exactly is edge devices like Jetson Thor are worse for training/finetuning LLMs compared to dedicated GPUs like 5090? How can I proof this to my PI? | 0 | So I am currently doing training/fine-tuning tasks on a Jetson Thor, which was bought for my research lab. My PI has asked me to profile the device for performance. Is there any exact code or solution to prove to him that Thor is not good for training/finetuning (I do not have any VRAM issues since it has around 121GB ... | 2026-01-12T16:55:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qb092y/why_exactly_is_edge_devices_like_jetson_thor_are/ | Furiousguy79 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb092y | false | null | t3_1qb092y | /r/LocalLLaMA/comments/1qb092y/why_exactly_is_edge_devices_like_jetson_thor_are/ | false | false | self | 0 | null |
[Showcase] 12.3 tps on Command R+ 104B using a Mixed-Vendor RPC Setup (RTX 3090 + RX 7900 XT) | 11 | *Hi, I'm a LLM noob from Japan. I built a mixed-vendor cluster to run Command R+ 104B. Check the details below!*
[Command R+ \(104B\) IQ3\_XXS running at 12.37 tps. \> It’s incredibly responsive for a 100B+ model. The \\"Snow Halation\\" output is just a little tribute to my cooling method!](https://preview.redd.it/5j... | 2026-01-12T16:52:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qb06my/showcase_123_tps_on_command_r_104b_using_a/ | Fantastic_Nobody7612 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qb06my | false | null | t3_1qb06my | /r/LocalLLaMA/comments/1qb06my/showcase_123_tps_on_command_r_104b_using_a/ | false | false | 11 | null | |
GitHub - deepseek-ai/Engram: Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models | 311 | 2026-01-12T16:49:22 | https://github.com/deepseek-ai/Engram/tree/main | TKGaming_11 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qb034t | false | null | t3_1qb034t | /r/LocalLLaMA/comments/1qb034t/github_deepseekaiengram_conditional_memory_via/ | false | false | default | 311 | null | |
We fine-tuned a 4B Text2SQL model that matches a 685B teacher - query your CSV data in plain English, locally | 169 |
We have been exploring how far you can push small models on narrow, well-defined tasks and decided to focus on **Text2SQL**. We fine-tuned a small language model (**4B parameters**) to convert plain English questions into executable SQL queries with accuracy matching a **685B LLM (DeepSeek-V3)**. Because it's small, y... | 2026-01-12T16:14:57 | party-horse | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qaz4je | false | null | t3_1qaz4je | /r/LocalLLaMA/comments/1qaz4je/we_finetuned_a_4b_text2sql_model_that_matches_a/ | false | false | default | 169 | {'enabled': True, 'images': [{'id': 'ed9sra1z0ycg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/ed9sra1z0ycg1.png?width=108&crop=smart&auto=webp&s=1ae66d280e529abad4ab50fc965299cd86141cd1', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/ed9sra1z0ycg1.png?width=216&crop=smart&auto=web... | |
Index tts slow please help | 1 | I installed index tts2 on my pc and its working great. But when i download index tts2 to my friends pc same way i installed it ran really slow although rtx 5060 but my card 3080 running more faster. 5060 utilization is 100% but speed is really slow it takes 4-5 minutes to generate one sentence but mine takes 4-5 second... | 2026-01-12T16:09:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qayz8t/index_tts_slow_please_help/ | VersePK | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qayz8t | false | null | t3_1qayz8t | /r/LocalLLaMA/comments/1qayz8t/index_tts_slow_please_help/ | false | false | self | 1 | null |
Anything to extract vocals from audio? | 5 | New to actually using this whole ai thing and so far used few transcriptions tools
Now looks for something that removes everything from audio file but the vocals. (mac intel/arm)
Any help is appreciated. Tahnk you | 2026-01-12T16:03:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qaysp4/anything_to_extract_vocals_from_audio/ | 4redis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qaysp4 | false | null | t3_1qaysp4 | /r/LocalLLaMA/comments/1qaysp4/anything_to_extract_vocals_from_audio/ | false | false | self | 5 | null |
I extracted part of Gemini 3 Pro system prompt instructions | 7 | I was experimenting with prompt injection on Gemini today and managed to extract the raw system instructions responsible for its context retrieval/memory mechanism.
I'm posting this here for documentation and community analysis. I am not sure if this is valuable but here's my suggestions:
1. Exactly how Gemini decide... | 2026-01-12T15:59:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qayoe9/i_extracted_part_of_gemini_3_pro_system_prompt/ | Kisliy_Sour | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qayoe9 | false | null | t3_1qayoe9 | /r/LocalLLaMA/comments/1qayoe9/i_extracted_part_of_gemini_3_pro_system_prompt/ | false | false | self | 7 | null |
Qwen/Qwen2.5-VL-3B-Instruct with VLLm | 0 | I am using my own 4090 GPU with VLLm installed. Hitting it with PDFs.
It is too slow for my needs, 1 page takes 7 second to process and my PDFs have 300+ pages. I do run pages in parallel but it still can take 10+ minutes to process 300 pages.
I wonder if it's normal or I just need better GPU?
| 2026-01-12T15:57:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qaymsp/qwenqwen25vl3binstruct_with_vllm/ | gevorgter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qaymsp | false | null | t3_1qaymsp | /r/LocalLLaMA/comments/1qaymsp/qwenqwen25vl3binstruct_with_vllm/ | false | false | self | 0 | null |
Nvidia P40 good for running 20b local Ai Models? | 1 | Hi, i was looking at a deal on ebay, for a nvidia p40 with a fan. I have a oculink gpu dock, and a oculink to nvme Adapter. The GPU would be powered via a 500W powersupply. Then i would plug this into a geekom it 13. I mainly want to run gpt-oss 20b, 30 t/s is fine for me. Will this setup work fine, for my needs?
Tha... | 2026-01-12T15:52:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qayhop/nvidia_p40_good_for_running_20b_local_ai_models/ | Excellent_Piccolo848 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qayhop | false | null | t3_1qayhop | /r/LocalLLaMA/comments/1qayhop/nvidia_p40_good_for_running_20b_local_ai_models/ | false | false | self | 1 | null |
Hardware Minimums | 0 | Hey everyone — looking for hardware guidance from people running local / self-hosted LLMs.
I’m building a fully local, offline AI assistant focused on
- Heavy document ingestion
- Question answering + reasoning over retrieved docs
- Multi-turn chat with memory
- Eventually some structured extraction (forms, summaries... | 2026-01-12T15:50:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qaygdw/hardware_minimums/ | WhoTookMishma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qaygdw | false | null | t3_1qaygdw | /r/LocalLLaMA/comments/1qaygdw/hardware_minimums/ | false | false | self | 0 | null |
The Nvidia DGX Station GB300 just lost 9 GB of VRAM. Does anbody know why? | 0 | The Nvidia DGX Station GB300 was previously announced with 288 GB of VRAM. Just recently, Nvidia corrected that to 279GB. Does anybody know the reason? | 2026-01-12T15:50:40 | GPTshop-dot-ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qayg7u | false | null | t3_1qayg7u | /r/LocalLLaMA/comments/1qayg7u/the_nvidia_dgx_station_gb300_just_lost_9_gb_of/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'NT-rnjmWdwczSBHLwNQsyRzqLYSmMsNEG2B8B9CeKT8', 'resolutions': [{'height': 44, 'url': 'https://preview.redd.it/9rw7ft8dwxcg1.png?width=108&crop=smart&auto=webp&s=adff1904cf2c316f6bcf1b7b40a76703d3043f0b', 'width': 108}, {'height': 89, 'url': 'https://preview.redd.it/9rw7ft8dwxcg1.png?... | ||
Heads up: Dealing with a high-fixation bad actor (Outside_Insect_3994) | 0 | Hey everyone, sorry for the off-topic, but I’ve got to flag some weird behavior from u/Outside_Insect_3994 (Gareth Pennington) before it poisons the well here. This isn't a "he said, she said"—I've been logging this guy's activity, and it’s basically a persistent "search and destroy" loop.
If you’ve seen him throwing ... | 2026-01-12T15:34:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qay0al/heads_up_dealing_with_a_highfixation_bad_actor/ | MarsR0ver_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qay0al | false | null | t3_1qay0al | /r/LocalLLaMA/comments/1qay0al/heads_up_dealing_with_a_highfixation_bad_actor/ | false | false | self | 0 | null |
It seems like people don’t understand what they are doing? | 330 | When you give a company like Anthropic access to your (and your employer’s) data and workflows, you can’t be surprised if/when AI takes your job in a few years. | 2026-01-12T15:28:21 | platinumai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qaxut8 | false | null | t3_1qaxut8 | /r/LocalLLaMA/comments/1qaxut8/it_seems_like_people_dont_understand_what_they/ | false | false | default | 330 | {'enabled': True, 'images': [{'id': '7h948anosxcg1', 'resolutions': [{'height': 132, 'url': 'https://preview.redd.it/7h948anosxcg1.jpeg?width=108&crop=smart&auto=webp&s=89ed6aa73b528eb3d59bf6d1009c96f280598fcb', 'width': 108}, {'height': 265, 'url': 'https://preview.redd.it/7h948anosxcg1.jpeg?width=216&crop=smart&auto=... |
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