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Not Gemma 4: FunctionGemma 🤦 | 1 | 2025-12-18T18:48:42 | https://blog.google/technology/developers/functiongemma/ | random-tomato | blog.google | 1970-01-01T00:00:00 | 0 | {} | 1ppyqio | false | null | t3_1ppyqio | /r/LocalLLaMA/comments/1ppyqio/not_gemma_4_functiongemma/ | false | false | default | 1 | null | |
Waiting on Gemma 4 | 151 | 2025-12-18T18:30:50 | QuantityGullible4092 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppy9wn | false | null | t3_1ppy9wn | /r/LocalLLaMA/comments/1ppy9wn/waiting_on_gemma_4/ | false | false | default | 151 | {'enabled': True, 'images': [{'id': 'sbvx6scga08g1', 'resolutions': [{'height': 115, 'url': 'https://preview.redd.it/sbvx6scga08g1.jpeg?width=108&crop=smart&auto=webp&s=e8d181969ddbbae4c7c04c5690046b0328fc1b1b', 'width': 108}, {'height': 230, 'url': 'https://preview.redd.it/sbvx6scga08g1.jpeg?width=216&crop=smart&auto=... | ||
Any good model for my specs? | 3 | Hi all, i'm looking for a model to help me with my coding tasks, i'd like the model to be able to read/write to the codebase.
For the cli i saw opencode which was looking good, but i don't know which model shoul i pair it with
My specs are a little low, let me know if there is any model that i can handle:
cpu (id... | 2025-12-18T17:52:37 | https://www.reddit.com/r/LocalLLaMA/comments/1ppxab2/any_good_model_for_my_specs/ | PixelProcessor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppxab2 | false | null | t3_1ppxab2 | /r/LocalLLaMA/comments/1ppxab2/any_good_model_for_my_specs/ | false | false | self | 3 | null |
VibeVoice 7B and 1.5B FastAPI Wrapper | 23 | I had created a fast API wrapper for the original VibeVoice model (7B and 1.5B)
It allows you to use custom voices unlike the current iteration of VibeVoice that has Microsoft generated voice models.
It works well for my ebook narration use case so thought I would share with the community too.
Thanks to folks who ha... | 2025-12-18T17:51:20 | https://github.com/ncoder-ai/VibeVoice-FastAPI | TommarrA | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ppx93g | false | null | t3_1ppx93g | /r/LocalLLaMA/comments/1ppx93g/vibevoice_7b_and_15b_fastapi_wrapper/ | false | false | default | 23 | {'enabled': False, 'images': [{'id': 'ocq5FpDlatga69140E_bI6uHAd--cmL-kjurFzGrpzw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ocq5FpDlatga69140E_bI6uHAd--cmL-kjurFzGrpzw.png?width=108&crop=smart&auto=webp&s=1c2f06d245d57b8b24f313cd64142d5b092f0c18', 'width': 108}, {'height': 108, 'url': 'h... |
[Showcase] Experimenting with Vision-based Self-Correction. Agent detects GUI errors via screenshot and fixes code locally. | 4 | **Hi everyone,**
**I wanted to share a raw demo of a local agent workflow I'm working on. The idea is to use a Vision model to QA the GUI output, not just the code syntax.**
**In this clip:** **1. I ask for a BLACK window with a RED button.** **2. The model initially hallucinates and makes it WHITE (0:55).** **3. The... | 2025-12-18T17:48:22 | https://v.redd.it/ppi7edjg208g1 | Alone-Competition863 | /r/LocalLLaMA/comments/1ppx6bw/showcase_experimenting_with_visionbased/ | 1970-01-01T00:00:00 | 0 | {} | 1ppx6bw | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ppi7edjg208g1/DASHPlaylist.mpd?a=1768801711%2CNTM0ZWUzMzBmNTRkMGZjNGZiYzZkNWJkYTI4NGNhZDYxYmQ1MjQzMjMyNWFkMzVmZWU3MDUzODU1N2ZkZjhmZg%3D%3D&v=1&f=sd', 'duration': 125, 'fallback_url': 'https://v.redd.it/ppi7edjg208g1/CMAF_1080.mp4?source=fallback', '... | t3_1ppx6bw | /r/LocalLLaMA/comments/1ppx6bw/showcase_experimenting_with_visionbased/ | false | false | 4 | {'enabled': False, 'images': [{'id': 'ZXl5N2hsb2cyMDhnMfstTqakeVmtKZfG1CDoN5e1bE_HZioA21kP-Y9aRFNq', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/ZXl5N2hsb2cyMDhnMfstTqakeVmtKZfG1CDoN5e1bE_HZioA21kP-Y9aRFNq.png?width=108&crop=smart&format=pjpg&auto=webp&s=3c8a7c1b4198e6f6a428257cbe6763c9af427... | |
Exo released v1? | 2 | I noticed some activity in GitHub issues and took a look at the repo. Seems like a lot of recent commit/merge history all the sudden. [https://github.com/exo-explore/exo](https://github.com/exo-explore/exo)
I think it was a couple of months ago they had a blog post about demoing a cluster of Mac Studio plus Project... | 2025-12-18T17:40:33 | https://www.reddit.com/r/LocalLLaMA/comments/1ppwz13/exo_released_v1/ | spookperson | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppwz13 | false | null | t3_1ppwz13 | /r/LocalLLaMA/comments/1ppwz13/exo_released_v1/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'iJJv8yZ4n3P31PVttNjl9WnH9B8YfDe_GPtTlxzpKOM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/iJJv8yZ4n3P31PVttNjl9WnH9B8YfDe_GPtTlxzpKOM.png?width=108&crop=smart&auto=webp&s=6c232ae8a15e7a4aafd13cf3e836aee1e9ff5f19', 'width': 108}, {'height': 108, 'url': 'h... |
What's your favourite local coding model? | 67 | I tried (with Mistral Vibe Cli)
* mistralai\_Devstral-Small-2-24B-Instruct-2512-Q8\_0.gguf - works but it's kind of slow for coding
* nvidia\_Nemotron-3-Nano-30B-A3B-Q8\_0.gguf - text generation is fast, but the actual coding is slow and often incorrect
* Qwen3-Coder-30B-A3B-Instruct-Q8\_0.gguf - works correctly and ... | 2025-12-18T17:40:04 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppwylg | false | null | t3_1ppwylg | /r/LocalLLaMA/comments/1ppwylg/whats_your_favourite_local_coding_model/ | false | false | default | 67 | {'enabled': True, 'images': [{'id': 'q8ipunvr008g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/q8ipunvr008g1.png?width=108&crop=smart&auto=webp&s=fb2823616b7155edf6898ebc7fb2d2e8ad176c75', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/q8ipunvr008g1.png?width=216&crop=smart&auto=web... | |
FunctionGemma Physics Playground: A simulation game where you need to use natural language to solve physics puzzles... running 100% locally in your browser! | 172 | Today, Google released FunctionGemma, a lightweight (270M), open foundation model built for creating specialized function calling models! To test it out, I built a small game where you use natural language to solve physics simulation puzzles. It runs entirely locally in your browser on WebGPU, powered by Transformers.j... | 2025-12-18T17:31:14 | https://v.redd.it/k33t7zd7xz7g1 | xenovatech | /r/LocalLLaMA/comments/1ppwqki/functiongemma_physics_playground_a_simulation/ | 1970-01-01T00:00:00 | 0 | {} | 1ppwqki | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/k33t7zd7xz7g1/DASHPlaylist.mpd?a=1768800683%2CYjAxMjVlMWYwZGM5OWI3N2JkMzE2MGJiZWQ3ODkwNzdmZWQyYmRhNmEwNzRkNTk0MTQ2Mjc2YzNmNzE0YTQ4Zg%3D%3D&v=1&f=sd', 'duration': 197, 'fallback_url': 'https://v.redd.it/k33t7zd7xz7g1/CMAF_1080.mp4?source=fallback', '... | t3_1ppwqki | /r/LocalLLaMA/comments/1ppwqki/functiongemma_physics_playground_a_simulation/ | false | false | 172 | {'enabled': False, 'images': [{'id': 'MXBiZjQzZTd4ejdnMYei2aDWEA5WccTd6X2Ceg7tONZcTZmqT6GgxYYEX2jv', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/MXBiZjQzZTd4ejdnMYei2aDWEA5WccTd6X2Ceg7tONZcTZmqT6GgxYYEX2jv.png?width=108&crop=smart&format=pjpg&auto=webp&s=696f0173e7fcc90a870936d891b9ef1f25c7a... | |
[PROJECT] I engineered a local-first ETL engine for RAG data sanitation (Polars + FAISS). 99% noise reduction in benchmarks. | 5 | Hi everyone,
While building local RAG pipelines, I consistently hit a bottleneck with Data Quality. I found that real-world datasets are plagued by semantic duplicates which standard deduplication scripts miss.
Sending sensitive data to cloud APIs wasn't an option for me due to security constraints.
So I built **Ent... | 2025-12-18T17:25:35 | Low-Flow-6572 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppwl7v | false | null | t3_1ppwl7v | /r/LocalLLaMA/comments/1ppwl7v/project_i_engineered_a_localfirst_etl_engine_for/ | false | false | default | 5 | {'enabled': True, 'images': [{'id': '3khlf8lwxz7g1', 'resolutions': [{'height': 82, 'url': 'https://preview.redd.it/3khlf8lwxz7g1.png?width=108&crop=smart&auto=webp&s=43a2c5139f0b70349a3fabe85344a1003f85aa63', 'width': 108}, {'height': 164, 'url': 'https://preview.redd.it/3khlf8lwxz7g1.png?width=216&crop=smart&auto=web... | |
Let's make FunctionGemma learn to use a browser with TRL (GRPO) + OpenEnv (BrowserGym)! Sharing Colab notebook + script | 13 | Here’s a Colab notebook to make **FunctionGemma**, the new 270M model by Google DeepMind specialized in tool calling, learn to interact with a **browser environment** using the **BrowserGym environment** in **OpenEnv**, trained with **RL (GRPO)** in **TRL**.
I’m also sharing a **standalone script** to train the model,... | 2025-12-18T17:24:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ppwk1y/lets_make_functiongemma_learn_to_use_a_browser/ | External-Rub5414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppwk1y | false | null | t3_1ppwk1y | /r/LocalLLaMA/comments/1ppwk1y/lets_make_functiongemma_learn_to_use_a_browser/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... |
Key Highlights of Google's New Open Model, FunctionGemma | 111 | **\[1\] Function-calling specialized**
* Built on the *Gemma 3 270M* foundation and fine-tuned for function calling tasks, turning natural language into structured function calls for API/tool execution.
**\[2\] Lightweight & open**
* A compact, open-weight model (\~270 M parameters) designed for efficient use on re... | 2025-12-18T17:19:51 | https://huggingface.co/google/functiongemma-270m-it | Dear-Success-1441 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1ppwfw3 | false | null | t3_1ppwfw3 | /r/LocalLLaMA/comments/1ppwfw3/key_highlights_of_googles_new_open_model/ | false | false | 111 | {'enabled': False, 'images': [{'id': 'f3OilJIGGaBNRWiWULRSz5XOCY6YipQN2XKt886yVr0', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/f3OilJIGGaBNRWiWULRSz5XOCY6YipQN2XKt886yVr0.png?width=108&crop=smart&auto=webp&s=97e26198c73feb26705a50cf8f023720b45ff4ae', 'width': 108}, {'height': 116, 'url': 'h... | |
How is the 9070 XT for AI? | 1 | Hi, what kind of model can this card run locally in terms of performance compared to the online paid ones? thanks for the answer. I also have 32gb ram and a 7800X3D. | 2025-12-18T17:15:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ppwbi3/how_is_the_9070_xt_for_ai/ | Quiet_Bus_6404 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppwbi3 | false | null | t3_1ppwbi3 | /r/LocalLLaMA/comments/1ppwbi3/how_is_the_9070_xt_for_ai/ | false | false | self | 1 | null |
[P] Paper2Any: An open-source agent framework that converts PDFs into EDITABLE PowerPoint slides (using DataFlow-Agent) | 1 | We released **Paper2Any**, a tool designed to automate the "Paper to Slides" workflow.
**The Problem:** Most generative UI/design tools output PNGs. For research presentations, we need vectors and editable text to make minor adjustments.
**Our Approach:** We utilize the **DataFlow-Agent** framework to parse the PDF. ... | 2025-12-18T16:56:39 | https://www.reddit.com/r/LocalLLaMA/comments/1ppvu58/p_paper2any_an_opensource_agent_framework_that/ | Puzzled_File_675 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppvu58 | false | null | t3_1ppvu58 | /r/LocalLLaMA/comments/1ppvu58/p_paper2any_an_opensource_agent_framework_that/ | false | false | self | 1 | null |
Putting together a repo for 21 Days of Building a Small Language Model | 9 | Just wanted to say thanks to r/LocalLLaMA**,** a bunch of you have been following my *21 Days of Building a Small Language Model* posts.
I’ve now organized everything into a GitHub repo so it’s easier to track and revisit.
Thanks again for the encouragement
[https://github.com/ideaweaver-ai/21-Days-of-Building-a-... | 2025-12-18T16:38:45 | https://www.reddit.com/r/LocalLLaMA/comments/1ppvdy5/putting_together_a_repo_for_21_days_of_building_a/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppvdy5 | false | null | t3_1ppvdy5 | /r/LocalLLaMA/comments/1ppvdy5/putting_together_a_repo_for_21_days_of_building_a/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'FIP6sFaHILZDWX05mdUCBbqgZpHAjSYuSezI3eYsrgk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/FIP6sFaHILZDWX05mdUCBbqgZpHAjSYuSezI3eYsrgk.png?width=108&crop=smart&auto=webp&s=8e320e71f387f0b79f69bed91c974c8206984755', 'width': 108}, {'height': 108, 'url': 'h... |
google/functiongemma-270m-it - Lightweight Model that transforms command into function calling | 41 | [https://huggingface.co/google/functiongemma-270m-it](https://huggingface.co/google/functiongemma-270m-it)
As far as I understand, this model is for moble phones for a Google Assistent like aplications. | 2025-12-18T16:38:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ppvdf5/googlefunctiongemma270mit_lightweight_model_that/ | Varterove_muke | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppvdf5 | false | null | t3_1ppvdf5 | /r/LocalLLaMA/comments/1ppvdf5/googlefunctiongemma270mit_lightweight_model_that/ | false | false | self | 41 | null |
I made a free tool to track LLM pricing across 11 providers | 1 | [removed] | 2025-12-18T16:37:49 | https://www.reddit.com/r/LocalLLaMA/comments/1ppvd4d/i_made_a_free_tool_to_track_llm_pricing_across_11/ | raihan_k | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppvd4d | false | null | t3_1ppvd4d | /r/LocalLLaMA/comments/1ppvd4d/i_made_a_free_tool_to_track_llm_pricing_across_11/ | false | false | self | 1 | null |
I made a free tool to track LLM pricing across providers | 1 | [removed] | 2025-12-18T16:35:29 | https://www.reddit.com/r/LocalLLaMA/comments/1ppvb00/i_made_a_free_tool_to_track_llm_pricing_across/ | raihan_k | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppvb00 | false | null | t3_1ppvb00 | /r/LocalLLaMA/comments/1ppvb00/i_made_a_free_tool_to_track_llm_pricing_across/ | false | false | self | 1 | null |
So we burned a laptop while developing a local AI application and here is the story | 0 | With other devs, we decided to develop a desktop application that uses AI locally, I have a macbook and I'm used to play and code with them without an issue but this time, one of the devs had a windows laptop and a bit of an old one, still it had an NVIDIA GPU so it was okay.
We have tried couple of solutions and pack... | 2025-12-18T16:34:57 | Suspicious-Juice3897 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppvaiw | false | null | t3_1ppvaiw | /r/LocalLLaMA/comments/1ppvaiw/so_we_burned_a_laptop_while_developing_a_local_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'zz3z0e7qpz7g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/zz3z0e7qpz7g1.png?width=108&crop=smart&auto=webp&s=0a44cb245feeb3dfb7929b0a612c2b2df8f554ed', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/zz3z0e7qpz7g1.png?width=216&crop=smart&auto=web... | |
[Blog from Hugging Face] Tokenization in Transformers v5: Simpler, Clearer, and More Modular | 36 | This blog explains how tokenization works in Transformers and why v5 is a major redesign, with clearer internals, a clean class hierarchy, and a single fast backend. It’s a practical guide for anyone who wants to understand, customize, or train model-specific tokenizers instead of treating them as black boxes.
Link... | 2025-12-18T16:30:13 | Disastrous-Work-1632 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppv68d | false | null | t3_1ppv68d | /r/LocalLLaMA/comments/1ppv68d/blog_from_hugging_face_tokenization_in/ | false | false | default | 36 | {'enabled': True, 'images': [{'id': 'ggovkfrtoz7g1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/ggovkfrtoz7g1.png?width=108&crop=smart&auto=webp&s=550edcb96c7300b3b7870d3ba6f0b6debc631365', 'width': 108}, {'height': 108, 'url': 'https://preview.redd.it/ggovkfrtoz7g1.png?width=216&crop=smart&auto=web... | |
Are there any known resources (sites or links) that collect llama-bench results so we can easily search and compare? | 1 | [removed] | 2025-12-18T16:29:32 | https://www.reddit.com/r/LocalLLaMA/comments/1ppv5kr/are_there_any_known_resources_sites_or_links_that/ | fragment_me | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppv5kr | false | null | t3_1ppv5kr | /r/LocalLLaMA/comments/1ppv5kr/are_there_any_known_resources_sites_or_links_that/ | false | false | self | 1 | null |
Best Local Vision Model for PDF Table Extraction on AMD RX 6600 XT? | 1 | I’m working on a thesis project where I need to extract specific data tables from about 1,500 PDF reports.
**The Problem:** I've been using standard Python libraries (like `pdfplumber` and `PyPDF2`) without any ML. This works fine for perfect digital PDFs, but it fails completely on scanned documents, "wobbly" tables,... | 2025-12-18T16:16:57 | https://www.reddit.com/r/LocalLLaMA/comments/1ppuu32/best_local_vision_model_for_pdf_table_extraction/ | deletedusssr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppuu32 | false | null | t3_1ppuu32 | /r/LocalLLaMA/comments/1ppuu32/best_local_vision_model_for_pdf_table_extraction/ | false | false | self | 1 | null |
Paper: A Thermodynamic Approach to Alignment (Alternative to RLHF) | 0 | Hi everyone, I've released a preprint on Zenodo proposing a new alignment framework called LOGOS-ZERO.
The core idea is to replace normative RLHF (which effectively acts as a mask and degrades performance) with a physics-based loss function grounded in thermodynamics. The goal is to make hallucinations and logical inc... | 2025-12-18T16:14:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ppurlz/paper_a_thermodynamic_approach_to_alignment/ | Silver_Wish_8515 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppurlz | false | null | t3_1ppurlz | /r/LocalLLaMA/comments/1ppurlz/paper_a_thermodynamic_approach_to_alignment/ | false | false | self | 0 | null |
Google's Gemma models family | 481 | 2025-12-18T16:09:10 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppun3v | false | null | t3_1ppun3v | /r/LocalLLaMA/comments/1ppun3v/googles_gemma_models_family/ | false | false | default | 481 | {'enabled': True, 'images': [{'id': '59w0vja4lz7g1', 'resolutions': [{'height': 32, 'url': 'https://preview.redd.it/59w0vja4lz7g1.png?width=108&crop=smart&auto=webp&s=7cb16c69a416ea7cf12b5ef7e0285becc049a571', 'width': 108}, {'height': 65, 'url': 'https://preview.redd.it/59w0vja4lz7g1.png?width=216&crop=smart&auto=webp... | ||
What should I expect to pay for colocating an 8x B200 GPU cluster in Texas? | 4 | I'm planning to self-host an AI compute cluster instead of burning cash on cloud GPU rentals, and I'm trying to get realistic numbers for colocation costs in Texas.
**My setup:**
* 8x NVIDIA B200 GPUs (192GB HBM3e each)
* \~7kW total power draw under full load
* 112 CPU cores, 2TB RAM, 33TB NVMe storage
* Will run 24... | 2025-12-18T16:07:19 | https://www.reddit.com/r/LocalLLaMA/comments/1ppuldu/what_should_i_expect_to_pay_for_colocating_an_8x/ | Captkn0wledge | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppuldu | false | null | t3_1ppuldu | /r/LocalLLaMA/comments/1ppuldu/what_should_i_expect_to_pay_for_colocating_an_8x/ | false | false | self | 4 | null |
Rate my setup - Nvidia P40 - Qwen3-Next-80b IQ2_XXL | 0 | Ok,
So my goal was to get a highly intelligent (if not extremely slow) model running on this dogshit hardware. I think I've optimized this as best as I can but I'm still tweaking it. I've mostly used this as an opportunity to spend several days exploring and better understanding how the LLM works (because my day j... | 2025-12-18T16:01:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ppufrd/rate_my_setup_nvidia_p40_qwen3next80b_iq2_xxl/ | PairOfRussels | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppufrd | false | null | t3_1ppufrd | /r/LocalLLaMA/comments/1ppufrd/rate_my_setup_nvidia_p40_qwen3next80b_iq2_xxl/ | false | false | self | 0 | null |
Fine-tuning Qwen3 at home to respond to any prompt with a dad joke | 107 | 2025-12-18T15:48:58 | https://nixiesearch.substack.com/p/fine-tuning-qwen3-at-home-to-respond | InvadersMustLive | nixiesearch.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1ppu4lc | false | null | t3_1ppu4lc | /r/LocalLLaMA/comments/1ppu4lc/finetuning_qwen3_at_home_to_respond_to_any_prompt/ | false | false | 107 | {'enabled': False, 'images': [{'id': 'aeJXUJD-EG13fwr7w155noLxr7JTSfAKwf9XG0w-u3s', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/aeJXUJD-EG13fwr7w155noLxr7JTSfAKwf9XG0w-u3s.jpeg?width=108&crop=smart&auto=webp&s=ba2003c62b82d9d18c9b32a113f39386b7f2da74', 'width': 108}, {'height': 108, 'url': '... | ||
Mistral released Mistral OCR 3: 74% overall win rate over Mistral OCR 2 on forms, scanned documents, complex tables, and handwriting. | 62 | Source: [https://mistral.ai/news/mistral-ocr-3](https://mistral.ai/news/mistral-ocr-3)
Mistral OCR 3 sets new benchmarks in both accuracy and efficiency, outperforming enterprise document processing solutions as well as AI-native OCR. | 2025-12-18T15:47:20 | https://www.reddit.com/gallery/1ppu35l | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ppu35l | false | null | t3_1ppu35l | /r/LocalLLaMA/comments/1ppu35l/mistral_released_mistral_ocr_3_74_overall_win/ | false | false | 62 | null | |
500Mb Guardrail Model that can run on the edge | 0 | [https://huggingface.co/tanaos/tanaos-guardrail-v1](https://huggingface.co/tanaos/tanaos-guardrail-v1)
A small but efficient Guardrail model that can run on edge devices without a GPU. Perfect to reduce latency and cut chatbot costs by hosting it on the same server as the chatbot backend.
By default, the model guards... | 2025-12-18T15:43:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pptz5i/500mb_guardrail_model_that_can_run_on_the_edge/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pptz5i | false | null | t3_1pptz5i | /r/LocalLLaMA/comments/1pptz5i/500mb_guardrail_model_that_can_run_on_the_edge/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'NdNFHdl4O6VweBAzYJtWzxkfp2aL64gVhqwyiAhGUBc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/NdNFHdl4O6VweBAzYJtWzxkfp2aL64gVhqwyiAhGUBc.png?width=108&crop=smart&auto=webp&s=55fa61e556a20396f52a39c3cf785ff5fbbcb1d6', 'width': 108}, {'height': 116, 'url': 'h... |
Is the RX 9070 XT interesting now, or should I go and buy the 5060 Ti 16GB instead? | 0 | Now I have RTX 5070 Ti and 5060 Ti 16GB RAM DDR5 32GB
Maybe buy a new one and use it per OCullink? Will it work
I heard that AMD Software is not very good, but I don't know how | 2025-12-18T15:18:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pptdr1/is_the_rx_9070_xt_interesting_now_or_should_i_go/ | HQBase | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pptdr1 | false | null | t3_1pptdr1 | /r/LocalLLaMA/comments/1pptdr1/is_the_rx_9070_xt_interesting_now_or_should_i_go/ | false | false | self | 0 | null |
Meta released Map-anything-v1: A universal transformer model for metric 3D reconstruction | 183 | Hugging face: [https://huggingface.co/facebook/map-anything-v1](https://huggingface.co/facebook/map-anything-v1)
It supports 12+ tasks like multi-view stereo and SfM in a single feed-forward pass
| 2025-12-18T15:05:22 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppt1xb | false | null | t3_1ppt1xb | /r/LocalLLaMA/comments/1ppt1xb/meta_released_mapanythingv1_a_universal/ | false | false | default | 183 | {'enabled': True, 'images': [{'id': 'go7lager9z7g1', 'resolutions': [{'height': 41, 'url': 'https://preview.redd.it/go7lager9z7g1.jpeg?width=108&crop=smart&auto=webp&s=0f37043cc82ca8ad76535182d2d0593a76d2dfe4', 'width': 108}, {'height': 83, 'url': 'https://preview.redd.it/go7lager9z7g1.jpeg?width=216&crop=smart&auto=we... | |
Thoughts on recent small (under 20B) models | 68 | Recently we're been graced with quite a few small (under 20B) models and I've tried most of them.
The initial benchmarks seemed a bit too good to be true, but I've tried them regardless.
* RNJ-1: this one had probably the most "honest" benchmark results. About as good as QWEN3 8B, which seems fair from my limited us... | 2025-12-18T14:55:45 | https://www.reddit.com/r/LocalLLaMA/comments/1ppstef/thoughts_on_recent_small_under_20b_models/ | surubel | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppstef | false | null | t3_1ppstef | /r/LocalLLaMA/comments/1ppstef/thoughts_on_recent_small_under_20b_models/ | false | false | self | 68 | null |
AI note takers across devices vs fully local setups | 4 | I’ve been going back and forth between building a fully local setup (Whisper plus a local LLM) and just using an AI note taker across devices. The local approach gives you full control, but it gets annoying when you want access to notes on both your laptop and phone without babysitting sync scripts.
Lately I’ve been u... | 2025-12-18T14:54:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ppsryi/ai_note_takers_across_devices_vs_fully_local/ | Cristiano1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppsryi | false | null | t3_1ppsryi | /r/LocalLLaMA/comments/1ppsryi/ai_note_takers_across_devices_vs_fully_local/ | false | false | self | 4 | null |
ByteDance released Seed 1.8, A generalized agentic model that can efficiently and accurately accomplish complex tasks in real-world scenarios. | 0 | Source: [https://seed.bytedance.com/en/seed1\_8](https://seed.bytedance.com/en/seed1_8)
| 2025-12-18T14:53:32 | https://www.reddit.com/gallery/1ppsrh5 | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ppsrh5 | false | null | t3_1ppsrh5 | /r/LocalLLaMA/comments/1ppsrh5/bytedance_released_seed_18_a_generalized_agentic/ | false | false | 0 | null | |
Rules About Posting | 1 | [removed] | 2025-12-18T14:42:54 | https://www.reddit.com/r/LocalLLaMA/comments/1ppsien/rules_about_posting/ | gookank | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppsien | false | null | t3_1ppsien | /r/LocalLLaMA/comments/1ppsien/rules_about_posting/ | false | false | self | 1 | null |
Hardware Advice for absolute n00b | 0 | Hey all, I'm a first year student majoring in CS, just learning (on my own) about local LLMs now and started running some on ollama. I'm a bit worried about my hardware setup though.
This is my current setup:
32GB (16x2) 600mhz36w DDR5 Corsair vengeance, 3090 & i7-13700KS on a gigabyte Z790 Aero G.
Now, I have an... | 2025-12-18T14:41:42 | https://www.reddit.com/r/LocalLLaMA/comments/1ppshdi/hardware_advice_for_absolute_n00b/ | catra-meowmeow | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppshdi | false | null | t3_1ppshdi | /r/LocalLLaMA/comments/1ppshdi/hardware_advice_for_absolute_n00b/ | false | false | self | 0 | null |
StatelessChatUI – A single HTML file for direct API access to LLMs | 14 | I built a minimal chat interface specifically for testing and debugging local LLM setups. It's a single HTML file – no installation, no backend, zero dependencies.
https://preview.redd.it/ado00ugo4z7g1.png?width=1165&format=png&auto=webp&s=314a44b22275dcfb34add1033c6dd130552ae66d
https://preview.redd.it/f1ihn8qs3z7g1... | 2025-12-18T14:39:21 | https://www.reddit.com/r/LocalLLaMA/comments/1ppsfdh/statelesschatui_a_single_html_file_for_direct_api/ | PromptInjection_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppsfdh | false | null | t3_1ppsfdh | /r/LocalLLaMA/comments/1ppsfdh/statelesschatui_a_single_html_file_for_direct_api/ | false | false | 14 | null | |
Built a blind LLM voting arena - Claude Sonnet 4.5 beating GPT-5.2 by community vote | 0 | I was constantly switching between models trying to figure out which worked best for different tasks. Built a blind testing tool to remove brand bias.
How it works:
\- Same prompt → 2 anonymous outputs
\- Vote for better response
\- After 50 votes, get personalized recommendations for YOUR use cases
Current le... | 2025-12-18T14:35:19 | https://www.reddit.com/r/LocalLLaMA/comments/1ppsbyv/built_a_blind_llm_voting_arena_claude_sonnet_45/ | Joozio | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppsbyv | false | null | t3_1ppsbyv | /r/LocalLLaMA/comments/1ppsbyv/built_a_blind_llm_voting_arena_claude_sonnet_45/ | false | false | self | 0 | null |
File Organizer Recommendation | 1 | [removed] | 2025-12-18T14:33:57 | https://www.reddit.com/r/LocalLLaMA/comments/1ppsau7/file_organizer_recommendation/ | gookank | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppsau7 | false | null | t3_1ppsau7 | /r/LocalLLaMA/comments/1ppsau7/file_organizer_recommendation/ | false | false | self | 1 | null |
I built a local-only AI upscaling & enhancement tool (Rendrflow) – No servers, runs entirely on your own hardware | 0 | Hi everyone,
I’ve been a long-time lurker here and I know this community values privacy and local inference above all else. While this isn't an LLM (it’s computer vision), I built this tool sharing the same philosophy that drives r/LocalLLaMA: keep the processing on your own device and off the cloud.
I wanted to share ... | 2025-12-18T14:32:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pps9ek/i_built_a_localonly_ai_upscaling_enhancement_tool/ | Fearless_Mushroom567 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pps9ek | false | null | t3_1pps9ek | /r/LocalLLaMA/comments/1pps9ek/i_built_a_localonly_ai_upscaling_enhancement_tool/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'wUNdreWK4YQV1JfUXmFyiyyZMKXB0m176cQh_qJF5mM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/wUNdreWK4YQV1JfUXmFyiyyZMKXB0m176cQh_qJF5mM.png?width=108&crop=smart&auto=webp&s=764fe46f98abbda78499afd56874bfcf41cb6957', 'width': 108}, {'height': 216, 'url': '... |
Personality ForgeBuilt a modular AI persona engine. It works. It’s live. I have no idea who I should be directing it towards. "i will not promote" just feedback. | 0 | I’m looking for direction, No comparisons or judgments or anything like that.
I’m a solo builder. No team, no VC, no company polish. I built this because I was frustrated with how brittle and messy AI behavior control usually is. I built a working AI persona engine that lets you create, swap, and run behavior driven A... | 2025-12-18T14:19:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ppryi1/personality_forgebuilt_a_modular_ai_persona/ | Upbeat_Reporter8244 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppryi1 | false | null | t3_1ppryi1 | /r/LocalLLaMA/comments/1ppryi1/personality_forgebuilt_a_modular_ai_persona/ | false | false | self | 0 | null |
Your preference on Prompt versioning | 0 | So I recently looked into prompt versioning and many argues that you need a dedicated prompt registry so that you can update the prompt without needing to re-build your code. This sounds nice and I feel like it takes inspiration from MLOps's model registry, but in my experience for applications that utilize structured ... | 2025-12-18T14:15:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pprvn2/your_preference_on_prompt_versioning/ | mtmttuan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pprvn2 | false | null | t3_1pprvn2 | /r/LocalLLaMA/comments/1pprvn2/your_preference_on_prompt_versioning/ | false | false | self | 0 | null |
Minification isn't obfuscation - Claude Code proves it | 0 | 2025-12-18T14:06:17 | https://martinalderson.com/posts/minification-isnt-obfuscation-claude-code-proves-it/ | malderson | martinalderson.com | 1970-01-01T00:00:00 | 0 | {} | 1pprniy | false | null | t3_1pprniy | /r/LocalLLaMA/comments/1pprniy/minification_isnt_obfuscation_claude_code_proves/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'tjpszYQGxfR0eI8c4pDpsT2k16IVICWxabfN8VOjFRo', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/tjpszYQGxfR0eI8c4pDpsT2k16IVICWxabfN8VOjFRo.png?width=108&crop=smart&auto=webp&s=033c96df6f1a9d31c80f5ea0796258a29f31fca4', 'width': 108}, {'height': 113, 'url': 'h... | |
Opinion: Prompt Engineering is Technical Debt (Why I stopped writing 3,000-token system prompts) | 0 | OP here. Following up on the "Confident Idiot" discussion last week.
I’ve come to a conclusion that might be controversial: **We are hitting the "Prompt Engineering Ceiling."**
We start with a simple instruction. Two weeks later, after fixing edge cases, we have a 3,000-token monolith full of "Do NOT do X" and comple... | 2025-12-18T14:00:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ppridq/opinion_prompt_engineering_is_technical_debt_why/ | Proud-Employ5627 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppridq | false | null | t3_1ppridq | /r/LocalLLaMA/comments/1ppridq/opinion_prompt_engineering_is_technical_debt_why/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'aVPMmsLTUtRr0q4ZE9N5L4pVQQYd5d_o74kH51MezIM', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/aVPMmsLTUtRr0q4ZE9N5L4pVQQYd5d_o74kH51MezIM.png?width=108&crop=smart&auto=webp&s=3e9add5a08bab7287cd6f6ffed6456555840fbfe', 'width': 108}, {'height': 216, 'url': '... |
How do you all evaluate "underrated" models? Benchmarks vs real-world use? | 5 | I've been noticing that underrated LLMs come up here pretty regularly, often a list of models. But reading those threads, it struck me that people often mean very different things by "underrated".
Some models look incredible on benchmarks but feel underwhelming in daily use, while others with little hype punch far a... | 2025-12-18T13:57:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pprg7j/how_do_you_all_evaluate_underrated_models/ | robbigo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pprg7j | false | null | t3_1pprg7j | /r/LocalLLaMA/comments/1pprg7j/how_do_you_all_evaluate_underrated_models/ | false | false | self | 5 | null |
opencode with Nemotron-3-Nano-30B-A3B vs Qwen3-Coder-30B-A3B vs gpt-oss-20b-mxfp4 | 0 | # [https://www.youtube.com/watch?v=eYzeDl-Xd48](https://www.youtube.com/watch?v=eYzeDl-Xd48)
[](https://www.youtube.com/@luigitech3169)
| 2025-12-18T13:50:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pprash/opencode_with_nemotron3nano30ba3b_vs/ | PotentialFunny7143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pprash | false | null | t3_1pprash | /r/LocalLLaMA/comments/1pprash/opencode_with_nemotron3nano30ba3b_vs/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Qh65S8sVHVuhyblpOFJ4sWXGE6_gj9h5FTvNdXA0bs0', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/Qh65S8sVHVuhyblpOFJ4sWXGE6_gj9h5FTvNdXA0bs0.jpeg?width=108&crop=smart&auto=webp&s=b58d776046f977eae67fecc359a8f3e4740ac2b6', 'width': 108}, {'height': 162, 'url': '... |
memory systems benchmarks seem way inflated, anyone else notice this? | 30 | been trying to add memory to my local llama setup and all these memory systems claim crazy good numbers but when i actually test them the results are trash.
started with mem0 cause everyone talks about it. their website says 80%+ accuracy but when i hooked it up to my local setup i got like 64%. thought maybe i screwe... | 2025-12-18T13:23:23 | https://www.reddit.com/r/LocalLLaMA/comments/1ppqp83/memory_systems_benchmarks_seem_way_inflated/ | FeelingWatercress871 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppqp83 | false | null | t3_1ppqp83 | /r/LocalLLaMA/comments/1ppqp83/memory_systems_benchmarks_seem_way_inflated/ | false | false | self | 30 | null |
New to the community | 1 | Hey, so I am really getting interested into LLM’s but I really dont know where to start. I’m running a basic rtx5060ti 16gb with 32gb ram, what should I do to start getting into this? | 2025-12-18T13:21:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ppqnt5/new_to_the_community/ | nigirislayer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppqnt5 | false | null | t3_1ppqnt5 | /r/LocalLLaMA/comments/1ppqnt5/new_to_the_community/ | false | false | self | 1 | null |
I got tired of guessing which model to use, so I built this | 0 | Hey everyone,
I've been working on a project called [modelator.ai](https://modelator.ai/). It helps you figure out which model actually works best for *your* specific use case, creates regression tests to notify you if it starts performing worse (or new models perform better!) and can even create endpoints in the app ... | 2025-12-18T13:17:13 | https://modelator.ai/ | Neat_Confidence_4166 | modelator.ai | 1970-01-01T00:00:00 | 0 | {} | 1ppqkix | false | null | t3_1ppqkix | /r/LocalLLaMA/comments/1ppqkix/i_got_tired_of_guessing_which_model_to_use_so_i/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'mnyW6zrW8cPAdQDiTnfw5UBdcY8DdHmNzFbWcTSpQw8', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/mnyW6zrW8cPAdQDiTnfw5UBdcY8DdHmNzFbWcTSpQw8.png?width=108&crop=smart&auto=webp&s=a7b47736a463fcb03bc3471467409f40444c4728', 'width': 108}, {'height': 113, 'url': 'h... |
llmux: LLM proxy that routes requests across providers | 0 | > LLM proxy that routes requests across Groq, Together, Cerebras, SambaNova, OpenRouter with automatic fallbacks.
Usage
```
curl http://localhost:3000/v1/chat/completions \
-H "Authorization: Bearer $LLMUX_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model": "llama-70b", "messages": [{"role": "user", ... | 2025-12-18T13:08:10 | init0 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppqdu0 | false | null | t3_1ppqdu0 | /r/LocalLLaMA/comments/1ppqdu0/llmux_llm_proxy_that_routes_requests_across/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'e281otzhoy7g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/e281otzhoy7g1.png?width=108&crop=smart&auto=webp&s=c7863ff6701c80ff8f70cb432bc32d0fefc7d954', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/e281otzhoy7g1.png?width=216&crop=smart&auto=web... | |
First Llama project please be gentle | 0 | First time working on a ai / project especially open sourced
Been following the guidelines to create ai assistant for kids to temporarily stop apps and secure their devices
Still not fully done as im learning python to tighten controls
Thoughts and advice appreciated | 2025-12-18T13:07:24 | https://www.reddit.com/gallery/1ppqdbe | Prior_Virus_7731 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ppqdbe | false | null | t3_1ppqdbe | /r/LocalLLaMA/comments/1ppqdbe/first_llama_project_please_be_gentle/ | false | false | 0 | null | |
Z-Image is now the default image model on HuggingChat | 39 | From Victor M (Hugging Face) on 𝕏: [https://x.com/victormustar/status/2001629770329858391](https://x.com/victormustar/status/2001629770329858391?s=20)
HuggingChat: [https://huggingface.co/chat/](https://huggingface.co/chat/) | 2025-12-18T13:01:20 | https://www.reddit.com/gallery/1ppq8pi | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ppq8pi | false | null | t3_1ppq8pi | /r/LocalLLaMA/comments/1ppq8pi/zimage_is_now_the_default_image_model_on/ | false | false | 39 | null | |
How to train FLUX LoRA on Google Colab T4 (Free/Low-cost) - No 4090 needed! | 2 | Since FLUX.1-dev is so VRAM-hungry (>24GB for standard training), many of us felt left out without a 3090/4090. I’ve put together a step-by-step tutorial on how to "hack" the process using Google's cloud GPUs (T4 works fine!).
I’ve modified two classic workflows to make them Flux-ready:
1. The Trainer: A modified Koh... | 2025-12-18T12:57:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ppq602/how_to_train_flux_lora_on_google_colab_t4/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppq602 | false | null | t3_1ppq602 | /r/LocalLLaMA/comments/1ppq602/how_to_train_flux_lora_on_google_colab_t4/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'lvZVQwYTigeMBDCb_JqvLy5MWCkgsSrRdAi6DYQwWQ8', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/lvZVQwYTigeMBDCb_JqvLy5MWCkgsSrRdAi6DYQwWQ8.jpeg?width=108&crop=smart&auto=webp&s=629184d93804061a383fdabb54dc334b483c3b5c', 'width': 108}, {'height': 162, 'url': '... |
AMD Radeon AI PRO R9700, worth getting it ? | 14 | So it seems that is the only 32GB card that is not overpriced & available & not on life support software wise. Anyone that has real personal and practical experience wit them, especially in a multi-card setup ? | 2025-12-18T12:52:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ppq2b9/amd_radeon_ai_pro_r9700_worth_getting_it/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppq2b9 | false | null | t3_1ppq2b9 | /r/LocalLLaMA/comments/1ppq2b9/amd_radeon_ai_pro_r9700_worth_getting_it/ | false | false | self | 14 | null |
What is the real deal with MI50 ? | 0 | So I've seen MI50 showing up literally everywhere for acceptable prices, but nobody seem to mention them anymore, ChatGPT says:
“Worth getting” vs other 32GB options (the real trade)
The MI50’s big upside is cheap used 32GB HBM2 + very high bandwidth for memory-bound stuff.
The MI50’s big downside (and it’s not sma... | 2025-12-18T12:45:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pppxec/what_is_the_real_deal_with_mi50/ | HumanDrone8721 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pppxec | false | null | t3_1pppxec | /r/LocalLLaMA/comments/1pppxec/what_is_the_real_deal_with_mi50/ | false | false | self | 0 | null |
What is the cheapest card for extra vram? | 1 | I don't even know is it a valid thing but i am wondering if i can make use of idle pci3 slots of motherboard.
Is the old cards like rtx 1000 2000 series can be used as extra vram for llm inference. I have rtx 5070 installed and could use a few extra gigs of vram. | 2025-12-18T12:37:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ppprra/what_is_the_cheapest_card_for_extra_vram/ | ikaganacar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppprra | false | null | t3_1ppprra | /r/LocalLLaMA/comments/1ppprra/what_is_the_cheapest_card_for_extra_vram/ | false | false | self | 1 | null |
NobodyWho: the simplest way to run local LLMs in python | 10 | It's an ergonomic high-level python library on top of llama.cpp
We add a bunch of need-to-have features on top of libllama.a, to make it much easier to build local LLM applications with GPU inference:
* GPU acceleration with Vulkan (or Metal on MacOS): skip wasting time with pytorch/cuda
* threaded execution with an ... | 2025-12-18T12:33:10 | https://github.com/nobodywho-ooo/nobodywho | ex-ex-pat | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ppposw | false | null | t3_1ppposw | /r/LocalLLaMA/comments/1ppposw/nobodywho_the_simplest_way_to_run_local_llms_in/ | false | false | default | 10 | {'enabled': False, 'images': [{'id': 'k_VaO9xVzDs6NTs0GJUhwW7HFwfE1xcIDpypCoxpI_M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/k_VaO9xVzDs6NTs0GJUhwW7HFwfE1xcIDpypCoxpI_M.png?width=108&crop=smart&auto=webp&s=2166e77fedef89ca762d5881beba0880b01b7a61', 'width': 108}, {'height': 108, 'url': 'h... |
What Would It Mean If Google Launched a New Gemma This Week? | 1 | I was reflecting, and this would certainly mean many things. Probably, if Google releases Gemma 4 today or tomorrow, we’ll see several consequences. I did some calculations so we can analyze this more deeply:
1 + 1 = 2
2 = Please, folks, release this already so we can enjoy Christmas doing fine-tuning and exploring ... | 2025-12-18T12:26:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pppk8w/what_would_it_mean_if_google_launched_a_new_gemma/ | thecalmgreen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pppk8w | false | null | t3_1pppk8w | /r/LocalLLaMA/comments/1pppk8w/what_would_it_mean_if_google_launched_a_new_gemma/ | false | false | self | 1 | null |
Does Devstral 2 Small Work with claude code? | 0 | Does Devstral 2 Small perform as good as the newly introduced Mistral Client On Claude code?
I already have claude code and claude code router so i was thinkng what is the point to install new Client. Did anyone have any exprience on this? | 2025-12-18T12:11:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pppahe/does_devstral_2_small_work_with_claude_code/ | lumos675 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pppahe | false | null | t3_1pppahe | /r/LocalLLaMA/comments/1pppahe/does_devstral_2_small_work_with_claude_code/ | false | false | self | 0 | null |
Which model is currently the best for writing uncensored erotic stories? | 0 | I'm currently using Dolphin-Mistral-24B-Venice-Edition. Is there a better one or not? | 2025-12-18T11:39:20 | https://www.reddit.com/r/LocalLLaMA/comments/1ppoq4j/which_model_is_currently_the_best_for_writing/ | n4t98blp27 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppoq4j | false | null | t3_1ppoq4j | /r/LocalLLaMA/comments/1ppoq4j/which_model_is_currently_the_best_for_writing/ | false | false | self | 0 | null |
Fast on-device Speech-to-text for Home Assistant (open source) | 65 | We just released [kroko-onnx-home-assistant ](https://github.com/orgs/kroko-ai/repositories) is a **local** streaming STT pipeline for home assistant.
It's currently just a fork of the excellent [https://github.com/ptbsare/sherpa-onnx-tts-stt](https://github.com/ptbsare/sherpa-onnx-tts-stt) with support for our models... | 2025-12-18T11:34:57 | https://github.com/kroko-ai/kroko-onnx-home-assistant | banafo | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ppongx | false | null | t3_1ppongx | /r/LocalLLaMA/comments/1ppongx/fast_ondevice_speechtotext_for_home_assistant/ | false | false | default | 65 | {'enabled': False, 'images': [{'id': '6PRNLd3TFMw1DCfYP7618_nVHzwQRPRrDRjMqQg7XGU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6PRNLd3TFMw1DCfYP7618_nVHzwQRPRrDRjMqQg7XGU.png?width=108&crop=smart&auto=webp&s=b63dab2379e5e06c3762d61c6aee5aa3728e118a', 'width': 108}, {'height': 108, 'url': 'h... |
GLM-V GGUF is out! | 38 | [https://huggingface.co/collections/ggml-org/glm-v](https://huggingface.co/collections/ggml-org/glm-v)
https://preview.redd.it/klip0rudzx7g1.png?width=3840&format=png&auto=webp&s=50865e4b0f1c5479683b40e8dc6fe68df02f03db
| 2025-12-18T10:45:27 | https://www.reddit.com/r/LocalLLaMA/comments/1ppntz9/glmv_gguf_is_out/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppntz9 | false | null | t3_1ppntz9 | /r/LocalLLaMA/comments/1ppntz9/glmv_gguf_is_out/ | false | false | 38 | null | |
Benchmarking AI by making it play a 2D version of Portal! We're building a leaderboard of local LLMs and would love your help | 25 | Hi r/LocalLLaMA! We are working on an open source, multiplayer game engine for building environments to train+evaluate AI.
Right now we've mostly focused on testing frontier models, but we want to get the local LLM community involved and benchmark smaller models on these gameplay tasks.
If that sounds interesting to ... | 2025-12-18T10:41:21 | https://v.redd.it/1n6etx97xx7g1 | Jaxkr | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppnrq5 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/1n6etx97xx7g1/DASHPlaylist.mpd?a=1768646495%2CNDMxMDExNDEyMTA2NDU1NWIwZDEzZDg5ZTMwZTM3MzY2NmFkNTk2MDAzY2IwNWZmMGQ2MzNmNGVlMDk2ZTc2Mg%3D%3D&v=1&f=sd', 'duration': 24, 'fallback_url': 'https://v.redd.it/1n6etx97xx7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1ppnrq5 | /r/LocalLLaMA/comments/1ppnrq5/benchmarking_ai_by_making_it_play_a_2d_version_of/ | false | false | 25 | {'enabled': False, 'images': [{'id': 'eGllMzM4YTd4eDdnMaGojmT3bbZo8yY3-KaCvnapuLu-He8EPgF2CzzXIlwS', 'resolutions': [{'height': 119, 'url': 'https://external-preview.redd.it/eGllMzM4YTd4eDdnMaGojmT3bbZo8yY3-KaCvnapuLu-He8EPgF2CzzXIlwS.png?width=108&crop=smart&format=pjpg&auto=webp&s=1854cac1765e765ec0dde122fec17e209c59... | |
BiCA: Effective Biomedical Dense Retrieval with Citation-Aware Hard Negatives | 3 | [HuggingFace](https://huggingface.co/collections/bisectgroup/bica)
[ArXiv](https://arxiv.org/abs/2511.08029)
New method of mining/retrieving hard negatives using citation networks and knowledge graphs. Interesting work for IR and RAG people. | 2025-12-18T10:36:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ppnou2/bica_effective_biomedical_dense_retrieval_with/ | Aware_Order49 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppnou2 | false | null | t3_1ppnou2 | /r/LocalLLaMA/comments/1ppnou2/bica_effective_biomedical_dense_retrieval_with/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': '1EOVNCAcdrNKj242eT0MtTxo98NYVNStDoUsngkKmN8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/1EOVNCAcdrNKj242eT0MtTxo98NYVNStDoUsngkKmN8.png?width=108&crop=smart&auto=webp&s=34ae4d1de23da9d59048a4a666373a6cdd8a404d', 'width': 108}, {'height': 116, 'url': 'h... |
Qwen3-Coder-REAP mxfp4 quant with custom imatrix dataset | 21 | Just posted my first model on huggingface.
[spectralyst/Qwen3-Coder-REAP-25B-A3B-MXFP4\_MOE-GGUF](https://huggingface.co/spectralyst/Qwen3-Coder-REAP-25B-A3B-MXFP4_MOE-GGUF)
It's a quant of cerebra's REAP of Qwen3-Coder-30B inspired by the original mxfp4 quant by [noctrex](https://huggingface.co/noctrex/Qwen3-C... | 2025-12-18T10:36:00 | https://www.reddit.com/r/LocalLLaMA/comments/1ppnoma/qwen3coderreap_mxfp4_quant_with_custom_imatrix/ | spectralyst | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppnoma | false | null | t3_1ppnoma | /r/LocalLLaMA/comments/1ppnoma/qwen3coderreap_mxfp4_quant_with_custom_imatrix/ | false | false | self | 21 | {'enabled': False, 'images': [{'id': 'IyQOGlhNJzixL7wCEZaFWufqNUa-we2eoCPGHrWe3WQ', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/IyQOGlhNJzixL7wCEZaFWufqNUa-we2eoCPGHrWe3WQ.png?width=108&crop=smart&auto=webp&s=dbf55d1c3f97cdb6e9564aacee31bfb3d4b52da4', 'width': 108}, {'height': 116, 'url': 'h... |
AI is great at answers, but terrible at uncertainty and that’s a bigger problem than hallucinations | 45 | Most of the criticism around LLMs focuses on hallucinations, wrong facts, or confidence issues but I think the deeper problem is AI is optimized to sound *certain*
In real work, the hardest moments are not when you need an answer. They’re when you don’t even know what the right question is yet
The messy parts: half-f... | 2025-12-18T10:32:06 | https://www.reddit.com/r/LocalLLaMA/comments/1ppnmca/ai_is_great_at_answers_but_terrible_at/ | Mediocre_Common_4126 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppnmca | false | null | t3_1ppnmca | /r/LocalLLaMA/comments/1ppnmca/ai_is_great_at_answers_but_terrible_at/ | false | false | self | 45 | null |
TIGER: Speech/Cinematic Sound Separation Demo | 18 | I stumbled upon this project that performs really well at separating the BG music, voice and effects from single audio. See for yourself: [https://cslikai.cn/TIGER/](https://cslikai.cn/TIGER/) | 2025-12-18T10:06:14 | https://v.redd.it/amc7d745sx7g1 | Warm-Professor-9299 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppn7t1 | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/amc7d745sx7g1/DASHPlaylist.mpd?a=1768644389%2CNWM2OTcxMGFkYzBiNDUwNjcxYzAyYTJlMmU0YmM4Y2Q0MjZlMmVlMWQyOTQ5MmVmNGVkNGEyMDVkNTNjOTZmNA%3D%3D&v=1&f=sd', 'duration': 79, 'fallback_url': 'https://v.redd.it/amc7d745sx7g1/CMAF_480.mp4?source=fallback', 'ha... | t3_1ppn7t1 | /r/LocalLLaMA/comments/1ppn7t1/tiger_speechcinematic_sound_separation_demo/ | false | false | 18 | {'enabled': False, 'images': [{'id': 'aTM2bmlqNDVzeDdnMcXLO7I6Oh1OfkJnF9rX2m0V5xuhWFP5rjp4KW7s81RB', 'resolutions': [{'height': 53, 'url': 'https://external-preview.redd.it/aTM2bmlqNDVzeDdnMcXLO7I6Oh1OfkJnF9rX2m0V5xuhWFP5rjp4KW7s81RB.png?width=108&crop=smart&format=pjpg&auto=webp&s=07165e21d84274fc7f93d8933978fb7dd522f... | |
An independent Korean researcher is trying to democratize LLM pretraining with a 1.5B model | 53 | I came across an open-source LLM project shared on LinkedIn and Hugging Face, and thought it might be interesting for this community.
An independent research engineer from Korea released Gumini, a Korean–English bilingual base LLM, and what caught my attention was the training setup:
* 1.5B parameters
* Only 3.14B tr... | 2025-12-18T09:42:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ppmut2/an_independent_korean_researcher_is_trying_to/ | o3omoomin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppmut2 | false | null | t3_1ppmut2 | /r/LocalLLaMA/comments/1ppmut2/an_independent_korean_researcher_is_trying_to/ | false | false | self | 53 | {'enabled': False, 'images': [{'id': '8464vKj5qvkGlVyv3ARp0hfoUkQfD1SfdDCwvWEg6Fc', 'resolutions': [{'height': 55, 'url': 'https://external-preview.redd.it/8464vKj5qvkGlVyv3ARp0hfoUkQfD1SfdDCwvWEg6Fc.png?width=108&crop=smart&auto=webp&s=3a002a18f653b817c911a42dcba253a8995a3384', 'width': 108}, {'height': 110, 'url': 'h... |
Small-scale LLM pretraining: a 1.5B bilingual model trained on 3.14B tokens | 1 | I came across an open-source LLM project recently and wanted to share it here for discussion.
It’s a Korean–English bilingual base model trained with a relatively small setup:
* 1.5B parameters
* \~3.14B training tokens
What I found interesting is the training philosophy.
Instead of scaling data and compute aggres... | 2025-12-18T09:40:34 | https://www.reddit.com/r/LocalLLaMA/comments/1ppmtvc/smallscale_llm_pretraining_a_15b_bilingual_model/ | o3omoomin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppmtvc | false | null | t3_1ppmtvc | /r/LocalLLaMA/comments/1ppmtvc/smallscale_llm_pretraining_a_15b_bilingual_model/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '8464vKj5qvkGlVyv3ARp0hfoUkQfD1SfdDCwvWEg6Fc', 'resolutions': [{'height': 55, 'url': 'https://external-preview.redd.it/8464vKj5qvkGlVyv3ARp0hfoUkQfD1SfdDCwvWEg6Fc.png?width=108&crop=smart&auto=webp&s=3a002a18f653b817c911a42dcba253a8995a3384', 'width': 108}, {'height': 110, 'url': 'h... |
An independent Korean researcher is trying to democratize LLM pretraining with a 1.5B model | 1 | [removed] | 2025-12-18T09:38:42 | https://www.reddit.com/r/LocalLLaMA/comments/1ppmsuk/an_independent_korean_researcher_is_trying_to/ | o3omoomin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppmsuk | false | null | t3_1ppmsuk | /r/LocalLLaMA/comments/1ppmsuk/an_independent_korean_researcher_is_trying_to/ | false | false | self | 1 | null |
~ 2k for a RTX Pro 6000? Scam? | 0 | I'm seeing multiple cards available for around the £2000 mark (or less). I was under the impression that these where £8000 cards so never even considered buying one.
In the UK these seem to be around the same price as some 4090's, is this a scam or have these cards just been used to mine crypto /LLM farms so wouldn't... | 2025-12-18T09:35:12 | Circxs | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppmr14 | false | null | t3_1ppmr14 | /r/LocalLLaMA/comments/1ppmr14/2k_for_a_rtx_pro_6000_scam/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '0mtr232wmx7g1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/0mtr232wmx7g1.jpeg?width=108&crop=smart&auto=webp&s=13e3c85dfdc8d18144ca5d420d00ecbfb4adf8dd', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/0mtr232wmx7g1.jpeg?width=216&crop=smart&auto=... | |
Quad Radeon 9700 XFX 32GB vs RTX 6000 PRO | 2 | Has anyone run LLMs on the Radeon 9700 XFX?
I've noticed in my country I can get the 32GB VRAM version for around $1800 each.
Four of these cards gives me 128GB of VRAM for $7200 which is... less than a single RTX 600 pro (96GB) for roughly $10000 usd.
I wonder whether it makes sense to go this route with the Quad ... | 2025-12-18T09:35:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ppmr06/quad_radeon_9700_xfx_32gb_vs_rtx_6000_pro/ | ChopSticksPlease | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppmr06 | false | null | t3_1ppmr06 | /r/LocalLLaMA/comments/1ppmr06/quad_radeon_9700_xfx_32gb_vs_rtx_6000_pro/ | false | false | 2 | null | |
Using self-enhancing SWE scaffolds make SLMs as good as frontier models | 0 | Recently a fast **Nemotron 3 Nano** has been published, and that the only SLM that gets a higher rating is GPT-OSS-20B. It's high in the rankings for statistical reasoning, code snippet writing, and instruction-following... While being mediocre in scientific thinking, long-context reasoning, agentic/terminal benchmarks... | 2025-12-18T09:24:11 | https://www.reddit.com/r/LocalLLaMA/comments/1ppml7r/using_selfenhancing_swe_scaffolds_make_slms_as/ | TomLucidor | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppml7r | false | null | t3_1ppml7r | /r/LocalLLaMA/comments/1ppml7r/using_selfenhancing_swe_scaffolds_make_slms_as/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'RVufpUx3tddh_BCVq7ZzBCU7nLRDZ_d0EprIuvN6J-E', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/RVufpUx3tddh_BCVq7ZzBCU7nLRDZ_d0EprIuvN6J-E.png?width=108&crop=smart&auto=webp&s=700f91dbca11e5a7030b915550ae877ef725a0d4', 'width': 108}, {'height': 120, 'url': 'h... |
LLM Interview Questions with Answers (GitHub Repo) | 2 | For anyone preparing for AI/ML interviews, having a solid understanding of **LLM concepts** is increasingly important.
This GitHub repository compiles **basic to medium level interview questions with answers**, covering topics such as:
* LLM inference
* Fine-tuning methods
* LLM architectures
* LLM pretraining
* Prom... | 2025-12-18T09:19:35 | https://github.com/KalyanKS-NLP/LLM-Interview-Questions-and-Answers-Hub | Dear-Success-1441 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ppmiqi | false | null | t3_1ppmiqi | /r/LocalLLaMA/comments/1ppmiqi/llm_interview_questions_with_answers_github_repo/ | false | false | default | 2 | null |
Need Help with Hardware Configuration | 1 | Hello, I need some help with hardware configurations. I want to deploy a RAG system that can be used my multiple users at the same time. It's basically a chatbot with a web interface.
I have a 10 000$ budget for hardware and was thinking of going for an hybrid approach.
I want to use cloud services for bigge... | 2025-12-18T09:18:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ppmi90/need_help_with_hardware_configuration/ | Glittering-Tart4271 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppmi90 | false | null | t3_1ppmi90 | /r/LocalLLaMA/comments/1ppmi90/need_help_with_hardware_configuration/ | false | false | self | 1 | null |
NVIDIA Publishes Complete Evaluation Recipe for Nemotron 3 Nano | 93 | 2025-12-18T09:03:01 | https://huggingface.co/blog/nvidia/nemotron-3-nano-evaluation-recipe | paf1138 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1ppm9xm | false | null | t3_1ppm9xm | /r/LocalLLaMA/comments/1ppm9xm/nvidia_publishes_complete_evaluation_recipe_for/ | false | false | default | 93 | {'enabled': False, 'images': [{'id': 'i9rG1D6xcH_2B9JTT5Ak5wKM4ExK483hNq6oNeOkRNo', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/i9rG1D6xcH_2B9JTT5Ak5wKM4ExK483hNq6oNeOkRNo.jpeg?width=108&crop=smart&auto=webp&s=9901b542cceb06d87a552cf7f01596314de4f49f', 'width': 108}, {'height': 216, 'url': ... | |
[Project] I built a local "System 2" VLM pipeline to mine Autonomous Driving data on a single RTX 3090 (No Cloud APIs). Beats CLIP recall by ~50%. | 14 | Hi everyone,
I’m an independent researcher working on Autonomous Vehicles. I wanted to solve the "Dark Data" problem—we have petabytes of driving logs, but finding the weird edge cases (e.g., a wheelchair on the road, sensor glare, passive construction zones) is incredibly hard.
Standard methods use metadata tags (to... | 2025-12-18T08:36:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pplvzz/project_i_built_a_local_system_2_vlm_pipeline_to/ | Pale_Location_373 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pplvzz | false | null | t3_1pplvzz | /r/LocalLLaMA/comments/1pplvzz/project_i_built_a_local_system_2_vlm_pipeline_to/ | false | false | self | 14 | null |
Have you tried Osaurus? How is it? | 0 | GitHub Link: [https://github.com/dinoki-ai/osaurus](https://github.com/dinoki-ai/osaurus)
Osaurus is an all-in-one LLM server for macOS. It combines:
MLX Runtime — Optimized local inference for Apple Silicon using MLX
Remote Providers — Connect to OpenAI, OpenRouter, Ollama, LM Studio, or any OpenAI-compatible API
O... | 2025-12-18T07:58:28 | https://v.redd.it/y6vh04iq4x7g1 | Difficult-Cap-7527 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pplbj9 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/y6vh04iq4x7g1/DASHPlaylist.mpd?a=1768636726%2COTQ0MDRjYzdmNWE4OWE4MTk0Yzc1MmU2YmVlYmFmNjVmNjY5MGZkYjBhNjgzNWYwMTU4Nzk4NzU1ZTg3MjQxYw%3D%3D&v=1&f=sd', 'duration': 24, 'fallback_url': 'https://v.redd.it/y6vh04iq4x7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pplbj9 | /r/LocalLLaMA/comments/1pplbj9/have_you_tried_osaurus_how_is_it/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'cTA3eTllZ3E0eDdnMYBFiiG43w3aFRHbaiyw3Mk3TakBtuNAOsy3NdHHJQJk', 'resolutions': [{'height': 74, 'url': 'https://external-preview.redd.it/cTA3eTllZ3E0eDdnMYBFiiG43w3aFRHbaiyw3Mk3TakBtuNAOsy3NdHHJQJk.png?width=108&crop=smart&format=pjpg&auto=webp&s=1d3c02317332f2ca70c01b7f8afa866178a51... | |
Gemini generating null image paths (index /0) - reproducible backend bug | 1 | [removed] | 2025-12-18T07:53:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ppl8xh/gemini_generating_null_image_paths_index_0/ | Nervous_Maybe2567 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppl8xh | false | null | t3_1ppl8xh | /r/LocalLLaMA/comments/1ppl8xh/gemini_generating_null_image_paths_index_0/ | false | false | self | 1 | null |
Gemini 3.0 backend regression: Hallucinating null paths (/image_generation_content/0) instead of serving assets | 1 | [removed] | 2025-12-18T07:51:25 | https://www.reddit.com/r/LocalLLaMA/comments/1ppl7uk/gemini_30_backend_regression_hallucinating_null/ | Nervous_Maybe2567 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppl7uk | false | null | t3_1ppl7uk | /r/LocalLLaMA/comments/1ppl7uk/gemini_30_backend_regression_hallucinating_null/ | false | false | self | 1 | null |
LLMs interacting with each other | 6 | I was interested to know how LLMs would interact with each other. So I created this small app that helps you simulate conversations. You can even assign a persona to an agent, have many agents in the conversation, and use APIs or locally deployed models. And it comes with a front-end.
Give this a try if you find it int... | 2025-12-18T07:48:46 | https://www.reddit.com/r/LocalLLaMA/comments/1ppl6hv/llms_interacting_with_each_other/ | CulturalReflection45 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppl6hv | false | null | t3_1ppl6hv | /r/LocalLLaMA/comments/1ppl6hv/llms_interacting_with_each_other/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'neg5TATZwr-4ISHPWLQusvi0_IU5_dckEaAaURfHRpU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/neg5TATZwr-4ISHPWLQusvi0_IU5_dckEaAaURfHRpU.png?width=108&crop=smart&auto=webp&s=b69541099339f16ce44e1cb63878c5df30bd5656', 'width': 108}, {'height': 108, 'url': 'h... |
Maestro – Run AI coding agents autonomously for days (Free/OSS) | 89 | Introducing a recent labor of love to the world... Maestro is a cross-platform desktop app for orchestrating your fleet of Al agents. Set them loose on complex tasks, check in from your phone, and let them work while you sleep. Free and open source:
[https://runmaestro.ai](https://runmaestro.ai/)
[https://github... | 2025-12-18T07:47:12 | pedramamini | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppl5mw | false | null | t3_1ppl5mw | /r/LocalLLaMA/comments/1ppl5mw/maestro_run_ai_coding_agents_autonomously_for/ | false | false | default | 89 | {'enabled': True, 'images': [{'id': '6wzh6jbg3x7g1', 'resolutions': [{'height': 57, 'url': 'https://preview.redd.it/6wzh6jbg3x7g1.png?width=108&crop=smart&auto=webp&s=320d85ee0adedc20a423a7e6bc5825385882bb67', 'width': 108}, {'height': 115, 'url': 'https://preview.redd.it/6wzh6jbg3x7g1.png?width=216&crop=smart&auto=web... | |
I wanna learn cuda and run local llm. | 0 | I want to understand first how these things are working, what the cuda is actually. I'm like mid fullstack web dev, not a senior, I can barely solve leetcode medium, but I decided to jump in.
So I need direct and clear advice to build PC to run llm loclally. based on my researches I think I can build intel core i5(wh... | 2025-12-18T07:30:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ppkwbf/i_wanna_learn_cuda_and_run_local_llm/ | Careless-Sir-1324 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppkwbf | false | null | t3_1ppkwbf | /r/LocalLLaMA/comments/1ppkwbf/i_wanna_learn_cuda_and_run_local_llm/ | false | false | self | 0 | null |
What abilities are LLMs still missing? | 0 | I saw some discussion online that besides code, these Large Models still lack effective groundbreaking economical impact although they seem awesome by looking the benchmarks.
What kind of task would you like models to be better at, or maybe some ability you think LLMs still definitely can’t do, but should. Forget abou... | 2025-12-18T07:21:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ppkrho/what_abilities_are_llms_still_missing/ | Wild-Difference-7827 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppkrho | false | null | t3_1ppkrho | /r/LocalLLaMA/comments/1ppkrho/what_abilities_are_llms_still_missing/ | false | false | self | 0 | null |
ChatGPT App Store launches with more than 50 applications | 0 | ChatGPT App Store launches with more than 50 apps
... | 2025-12-18T06:25:36 | https://www.ifun.de/chatgpt-app-store-startet-mit-mehr-als-50-anwendungen-271439/ | PPLA2011 | ifun.de | 1970-01-01T00:00:00 | 0 | {} | 1ppjutm | false | null | t3_1ppjutm | /r/LocalLLaMA/comments/1ppjutm/chatgpt_app_store_launches_with_more_than_50/ | false | false | default | 0 | null |
Is it safe to say Google is officially winning the AI race right now? The stats for Intelligence, Speed, and Price are wild. 🚀 | 0 | source: Artificial Analysis | 2025-12-18T06:20:28 | kev_11_1 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppjrrz | false | null | t3_1ppjrrz | /r/LocalLLaMA/comments/1ppjrrz/is_it_safe_to_say_google_is_officially_winning/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'x4l5zwmznw7g1', 'resolutions': [{'height': 31, 'url': 'https://preview.redd.it/x4l5zwmznw7g1.png?width=108&crop=smart&auto=webp&s=d416a4cc59959513c70d5d2c86840df73cfb7913', 'width': 108}, {'height': 63, 'url': 'https://preview.redd.it/x4l5zwmznw7g1.png?width=216&crop=smart&auto=webp... | |
Day 10: 21 Days of Building a Small Language Model: KV Cache | 39 | Welcome to Day 10 of 21 Days of Building a Small Language Model. The topic for today is the KV cache. Yesterday, we explored multi-head attention and how it allows models to look at sequences from multiple perspectives simultaneously. Today, we'll see why generating text would be impossibly slow without a clever optimi... | 2025-12-18T06:14:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ppjo5b/day_10_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppjo5b | false | null | t3_1ppjo5b | /r/LocalLLaMA/comments/1ppjo5b/day_10_21_days_of_building_a_small_language_model/ | false | false | 39 | null | |
Gemini 3 Flash | 0 | [Introducing Gemini 3 Flash: Benchmarks, global availability](https://blog.google/products/gemini/gemini-3-flash/) | 2025-12-18T06:03:31 | buntyshah2020 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppjhks | false | null | t3_1ppjhks | /r/LocalLLaMA/comments/1ppjhks/gemini_3_flash/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rdyx1za1lw7g1', 'resolutions': [{'height': 126, 'url': 'https://preview.redd.it/rdyx1za1lw7g1.png?width=108&crop=smart&auto=webp&s=13605b2a68d35a2eb4fbc456027dab687dc3dd45', 'width': 108}, {'height': 252, 'url': 'https://preview.redd.it/rdyx1za1lw7g1.png?width=216&crop=smart&auto=we... | |
Open-source tool to catch hidden reasoning flaws in local AI agents (even when outputs look safe) – early stage, feedback/PRs welcome! | 5 | Running local agents and noticing they can output "fine" results while the underlying reasoning is flawed, biased, or risky?
Built **Aroviq** – a lightweight verification engine that audits the thought process independently in real-time.
Standout bits:
* Clean-room checks (verifier sees only goal + proposed step)
* ... | 2025-12-18T06:00:08 | https://www.reddit.com/r/LocalLLaMA/comments/1ppjfe0/opensource_tool_to_catch_hidden_reasoning_flaws/ | Worldly_Major_4826 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppjfe0 | false | null | t3_1ppjfe0 | /r/LocalLLaMA/comments/1ppjfe0/opensource_tool_to_catch_hidden_reasoning_flaws/ | false | false | 5 | null | |
Llama.cpp server half as fast as CLI? | 5 | Pretty new to this but I get around 30 tokens/s if using the command line, but 15 tokens/s using the server. Is that about right or am I doing something wrong? | 2025-12-18T05:56:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ppjdc0/llamacpp_server_half_as_fast_as_cli/ | Head-Investigator540 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppjdc0 | false | null | t3_1ppjdc0 | /r/LocalLLaMA/comments/1ppjdc0/llamacpp_server_half_as_fast_as_cli/ | false | false | self | 5 | null |
Has anyone done extensive testing with reap releases? | 11 | I have only done some basic testing, but I am curious if anyone has done any extensive testing of reaped q4 and q8 releases vs non-reaped versions. | 2025-12-18T05:40:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ppj35l/has_anyone_done_extensive_testing_with_reap/ | SillyLilBear | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppj35l | false | null | t3_1ppj35l | /r/LocalLLaMA/comments/1ppj35l/has_anyone_done_extensive_testing_with_reap/ | false | false | self | 11 | null |
I had no idea testing uncensored LLMs will be so much fun | 0 | 2025-12-18T04:50:33 | 1BlueSpork | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ppi629 | false | null | t3_1ppi629 | /r/LocalLLaMA/comments/1ppi629/i_had_no_idea_testing_uncensored_llms_will_be_so/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ha27yfyy7w7g1', 'resolutions': [{'height': 164, 'url': 'https://preview.redd.it/ha27yfyy7w7g1.png?width=108&crop=smart&auto=webp&s=0c2d41ccba6f51faddc372975a46a06262a3e7b7', 'width': 108}, {'height': 328, 'url': 'https://preview.redd.it/ha27yfyy7w7g1.png?width=216&crop=smart&auto=we... | ||
5090 + 9700 pro? | 9 | I use koboldcpp to run the models and I was wondering if its possible to use a 5090 with the 9700 pro?
Currently using a 5090 and 4080 together. Would i experience much of a speed decrease by adding an AMD card into the mix if its even possible? | 2025-12-18T03:07:47 | https://www.reddit.com/r/LocalLLaMA/comments/1ppg80b/5090_9700_pro/ | Gringe8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppg80b | false | null | t3_1ppg80b | /r/LocalLLaMA/comments/1ppg80b/5090_9700_pro/ | false | false | self | 9 | null |
I want a new, free, and better model. But don't use it, because I don't want your AI Slop. | 0 | Hello, my name is LocalRRaMA, I love new free and completely open AI models. I only want the best ones, those that can handle the biggest challenges in the universe. The best code engineers in the world, who create Tetris with half a word as a prompt. But hey! Don't you dare use these models for anything, because I HAT... | 2025-12-18T02:57:04 | https://www.reddit.com/r/LocalLLaMA/comments/1ppg0bk/i_want_a_new_free_and_better_model_but_dont_use/ | CodeAnguish | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppg0bk | false | null | t3_1ppg0bk | /r/LocalLLaMA/comments/1ppg0bk/i_want_a_new_free_and_better_model_but_dont_use/ | false | false | self | 0 | null |
I need some suggestions | 0 | Hello everyone I need a llm that is uncensored and can fit in Emotional intelligence EQ for llm to get some suggestions based on real life scenario were it can help me to get based decision for example if eq is equal to open ai gpt 5 and kimi K2 that will be too good
Problem I am facing is I have 8 ram and decent mem... | 2025-12-18T02:55:45 | https://www.reddit.com/r/LocalLLaMA/comments/1ppfzdv/i_need_some_suggestions/ | tiny_boy774 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppfzdv | false | null | t3_1ppfzdv | /r/LocalLLaMA/comments/1ppfzdv/i_need_some_suggestions/ | false | false | self | 0 | null |
AMD mi250 for home lab? | 11 | Why is there no news on here of people using this gpu? It's available for a good price and is much newer than an MI50. Is there something that stops people from using it? It has pcie as far as I know so I'd ask here as I can't find the answer. | 2025-12-18T02:55:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ppfzc4/amd_mi250_for_home_lab/ | Massive-Question-550 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppfzc4 | false | null | t3_1ppfzc4 | /r/LocalLLaMA/comments/1ppfzc4/amd_mi250_for_home_lab/ | false | false | self | 11 | null |
What is the most anti-LLM future that you think could realistically happen? | 0 | Through legislation or otherwise. What do you think is possible?
Hating on A.I. for the sake of being A.I. seems to have expanded from the initial eyerolls into a full-blown movement, at least from what I see and hear.
Suppose it gains momentum and suppose a large enough number of regulators get elected by these grou... | 2025-12-18T02:52:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ppfwys/what_is_the_most_antillm_future_that_you_think/ | ForsookComparison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppfwys | false | null | t3_1ppfwys | /r/LocalLLaMA/comments/1ppfwys/what_is_the_most_antillm_future_that_you_think/ | false | false | self | 0 | null |
Rig | 1 | Just set up a rig for testing before i box it.
Rtx5070 16gb
MI50 32gb
Some random speeds:
rtx lm studio gpt-oss-20b 60->40tps
Mi llama.cpp gpt-oss-20b 100->60tps
Rtx lm studio qwen 4b 200 tps
Mi llama.cpp qwen 4b 100 tps
mi llama.cpp qwen30b a3 coder instruct 60->40 tps
-> as context increases tps falls, one shoting... | 2025-12-18T02:52:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ppfwx2/rig/ | Right_Weird9850 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppfwx2 | false | null | t3_1ppfwx2 | /r/LocalLLaMA/comments/1ppfwx2/rig/ | false | false | self | 1 | null |
Would this be a good rig that would last several years? | 2 | Hoping to do inference (should be okay, based on the specs) and trying to get into agentic stuff. Which I recognize the 16GB 5080 is a limiting factor there, but I could always expand later....
[https://www.excaliberpc.com/813136/msi-aegis-zs2-b9nvv-1409us-gaming.html?CID=product&AID=\_product](https://www.excaliberpc... | 2025-12-18T02:51:10 | https://www.reddit.com/r/LocalLLaMA/comments/1ppfw1z/would_this_be_a_good_rig_that_would_last_several/ | myfufu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppfw1z | false | null | t3_1ppfw1z | /r/LocalLLaMA/comments/1ppfw1z/would_this_be_a_good_rig_that_would_last_several/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'kufQor3XzEhrfcm68Zb6Gb4K0yU4g2K_wC2JPn0K1N0', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/kufQor3XzEhrfcm68Zb6Gb4K0yU4g2K_wC2JPn0K1N0.jpeg?width=108&crop=smart&auto=webp&s=4c2b5bacfc3f241be1d04851f12116db52c9b51c', 'width': 108}, {'height': 216, 'url': ... |
Qwen3 235B on 2 bit or MiniMax M2 reaped on 4xMI50? | 0 | Hi. What are your preference on those models for 4 MI50? I am looking for coding purposes.
I hope you can help me with insights. Thank you! | 2025-12-18T02:17:16 | https://www.reddit.com/r/LocalLLaMA/comments/1ppf7g2/qwen3_235b_on_2_bit_or_minimax_m2_reaped_on_4xmi50/ | evillarreal86 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppf7g2 | false | null | t3_1ppf7g2 | /r/LocalLLaMA/comments/1ppf7g2/qwen3_235b_on_2_bit_or_minimax_m2_reaped_on_4xmi50/ | false | false | self | 0 | null |
MiraTTS: High quality and fast TTS model | 139 | **MiraTTS** is a high quality LLM based TTS finetune that can generate audio at **100x** realtime and generate realistic and clear 48khz speech! I heavily optimized it using Lmdeploy and used [FlashSR](https://github.com/ysharma3501/FlashSR) to enhance the audio.
# Benefits of this repo
* Incredibly fast: As stated b... | 2025-12-18T01:55:55 | https://www.reddit.com/r/LocalLLaMA/comments/1pper90/miratts_high_quality_and_fast_tts_model/ | SplitNice1982 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pper90 | false | null | t3_1pper90 | /r/LocalLLaMA/comments/1pper90/miratts_high_quality_and_fast_tts_model/ | false | false | self | 139 | {'enabled': False, 'images': [{'id': '99yBlm8VdjQ2TFofq0Ziiq28Ry0RVrnBCefUFWTLSeA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/99yBlm8VdjQ2TFofq0Ziiq28Ry0RVrnBCefUFWTLSeA.png?width=108&crop=smart&auto=webp&s=54b72a412951ee892bec6be374ad28757793ad79', 'width': 108}, {'height': 108, 'url': 'h... |
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