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I built a tool that can interactively create diagrams with LLMs | 171 | Hey everyone,
I built an open-source tool that generates editable drawiodiagrams using LLMs.
This outputs actual XML. You can generate a base diagram, then manually drag/drop elements to fix it, or ask the LLM to refine specific parts.
I added native Ollama support so you can generate architecture diagra... | 2025-12-01T13:05:00 | https://v.redd.it/4hpwso9gcl4g1 | daweii | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbc99o | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/4hpwso9gcl4g1/DASHPlaylist.mpd?a=1767186314%2CYWM2MGQ5Zjc4Nzc3MzQ5ZmZlOTJjMTgxMWJhNmU0ODU4ODQ2NjNkMGVjYmYzMDZlZmRkNTIwMTkzZmFhNWMxOQ%3D%3D&v=1&f=sd', 'duration': 38, 'fallback_url': 'https://v.redd.it/4hpwso9gcl4g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pbc99o | /r/LocalLLaMA/comments/1pbc99o/i_built_a_tool_that_can_interactively_create/ | false | false | 171 | {'enabled': False, 'images': [{'id': 'MHhoMGF2OWdjbDRnMTZ-ggrpklnNsXE3h3FCcz0k2D7KroK_010AEhCs0S-l', 'resolutions': [{'height': 68, 'url': 'https://external-preview.redd.it/MHhoMGF2OWdjbDRnMTZ-ggrpklnNsXE3h3FCcz0k2D7KroK_010AEhCs0S-l.png?width=108&crop=smart&format=pjpg&auto=webp&s=1182da9f463af0e3cfab23dff64ccdf2358b2... | |
see this image its a sign that the old meathod is not going to work we saw same thing on claude and chatgpt non thinking model and thinking model is same and we need a new architecture now . we will see a growth no doubt but we will not going to see the jump we saw when the chatgpt introduced the | 0 | o series model | 2025-12-01T12:30:19 | Select_Dream634 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pbbj50 | false | null | t3_1pbbj50 | /r/LocalLLaMA/comments/1pbbj50/see_this_image_its_a_sign_that_the_old_meathod_is/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'lu40mdh96l4g1', 'resolutions': [{'height': 48, 'url': 'https://preview.redd.it/lu40mdh96l4g1.png?width=108&crop=smart&auto=webp&s=a69515fc4894fcb258e51efc48ce59d8d6123edf', 'width': 108}, {'height': 97, 'url': 'https://preview.redd.it/lu40mdh96l4g1.png?width=216&crop=smart&auto=webp... | |
Cline and Kimi K2 Thinking | 5 | Hi,
is someone else using a local instance of Kimi K2 Thinking with Cline in VS Code?
I'm using it for planning tasks, however I'm getting many "Invalid API Response" errors.
I'm using the most recent llama-server from llama.cpp with the --jinja flag.
Does someone know how to get rid of this? I thought Kimi K2 Thinking... | 2025-12-01T12:24:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pbbewy/cline_and_kimi_k2_thinking/ | HlddenDreck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbbewy | false | null | t3_1pbbewy | /r/LocalLLaMA/comments/1pbbewy/cline_and_kimi_k2_thinking/ | false | false | self | 5 | null |
Qwen2.5 14b Q1 or Qwen2.5 7b Q4 | 3 | I'm stuck between choosing these two in my project. I have heard that that higher parameter and lower quants should be preferred over lower parameter and high quants. Does that apply in this case too (Qwen2.5 14b Q1 or Qwen2.5 7b Q4), or will Q1 choke the 14b model into oblivion, making the 7b model better? | 2025-12-01T12:24:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pbbeti/qwen25_14b_q1_or_qwen25_7b_q4/ | Both-Ad3646 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbbeti | false | null | t3_1pbbeti | /r/LocalLLaMA/comments/1pbbeti/qwen25_14b_q1_or_qwen25_7b_q4/ | false | false | self | 3 | null |
AIDC-AI/Ovis-Image-7B · Hugging Face (A Text-to-Image model From Alibaba) | 13 | [https://huggingface.co/AIDC-AI/Ovis-Image-7B](https://huggingface.co/AIDC-AI/Ovis-Image-7B)
https://preview.redd.it/sjxa68vp4l4g1.png?width=2048&format=png&auto=webp&s=a4ac2b8c1cd35f0bf759549998e4e95c5234f5b0
| 2025-12-01T12:20:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pbbbwh/aidcaiovisimage7b_hugging_face_a_texttoimage/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbbbwh | false | null | t3_1pbbbwh | /r/LocalLLaMA/comments/1pbbbwh/aidcaiovisimage7b_hugging_face_a_texttoimage/ | false | false | 13 | null | |
Help me find a good model to finetune | 1 | Hi folks,
I'm considering finetuning a smaller model that we can deploy to the cloud, instead of increasing our API costs.
The thing is, our most demanding work requires very good textual understanding, and then we do the extraction of parts of that text (citations and such).
One of the other pain points is that we ... | 2025-12-01T12:02:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pbazo6/help_me_find_a_good_model_to_finetune/ | nunodonato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbazo6 | false | null | t3_1pbazo6 | /r/LocalLLaMA/comments/1pbazo6/help_me_find_a_good_model_to_finetune/ | false | false | self | 1 | null |
We were tired of guessing which local model to use for which query. built a speculative execution lib that figures it out (github) | 3 | So we've been running on-premise AI nodes for a while now. The thing that kept being difficult was to know which model was best for what. We put a variety of open source models on the nodes but then the customers didn't understand the differences either (and kept on comparing results with ChatGPT...). Basically, we wer... | 2025-12-01T11:59:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pbaxqi/we_were_tired_of_guessing_which_local_model_to/ | tech2biz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbaxqi | false | null | t3_1pbaxqi | /r/LocalLLaMA/comments/1pbaxqi/we_were_tired_of_guessing_which_local_model_to/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'kODWk5uClJwKjsYR1zyofgMBTqmfLe2GTBWURfYv7fM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/kODWk5uClJwKjsYR1zyofgMBTqmfLe2GTBWURfYv7fM.png?width=108&crop=smart&auto=webp&s=bf35f0b03b154ebefb725cc087f552a4f13960c9', 'width': 108}, {'height': 108, 'url': 'h... |
Got a good offer for 4xV100 32GB used - what should I keep in mind | 0 | One of our IT suppliers said he can give us a good deal for a server with 4XV100 32GB gpus. The motherboard is a PCI 3.0. 64gb DDR4 RAM. An old 8th gen i9 processor.
My use case is mostly llama.cpp for gpt-oss 120b, Qwen3 30B V Q6K, and 1 text & 1 image embedding model which I run via onnx.
Wondering if there are any... | 2025-12-01T11:55:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pbav43/got_a_good_offer_for_4xv100_32gb_used_what_should/ | regstuff | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbav43 | false | null | t3_1pbav43 | /r/LocalLLaMA/comments/1pbav43/got_a_good_offer_for_4xv100_32gb_used_what_should/ | false | false | self | 0 | null |
[Release] Vidi2 — ByteDance’s LMM for video understanding & creation (STG + temporal retrieval) | 14 | Given a text query, **Vidi2** finds the right timestamps *and* object boxes (“tubes”), with solid temporal retrieval and basic video QA. Repo ships the **VUE-STG** and **VUE-TR-V2** benchmarks + eval scripts; public demo is “coming very soon.”
* What it does: fine-grained **spatio-temporal grounding** \+ **temporal re... | 2025-12-01T11:51:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pbascu/release_vidi2_bytedances_lmm_for_video/ | freesysck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbascu | false | null | t3_1pbascu | /r/LocalLLaMA/comments/1pbascu/release_vidi2_bytedances_lmm_for_video/ | false | false | self | 14 | {'enabled': False, 'images': [{'id': 'vd8oCTr8I0MZnA7rAp4qLbPXyPIy3lsFfrS7S1vWcqU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/vd8oCTr8I0MZnA7rAp4qLbPXyPIy3lsFfrS7S1vWcqU.png?width=108&crop=smart&auto=webp&s=8abd1c8f7cec8d4a87c8f4285c444d2a0da560ea', 'width': 108}, {'height': 108, 'url': 'h... |
Finally DeepSeek supports interleave thinking | 91 | 2025-12-01T11:39:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pbal3o/finally_deepseek_supports_interleave_thinking/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbal3o | false | null | t3_1pbal3o | /r/LocalLLaMA/comments/1pbal3o/finally_deepseek_supports_interleave_thinking/ | false | false | 91 | null | ||
I wrote a kernel that makes sparse LLMs faster and smaller on consumer GPUs even at low sparsity. | 46 | Pruning LLMs hind of sucks. On GPUs, unstructured sparsity doesn’t really help. You don’t get memory savings, and you don’t get speed up. You always needed very high sparsity (the model breaks), some structure (2:4: very limiting, and the model is worse) or special hardware (good luck).
I built a new matrix format + G... | 2025-12-01T11:31:31 | https://www.reddit.com/r/LocalLLaMA/comments/1pbag5i/i_wrote_a_kernel_that_makes_sparse_llms_faster/ | vlejd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbag5i | false | null | t3_1pbag5i | /r/LocalLLaMA/comments/1pbag5i/i_wrote_a_kernel_that_makes_sparse_llms_faster/ | false | false | 46 | null | |
Deepseek v3.2 speciale, it has good benchmarks! | 126 | [https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Speciale](https://huggingface.co/deepseek-ai/DeepSeek-V3.2-Speciale) | 2025-12-01T11:30:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pbaf8x/deepseek_v32_speciale_it_has_good_benchmarks/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbaf8x | false | null | t3_1pbaf8x | /r/LocalLLaMA/comments/1pbaf8x/deepseek_v32_speciale_it_has_good_benchmarks/ | false | false | self | 126 | null |
[Tool] Local video-to-text backend + OpenWebUI tool (scene cuts + Whisper + Qwen3-VL, no API keys) | 8 | 2025-12-01T11:24:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pbabtp/tool_local_videototext_backend_openwebui_tool/ | Longjumping-Elk-7756 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbabtp | false | null | t3_1pbabtp | /r/LocalLLaMA/comments/1pbabtp/tool_local_videototext_backend_openwebui_tool/ | false | false | 8 | null | ||
Most enthusiasts won't be able to afford to run the largest or very large new open weight models at a reasonable speed | 0 | 192 gb of ram is 3k now and a rtx 6000pro costs 7500-8000usd and a mac studio with 512g of ram costs 9.5k... With RAM and GPU prices being this expensive and the SOTA models getting larger, by the end of 2026, you will have 1.5-2 trillion parameter open weight highly performant models. How will most enthusiasts be abl... | 2025-12-01T11:24:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pbabiv/most_enthusiasts_wont_be_able_to_afford_to_run/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pbabiv | false | null | t3_1pbabiv | /r/LocalLLaMA/comments/1pbabiv/most_enthusiasts_wont_be_able_to_afford_to_run/ | false | false | self | 0 | null |
DeepSeek-V3.2 | 2 | [https://huggingface.co/deepseek-ai/DeepSeek-V3.2](https://huggingface.co/deepseek-ai/DeepSeek-V3.2)
| 2025-12-01T11:09:17 | https://www.reddit.com/gallery/1pba2ev | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pba2ev | false | null | t3_1pba2ev | /r/LocalLLaMA/comments/1pba2ev/deepseekv32/ | false | false | 2 | null | |
deepseek-ai/DeepSeek-V3.2 · Hugging Face | 966 | # Introduction
We introduce **DeepSeek-V3.2**, a model that harmonizes high computational efficiency with superior reasoning and agent performance. Our approach is built upon three key technical breakthroughs:
1. **DeepSeek Sparse Attention (DSA):** We introduce DSA, an efficient attention mechanism that substantiall... | 2025-12-01T11:01:43 | https://huggingface.co/deepseek-ai/DeepSeek-V3.2 | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pb9xm3 | false | null | t3_1pb9xm3 | /r/LocalLLaMA/comments/1pb9xm3/deepseekaideepseekv32_hugging_face/ | false | false | default | 966 | {'enabled': False, 'images': [{'id': '2DgE6Nx11cfl0KA4q_jdWtEOsZKhXgwGdD7Iw7jyvX8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/2DgE6Nx11cfl0KA4q_jdWtEOsZKhXgwGdD7Iw7jyvX8.png?width=108&crop=smart&auto=webp&s=3afbeb57618ebcfc23ec53bda7521a8ef149969d', 'width': 108}, {'height': 116, 'url': 'h... |
deepseek-ai/DeepSeek-V3.2 · Hugging Face | 184 | 2025-12-01T10:59:20 | https://huggingface.co/deepseek-ai/DeepSeek-V3.2 | minpeter2 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pb9vzg | false | null | t3_1pb9vzg | /r/LocalLLaMA/comments/1pb9vzg/deepseekaideepseekv32_hugging_face/ | false | false | 184 | {'enabled': False, 'images': [{'id': '2DgE6Nx11cfl0KA4q_jdWtEOsZKhXgwGdD7Iw7jyvX8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/2DgE6Nx11cfl0KA4q_jdWtEOsZKhXgwGdD7Iw7jyvX8.png?width=108&crop=smart&auto=webp&s=3afbeb57618ebcfc23ec53bda7521a8ef149969d', 'width': 108}, {'height': 116, 'url': 'h... | ||
Cyber Monday - Any actual ''deals'' for GPUs? | 3 | Wondering if you are aware of any deals online for Cyber Monday. Most ''deals'' I see are basically the same prices as they were before but just with a ''Cyber Monday'' tag. Thanks! | 2025-12-01T10:51:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pb9rk0/cyber_monday_any_actual_deals_for_gpus/ | Virtual_Attitude2025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb9rk0 | false | null | t3_1pb9rk0 | /r/LocalLLaMA/comments/1pb9rk0/cyber_monday_any_actual_deals_for_gpus/ | false | false | self | 3 | null |
How many of you are using opencode? | 6 | Ordered my new rig, mainly for using local LLMs. Just curious to know your current tech stack. I am planning to replace the anthropic/vscode approach with opencode and qwen 3 coder | 2025-12-01T10:49:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pb9q3q/how_many_of_you_are_using_opencode/ | TheTrueGen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb9q3q | false | null | t3_1pb9q3q | /r/LocalLLaMA/comments/1pb9q3q/how_many_of_you_are_using_opencode/ | false | false | self | 6 | null |
CoT Isn’t a Feature. It’s a Cage. | 0 | Today I posted something on Reddit.
I had written my thoughts in Korean, then asked ChatGPT to organize them, refine them, and translate the whole thing into English.
And in the end… my post got removed because it looked like AI-generated copy & paste.
It felt strange. A bit frustrating, honestly.
That moment made me... | 2025-12-01T10:40:17 | Echo_OS | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pb9krp | false | null | t3_1pb9krp | /r/LocalLLaMA/comments/1pb9krp/cot_isnt_a_feature_its_a_cage/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'mus7qk10nk4g1', 'resolutions': [{'height': 162, 'url': 'https://preview.redd.it/mus7qk10nk4g1.jpeg?width=108&crop=smart&auto=webp&s=736e612c98651cf4eedafab60b1f0d63a66ae306', 'width': 108}, {'height': 324, 'url': 'https://preview.redd.it/mus7qk10nk4g1.jpeg?width=216&crop=smart&auto=... | |
Why does GLM 4.6 behave so differently between Z.ai and Venice.ai? Is the local version uncensored? | 0 | I’ve been experimenting with GLM 4.6 through both the Z.ai chat interface and Venice.ai, and the difference in responses is stark. On Venice, the model feels completely uncensored: no guardrails, no refusals to answer sensitive or controversial questions. but on Z.ai, it clams up and refuses to engage with the same pro... | 2025-12-01T10:39:57 | https://www.reddit.com/r/LocalLLaMA/comments/1pb9kkt/why_does_glm_46_behave_so_differently_between_zai/ | Luffy_95 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb9kkt | false | null | t3_1pb9kkt | /r/LocalLLaMA/comments/1pb9kkt/why_does_glm_46_behave_so_differently_between_zai/ | false | false | self | 0 | null |
model: support Ministral3 by ngxson · Pull Request #17644 · ggml-org/llama.cpp | 63 | Looks like there will be 0-day support for Ministral in llama.cpp too | 2025-12-01T10:11:43 | https://github.com/ggml-org/llama.cpp/pull/17644 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pb943m | false | null | t3_1pb943m | /r/LocalLLaMA/comments/1pb943m/model_support_ministral3_by_ngxson_pull_request/ | false | false | default | 63 | {'enabled': False, 'images': [{'id': 'Qgcy1T0XaVi_myckNkZ5FtZbwlkaUdzehWhwNkBtflY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Qgcy1T0XaVi_myckNkZ5FtZbwlkaUdzehWhwNkBtflY.png?width=108&crop=smart&auto=webp&s=de5241b3e86a5773d58439d7dfad7dc59a23290d', 'width': 108}, {'height': 108, 'url': 'h... |
Karpathy/reader3 — self-hosted EPUB reader for LLM-assisted reading | 32 | 2025-12-01T09:56:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pb8v2u/karpathyreader3_selfhosted_epub_reader_for/ | freesysck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb8v2u | false | null | t3_1pb8v2u | /r/LocalLLaMA/comments/1pb8v2u/karpathyreader3_selfhosted_epub_reader_for/ | false | false | 32 | null | ||
Blueprint for Building Autoregressive TTS | 1 | [removed] | 2025-12-01T09:36:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pb8ke7/blueprint_for_building_autoregressive_tts/ | asiff00 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb8ke7 | false | null | t3_1pb8ke7 | /r/LocalLLaMA/comments/1pb8ke7/blueprint_for_building_autoregressive_tts/ | false | false | self | 1 | null |
How do you approach reliability and debugging when building AI workflows or agent systems? | 0 | I’m trying to understand how people working with AI workflows or agent systems handle things like unexpected model behavior, reliability issues, or debugging steps.
Not looking to promote anything — just genuinely interested in how others structure their process.
What’s the most frustrating or time-consuming part for... | 2025-12-01T09:10:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pb85tz/how_do_you_approach_reliability_and_debugging/ | Emotional-Fee4427 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb85tz | false | null | t3_1pb85tz | /r/LocalLLaMA/comments/1pb85tz/how_do_you_approach_reliability_and_debugging/ | false | false | self | 0 | null |
How do you approach reliability and debugging when building AI workflows or agent systems? | 1 | I’m trying to understand how people working with AI workflows or agent systems handle things like unexpected model behavior, reliability issues, or debugging steps.
Not looking to promote anything — just genuinely interested in how others structure their process.
What’s the most frustrating or time-consuming part for... | 2025-12-01T09:03:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pb81we/how_do_you_approach_reliability_and_debugging/ | Intelligent-Tart2505 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb81we | false | null | t3_1pb81we | /r/LocalLLaMA/comments/1pb81we/how_do_you_approach_reliability_and_debugging/ | false | false | self | 1 | null |
How do you approach reliability and debugging when building AI workflows or agent systems? | 1 | [removed] | 2025-12-01T08:51:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pb7v2j/how_do_you_approach_reliability_and_debugging/ | Thin-Factor-6457 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb7v2j | false | null | t3_1pb7v2j | /r/LocalLLaMA/comments/1pb7v2j/how_do_you_approach_reliability_and_debugging/ | false | false | self | 1 | null |
Gemini 3 API Tutorial: Automating Data Analysis With Gemini 3 Pro and LangGraph | 0 | In this project-based tutorial, I will show you how to use the Gemini 3 API to build multi-agent applications that use a CSV dataset provided by the user and perform deep data analytics.
In short, the multi-agent app will perform:
* **Simple analytics**: Quickly explore the dataset structure and basics.
* **Code gen... | 2025-12-01T08:50:05 | https://www.datacamp.com/tutorial/gemini-3-api-tutorial | kingabzpro | datacamp.com | 1970-01-01T00:00:00 | 0 | {} | 1pb7uc7 | false | null | t3_1pb7uc7 | /r/LocalLLaMA/comments/1pb7uc7/gemini_3_api_tutorial_automating_data_analysis/ | false | false | default | 0 | null |
Upcoming vllm Mistral Large 3 support | 143 | 2025-12-01T08:27:38 | https://github.com/vllm-project/vllm/pull/29757 | brown2green | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pb7i6d | false | null | t3_1pb7i6d | /r/LocalLLaMA/comments/1pb7i6d/upcoming_vllm_mistral_large_3_support/ | false | false | default | 143 | {'enabled': False, 'images': [{'id': '3kkJBT6LzSWLFjvnTMUkLMsNU4IL09qtTW7VM1HkHgk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/3kkJBT6LzSWLFjvnTMUkLMsNU4IL09qtTW7VM1HkHgk.png?width=108&crop=smart&auto=webp&s=e8a2a82f0a81f7122564fc6769a5544fe00b328c', 'width': 108}, {'height': 108, 'url': 'h... | |
What’s your biggest challenge when working with AI workflows or agents? | 0 | Hey everyone,
we’re currently researching how AI teams and automation builders work with AI workflows and agents in real projects. Our goal is to understand where the biggest problems occur – whether it's reliability, debugging, drift, unexpected behavior, or workflow stability.
If you want to dive deeper into the di... | 2025-12-01T08:26:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pb7hrk/whats_your_biggest_challenge_when_working_with_ai/ | Thin-Factor-6457 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb7hrk | false | null | t3_1pb7hrk | /r/LocalLLaMA/comments/1pb7hrk/whats_your_biggest_challenge_when_working_with_ai/ | false | false | self | 0 | null |
I built a bunch of AI tools that run entirely in your browser with zero uploads | 1 | [removed] | 2025-12-01T08:19:04 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1pb7dct | false | null | t3_1pb7dct | /r/LocalLLaMA/comments/1pb7dct/i_built_a_bunch_of_ai_tools_that_run_entirely_in/ | false | false | default | 1 | null | ||
Is there any free AI website that i can feed my pictures or pdf file and it generates csv flashcards file based on that? | 0 | # Is there any free AI website that i can feed my pictures or pdf file and it generates csv flashcards file based on that? [](/r/ArtificialInteligence/?f=flair_name%3A%22Tool%20Request%22) | 2025-12-01T07:32:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pb6muf/is_there_any_free_ai_website_that_i_can_feed_my/ | FatFigFresh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb6muf | false | null | t3_1pb6muf | /r/LocalLLaMA/comments/1pb6muf/is_there_any_free_ai_website_that_i_can_feed_my/ | false | false | self | 0 | null |
Anyone else using small “prompt modules” with local models? Here are a few I’ve been testing. | 0 | I’ve been playing with local models a lot recently (LLaMA, Mistral, Qwen, Hermes, etc.) and something interesting happened:
the thing that improved my workflow the most wasn’t a new model — it was building a few reusable prompt modules.
Not big chains.
Not agents.
Just small reusable blocks I paste in when I hit... | 2025-12-01T07:31:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pb6mlh/anyone_else_using_small_prompt_modules_with_local/ | Professional-Rest138 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb6mlh | false | null | t3_1pb6mlh | /r/LocalLLaMA/comments/1pb6mlh/anyone_else_using_small_prompt_modules_with_local/ | false | false | self | 0 | null |
What’s the biggest headache you’ve run into with autonomous agents so far? | 3 | Hey everyone,
I’ve been tinkering with different local setups for autonomous agents lately, and I’m curious how others are experiencing it.
For me, the biggest pain point hasn’t been the model itself it’s the “agent logic” going rogue. Sometimes it over-optimizes something totally useless, sometimes it just loops fo... | 2025-12-01T07:18:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pb6elj/whats_the_biggest_headache_youve_run_into_with/ | AgentAiLeader | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb6elj | false | null | t3_1pb6elj | /r/LocalLLaMA/comments/1pb6elj/whats_the_biggest_headache_youve_run_into_with/ | false | false | self | 3 | null |
Questions about parameter size & quantization | 3 | If I run two models under same VRAM usage (e.g. Gemma 3 4b in Q8 and Gemma3 12b in Q2)
Which would be smarter / faster ?
What are the strengths of the two? | 2025-12-01T07:05:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pb677y/questions_about_parameter_size_quantization/ | LeastExperience1579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb677y | false | null | t3_1pb677y | /r/LocalLLaMA/comments/1pb677y/questions_about_parameter_size_quantization/ | false | false | self | 3 | null |
Anyone fine-tuned facebookresearch/omnilingual-asr? Looking for guidance or codebase | 1 | Hi everyone,
Has anyone here fine-tuned **facebookresearch/omnilingual-asr** for a new language or custom dataset?
I’m trying to set up a full fine-tuning pipeline (data prep → training → evaluation), but the official repo doesn’t provide much detail on adapting the model. If you’ve done it before, could you share:
... | 2025-12-01T07:04:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pb66qm/anyone_finetuned_facebookresearchomnilingualasr/ | Outside_Solid5371 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb66qm | false | null | t3_1pb66qm | /r/LocalLLaMA/comments/1pb66qm/anyone_finetuned_facebookresearchomnilingualasr/ | false | false | self | 1 | null |
Introducing Codex Kaioken – the Codex CLI fork with subagents, plan mode UX, indexing and manual checkpoints and restoring. | 1 | I’ve been missing richer UX in the default Codex CLI, so I forked it into Codex Kaioken. It keeps all the upstream features but adds:
* Real-time subagent panes that stream tool calls, diffs, and timers as they happen
* Plan-first mode (toggle with /plan or Shift+Tab) with a cyan composer and feedback loops before exe... | 2025-12-01T06:59:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pb63bb/introducing_codex_kaioken_the_codex_cli_fork_with/ | No-Point1424 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb63bb | false | null | t3_1pb63bb | /r/LocalLLaMA/comments/1pb63bb/introducing_codex_kaioken_the_codex_cli_fork_with/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'qASlYgFWu1LDtmI29w3a80aLeCufEAFgSs4ZVYrr8i4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qASlYgFWu1LDtmI29w3a80aLeCufEAFgSs4ZVYrr8i4.png?width=108&crop=smart&auto=webp&s=4f5c7798d5c3190a5c536e4c511c11af1be1d610', 'width': 108}, {'height': 108, 'url': 'h... |
Nvidia cards using too much VRAM? | 5 | So I've been running on a 7900 XTX + 6800 XT until uh, yesterday. This combo had 40GB of VRAM and I was able to load and run 37GB Models fine even with like 32K context. It just... Worked. It was fast too.
I just upgraded to a 5090 + 5060 Ti 16GB because I wanted mainly some more gaming oomf and it was still 8GB more ... | 2025-12-01T06:30:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pb5ljp/nvidia_cards_using_too_much_vram/ | Maxumilian | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb5ljp | false | null | t3_1pb5ljp | /r/LocalLLaMA/comments/1pb5ljp/nvidia_cards_using_too_much_vram/ | false | false | self | 5 | null |
Looking for a cheaper GPU platform for multi modal AI work | 11 | Does anyone know a cheaper and reliable option? I am working on an AI project that involves video frame analysis and some audio preprocessing, so I need a GPU that can handle mixed workloads without timing out.
If anyone here is running similar workloads, which GPU platforms are giving you the best price to performan... | 2025-12-01T06:18:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pb5e8l/looking_for_a_cheaper_gpu_platform_for_multi/ | AgentSad427 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb5e8l | false | null | t3_1pb5e8l | /r/LocalLLaMA/comments/1pb5e8l/looking_for_a_cheaper_gpu_platform_for_multi/ | false | false | self | 11 | null |
Deepseek new version model now in their website! | 12 | [https://www.deepseek.com/](https://www.deepseek.com/) spotted on their anouncement account
Deepseek线上模型已更新版本，欢迎大家测试和反馈。
| 2025-12-01T06:11:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pb59y2/deepseek_new_version_model_now_in_their_website/ | Famous-Associate-436 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb59y2 | false | null | t3_1pb59y2 | /r/LocalLLaMA/comments/1pb59y2/deepseek_new_version_model_now_in_their_website/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': 'ATv0zz01qANPtOPUl4fv-lNGLnkOdMXv4djDrngzuFc', 'resolutions': [{'height': 57, 'url': 'https://external-preview.redd.it/ATv0zz01qANPtOPUl4fv-lNGLnkOdMXv4djDrngzuFc.jpeg?width=108&crop=smart&auto=webp&s=7c3aac0cf09bf374144b75e0519925ba6b83e0ac', 'width': 108}, {'height': 115, 'url': '... |
Built version control + GEO for prompts -- making them discoverable by AI engines, not just humans" | 0 | After months of serious prompt engineering, I hit a wall with tooling.
My problems:
\- Lost track of which prompt version actually worked
\- No way to prove I created something vs. copied it
\- Prompts scattered across 12 different docs
\- Zero portfolio to show employers/clients
\- No infrastructure for AI eng... | 2025-12-01T06:09:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pb58yt/built_version_control_geo_for_prompts_making_them/ | zmilesbruce | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb58yt | false | null | t3_1pb58yt | /r/LocalLLaMA/comments/1pb58yt/built_version_control_geo_for_prompts_making_them/ | false | false | self | 0 | null |
Free, multi-model coding assistant you can run locally (Victor, Apache 2.0) | 9 | I’ve been working on Victor, a terminal-first coding assistant that lets multiple models collaborate (draft → review → refine), and it runs fully local if you want. No
monetization, Apache 2.0, and you can mix local + cloud providers or stay offline.
\- Works with local backends (Ollama, LM Studio, vLLM) and ca... | 2025-12-01T06:06:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pb579l/free_multimodel_coding_assistant_you_can_run/ | vjsingh1984 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb579l | false | null | t3_1pb579l | /r/LocalLLaMA/comments/1pb579l/free_multimodel_coding_assistant_you_can_run/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': '14gP_dF8HeIxBYEtfNOPWzVFjmHNT33hrF6-v5lHKSU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/14gP_dF8HeIxBYEtfNOPWzVFjmHNT33hrF6-v5lHKSU.png?width=108&crop=smart&auto=webp&s=bc077dc6307b9fe4feb6aea9d6a70e6b1ca87e1e', 'width': 108}, {'height': 108, 'url': 'h... |
OpenAi not must be Afraid!! | 1 | [removed] | 2025-12-01T06:01:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pb53jg/openai_not_must_be_afraid/ | Icy_Resolution8390 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb53jg | false | null | t3_1pb53jg | /r/LocalLLaMA/comments/1pb53jg/openai_not_must_be_afraid/ | false | false | self | 1 | null |
[2511.23404] LFM2 Technical Report | 22 | 2025-12-01T05:39:01 | https://arxiv.org/abs/2511.23404 | Thrumpwart | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1pb4pbm | false | null | t3_1pb4pbm | /r/LocalLLaMA/comments/1pb4pbm/251123404_lfm2_technical_report/ | false | false | default | 22 | null | |
[POST] A New Intelligence Metric: Why “How Many Workers Does AI Replace?” Is the Wrong Question | 0 |
For years, AI discussions have been stuck in the same frame:
“How many humans does this replace?”
“How many workflows can it automate?”
“How many agents does it run?”
This entire framing is outdated.
It treats AI as if it were a faster human.
But AI does not operate like a human, and it never has.
The right questi... | 2025-12-01T04:22:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pb37qj/post_a_new_intelligence_metric_why_how_many/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb37qj | false | null | t3_1pb37qj | /r/LocalLLaMA/comments/1pb37qj/post_a_new_intelligence_metric_why_how_many/ | false | false | self | 0 | null |
Looking for High-Quality Open-Source Local TTS That’s Faster Than IndexTTS2 | 23 | Me and my cousin have been using IndexTTS2 for a while and really like the voice quality, it sounds natural and expressive. The only issue is that it’s slow. He’s getting around 1.6 RTF on his 3090, which makes it hard to generate longer audio efficiently (we work with long audio, not real-time use).
We’ve also tried ... | 2025-12-01T04:21:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pb37b7/looking_for_highquality_opensource_local_tts/ | TomNaughtyy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb37b7 | false | null | t3_1pb37b7 | /r/LocalLLaMA/comments/1pb37b7/looking_for_highquality_opensource_local_tts/ | false | false | self | 23 | null |
Build a local AI server with backup | 0 | A company that I support wants a local backup SQL server. I have everything in the cloud for 5 years no issues.
I told them it's a waste but if you let me build a local AI server I will feed it company data and we can use it to develop documents, proposals, review docs, etc. we also can make it a backup server for the... | 2025-12-01T04:04:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pb2um6/build_a_local_ai_server_with_backup/ | carcaliguy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb2um6 | false | null | t3_1pb2um6 | /r/LocalLLaMA/comments/1pb2um6/build_a_local_ai_server_with_backup/ | false | false | self | 0 | null |
Biggest model possible models on non-cool HW (Like 8GB VRAM/64gb RAM) | 0 | This is a question interesting to know for all the 'poor-mans-AI' ppl out there.
Biggest and best in terms of popularity is no doubt Qwen-80B-A3B & gpt-oss-120b
*But what else?* Even at much lower token/s than in the two goto models above there must be something bigger that still runs yet slowly? Have been readi... | 2025-12-01T03:41:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pb2dz3/biggest_model_possible_models_on_noncool_hw_like/ | Mangleus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pb2dz3 | false | null | t3_1pb2dz3 | /r/LocalLLaMA/comments/1pb2dz3/biggest_model_possible_models_on_noncool_hw_like/ | false | false | self | 0 | null |
MultiVision Toolkit v2.0: Open-source GUI for LoRA Dataset Creation (Auto-Captioning with Qwen3-VL) | 5 | Hey everyone, just released v2.0 of my **MultiVision Toolkit.** Ideally for anyone fine-tuning FLUX or SDXL who needs high-quality captions.
**What's New?**
**Qwen3-VL-4B-Instruct Integration**: Much better caption fidelity than Florence-2 for complex scenes.
**Non-Blocking UI:** Completely rewrote the curation work... | 2025-12-01T03:18:28 | https://youtube.com/watch?v=9_zmVKOY6iA&si=4_gCWriZ9U7914Oy | Redlimbic | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1pb1wlz | false | {'oembed': {'author_name': 'LIMBICNATION ART', 'author_url': 'https://www.youtube.com/@LIMBICNATIONARTIST', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/9_zmVKOY6iA?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-med... | t3_1pb1wlz | /r/LocalLLaMA/comments/1pb1wlz/multivision_toolkit_v20_opensource_gui_for_lora/ | false | false | default | 5 | {'enabled': False, 'images': [{'id': 'ivmcI-4Ga0gK4gDl1NjyQJAgpPREQaHxjmbxykHv8_4', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/ivmcI-4Ga0gK4gDl1NjyQJAgpPREQaHxjmbxykHv8_4.jpeg?width=108&crop=smart&auto=webp&s=af42c0cc76273beeef758260e49667f4910c3b59', 'width': 108}, {'height': 162, 'url': '... |
What’s your biggest headache when running autonomous agents locally? | 0 | I’ve been messing around with a few locally-run autonomous agent setups (mostly LLaMA variants + some custom tools), and I’m starting to realize that the “autonomous” part is doing a lot of heavy lifting in the marketing 😂
For those of you actually running agents *locally* —
**what’s been your biggest pain point so... | 2025-12-01T01:37:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pazrvp/whats_your_biggest_headache_when_running/ | Substantial_Step_351 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pazrvp | false | null | t3_1pazrvp | /r/LocalLLaMA/comments/1pazrvp/whats_your_biggest_headache_when_running/ | false | false | self | 0 | null |
GPU integrated to laptop - Mistake? | 0 | Hi,
I don't have a software background, but have been paying for cloud GPUs past year so figured I would purchase one, but I went with Lenovo legion Nvidia 5070 with 12gb vRAM. I had the impression that purchasing an integrated card would be less complex in terms of setup as I heard if you buy it seperate can very dif... | 2025-12-01T01:33:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pazofi/gpu_integrated_to_laptop_mistake/ | Virtual_Attitude2025 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pazofi | false | null | t3_1pazofi | /r/LocalLLaMA/comments/1pazofi/gpu_integrated_to_laptop_mistake/ | false | false | self | 0 | null |
What does the RAM shortage mean for the AI mini-pc supply? | 6 | I know the types of RAM are different, but could this mean a "run" on the mini-pc sector is coming? I don't really need one now, but if I wont be able to get one of these $2000 128GB machines in a yea for less than several thousand dollars morer, then maybe I need to buy one now anyway. I just don't understand how the ... | 2025-12-01T01:25:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pazi7w/what_does_the_ram_shortage_mean_for_the_ai_minipc/ | Ra1den | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pazi7w | false | null | t3_1pazi7w | /r/LocalLLaMA/comments/1pazi7w/what_does_the_ram_shortage_mean_for_the_ai_minipc/ | false | false | self | 6 | null |
Why most models on Hugging Face cannot be ran on Ollama ? | 0 | And how to get a list of only those that can ?
https://huggingface.co/models?library=ollama doesn't work because I already stumbled on models that din't have the tag yet then can run on it.
Thanks | 2025-12-01T00:51:01 | https://www.reddit.com/r/LocalLLaMA/comments/1payrdc/why_most_models_on_hugging_face_cannot_be_ran_on/ | KaKi_87 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1payrdc | false | null | t3_1payrdc | /r/LocalLLaMA/comments/1payrdc/why_most_models_on_hugging_face_cannot_be_ran_on/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'ZkMfrNy58k0R9pgAo8kjHiHC5-Glp2V_JQoGDy1y4Wc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/ZkMfrNy58k0R9pgAo8kjHiHC5-Glp2V_JQoGDy1y4Wc.png?width=108&crop=smart&auto=webp&s=17e7e2ec2d2bdc814db3137fd5fc319d2350583f', 'width': 108}, {'height': 116, 'url': 'h... |
Pavel Durov introduces Cocoon, a decentralized AI inference plateform on TON | 0 | # Durov's tweet
🐣 It happened. Our decentralized confidential compute network, Cocoon, is live. The first AI requests from users are now being processed by Cocoon with 100% confidentiality. GPU owners are already earning TON. cocoon.org is up.
🏦 Centralized compute providers such as Amazon and Microsoft act as expe... | 2025-12-01T00:35:45 | https://www.reddit.com/gallery/1payfbj | No_Palpitation7740 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1payfbj | false | null | t3_1payfbj | /r/LocalLLaMA/comments/1payfbj/pavel_durov_introduces_cocoon_a_decentralized_ai/ | false | false | 0 | null | |
What direction do you think the enshittification (platform decay) of LLM services is likely to take? | 10 | Major LLM providers are struggling to find ways to monetize LLMs due to their black box nature. It's not as easy to inject ads and prioritize rankings as it is with search engines. And their operating expenses are WAY higher than previous forms of information services. It's pretty common knowledge at this point that AI... | 2025-11-30T23:52:28 | https://www.reddit.com/r/LocalLLaMA/comments/1paxfcg/what_direction_do_you_think_the_enshittification/ | ThatOneGuy4321 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paxfcg | false | null | t3_1paxfcg | /r/LocalLLaMA/comments/1paxfcg/what_direction_do_you_think_the_enshittification/ | false | false | self | 10 | null |
Perplexity permabanned me in their official sub for citing their own documentation to expose "Deep Research" false advertising and massive downgrade. | 1 | [removed] | 2025-11-30T23:20:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pawpcj/perplexity_permabanned_me_in_their_official_sub/ | somnolentjam90 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pawpcj | false | null | t3_1pawpcj | /r/LocalLLaMA/comments/1pawpcj/perplexity_permabanned_me_in_their_official_sub/ | false | false | 1 | null | |
More of Silicon Valley is building on free Chinese AI | 267 | 2025-11-30T23:17:35 | https://www.nbcnews.com/tech/innovation/silicon-valley-building-free-chinese-ai-rcna242430 | buppermint | nbcnews.com | 1970-01-01T00:00:00 | 0 | {} | 1pawn1r | false | null | t3_1pawn1r | /r/LocalLLaMA/comments/1pawn1r/more_of_silicon_valley_is_building_on_free/ | false | false | default | 267 | {'enabled': False, 'images': [{'id': 'OmQhaJFYusd_6BoEAmpETVbmV-j9iUqnPAIX8zdt-yE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/OmQhaJFYusd_6BoEAmpETVbmV-j9iUqnPAIX8zdt-yE.jpeg?width=108&crop=smart&auto=webp&s=abefcebc3e94b647a787c97a19fe906133d5e508', 'width': 108}, {'height': 113, 'url': '... | |
Winter LLM | 123 | 2025-11-30T23:00:42 | aziham | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1paw8u1 | false | null | t3_1paw8u1 | /r/LocalLLaMA/comments/1paw8u1/winter_llm/ | false | false | default | 123 | {'enabled': True, 'images': [{'id': 'agojdb246h4g1', 'resolutions': [{'height': 179, 'url': 'https://preview.redd.it/agojdb246h4g1.jpeg?width=108&crop=smart&auto=webp&s=f29c9bc40bfd547d8047314f0d0aa1061e672eb7', 'width': 108}, {'height': 358, 'url': 'https://preview.redd.it/agojdb246h4g1.jpeg?width=216&crop=smart&auto=... | ||
a game engine for ai chats, bc why not | 2 | >**TL;DR:** spent the last year rebuilding my infinite-canvas app into a custom Canvas2D game engine type of multiuser world with a: seamless canvas into chat UI transition system, and leveraging AAA game-dev algorithms to organizing & visualizing an insane amount of conversations clustered as as organic islands, with... | 2025-11-30T22:38:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pavpxi/a_game_engine_for_ai_chats_bc_why_not/ | LyPreto | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pavpxi | false | null | t3_1pavpxi | /r/LocalLLaMA/comments/1pavpxi/a_game_engine_for_ai_chats_bc_why_not/ | false | false | self | 2 | null |
[Ministral 3] Add ministral 3 - Pull Request #42498 · huggingface/transformers | 78 | 2025-11-30T22:36:36 | https://github.com/huggingface/transformers/pull/42498 | bratao | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pavof6 | false | null | t3_1pavof6 | /r/LocalLLaMA/comments/1pavof6/ministral_3_add_ministral_3_pull_request_42498/ | false | false | default | 78 | {'enabled': False, 'images': [{'id': 'kvAOuOuPU1hgF-Ezo21UQUe0ThkEwS_Wm4nwhMo6c8c', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/kvAOuOuPU1hgF-Ezo21UQUe0ThkEwS_Wm4nwhMo6c8c.png?width=108&crop=smart&auto=webp&s=8d593489f7f64d97c41b9df31f286ed9eaf5d846', 'width': 108}, {'height': 108, 'url': 'h... | |
16yo solo dev built a full modular cortex out of 1.5B DeepSeek workers – runs entirely on a base M2 Air, zero fine-tuning, 200+ downloads in 9 days | 1 | [removed] | 2025-11-30T22:25:59 | https://v.redd.it/m5nzu6qzzg4g1 | SyedAbdurR2hman | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pavfdv | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/m5nzu6qzzg4g1/DASHPlaylist.mpd?a=1767133575%2CM2Y1MjAxMjYxODNjZmI2NDhlYzNmZGVjMTA4NzA0NGM2Y2FmNDU3YzJiYjZmNTlkYmY1MDVhNWYzYWI4MDU5Ng%3D%3D&v=1&f=sd', 'duration': 5, 'fallback_url': 'https://v.redd.it/m5nzu6qzzg4g1/CMAF_480.mp4?source=fallback', 'has... | t3_1pavfdv | /r/LocalLLaMA/comments/1pavfdv/16yo_solo_dev_built_a_full_modular_cortex_out_of/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'cHh3dXE3anp6ZzRnMWuyck4JCTUE-U4Z7FdrxbMMuMB7JWZAwb-zMAnXpfux', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/cHh3dXE3anp6ZzRnMWuyck4JCTUE-U4Z7FdrxbMMuMB7JWZAwb-zMAnXpfux.png?width=108&crop=smart&format=pjpg&auto=webp&s=03a9f92ad7b42da2353d76e5c54db92a00b43... | |
Is there music AI without Python? | 0 | Is there a ready built without Python build for YuE or any other AI like LM Studio that I can load models into? This tower of Python dependencies is driving me to suicide. It took me several hours on Pinokio and YuE without Pinokio to come to the same conclusion: I need C++ packages and lots and lots of libraries and o... | 2025-11-30T22:22:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pavccd/is_there_music_ai_without_python/ | iwakawa2173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pavccd | false | null | t3_1pavccd | /r/LocalLLaMA/comments/1pavccd/is_there_music_ai_without_python/ | false | false | self | 0 | null |
Kimi K2 Thinking for Agentic Tasks and Coding | 14 | So its been out for around a month now.
Can anyone please share any experiences with using Kimi K2 Thinking for coding, or for agentic tasks such as deep research, data restructuring, workflow orchestration etc
How well has it been performing in your opinion and do you have any advice? Thanks | 2025-11-30T22:13:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pav4hy/kimi_k2_thinking_for_agentic_tasks_and_coding/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pav4hy | false | null | t3_1pav4hy | /r/LocalLLaMA/comments/1pav4hy/kimi_k2_thinking_for_agentic_tasks_and_coding/ | false | false | self | 14 | null |
[Open Source] Spectator: Local Agent with Self-Diagnosis—Seeking Feedback on Early Architecture | 1 | Hey r/LocalLLaMA,
I've been tinkering with a local autonomous agent setup for the past few weeks, and it's reached a point where I'd love some eyes on it before pushing further. It's called Spectator ([https://github.com/andrew-freeman/spectator](https://github.com/andrew-freeman/spectator))—an open-source hierarchica... | 2025-11-30T22:11:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pav2s8/open_source_spectator_local_agent_with/ | pepyaka-dance | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pav2s8 | false | null | t3_1pav2s8 | /r/LocalLLaMA/comments/1pav2s8/open_source_spectator_local_agent_with/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Wayk07XYehQ8V71QviY2UP2CjOc1hcBJXaDnU3BNwE8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Wayk07XYehQ8V71QviY2UP2CjOc1hcBJXaDnU3BNwE8.png?width=108&crop=smart&auto=webp&s=c3a27a93edeb7d958babc874abf2fe7064c1d903', 'width': 108}, {'height': 108, 'url': 'h... |
have cursor write your changlog as an epic. | 0 | "Cursor, document this feature as an epic story"
# The Memory Awakening
_A Development Chronicle - November 30, 2025_
---
## Prologue: The Scattered Mind
Kai was brilliant, but forgetful.
Every conversation vanished into the void the moment it ended. "Remember that I
like apples," the user would say, and Kai... | 2025-11-30T21:01:48 | https://www.reddit.com/r/LocalLLaMA/comments/1patdf8/have_cursor_write_your_changlog_as_an_epic/ | Icy_Lack4585 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1patdf8 | false | null | t3_1patdf8 | /r/LocalLLaMA/comments/1patdf8/have_cursor_write_your_changlog_as_an_epic/ | false | false | self | 0 | null |
lx: CLI for creating repeatable LLM context from your files. | 5 | Made a small CLI that packages chosen files into clean, paste-ready blocks for LLM chats. Useful if you prefer specifying the context directly rather than letting agents infer it.
So why would you use this over OpenCode or Zed? It definitely does not replace them and they're not mutually exclusive. This is just a more... | 2025-11-30T20:54:01 | https://github.com/rasros/lx | AWildMonomAppears | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pat6h0 | false | null | t3_1pat6h0 | /r/LocalLLaMA/comments/1pat6h0/lx_cli_for_creating_repeatable_llm_context_from/ | false | false | default | 5 | {'enabled': False, 'images': [{'id': 'B_EJQJYnL3qwPbcrdgRFmQeGf_2MEwfeoc21IEFFgtA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/B_EJQJYnL3qwPbcrdgRFmQeGf_2MEwfeoc21IEFFgtA.png?width=108&crop=smart&auto=webp&s=0f1a4fbd27fa9238db2991d3183f2e984eb141f8', 'width': 108}, {'height': 108, 'url': 'h... |
I asked Gemini 3 to help me fix Redis, and we ended up designing a "Dreaming" Database. (An experiment in AI-assisted Architecture) | 0 | Hi everyone.
I want to be transparent right from the start: I am not a senior software architect at a FAANG company. I have an academic CS background from years ago, but I'm not deeply hands-on with modern high-performance systems.
This project, **T0xN** (pronounced *Toxin*), started as an experiment. I wanted to tes... | 2025-11-30T20:40:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pasuca/i_asked_gemini_3_to_help_me_fix_redis_and_we/ | Gaplus68 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pasuca | false | null | t3_1pasuca | /r/LocalLLaMA/comments/1pasuca/i_asked_gemini_3_to_help_me_fix_redis_and_we/ | false | false | self | 0 | null |
How is everyone doing DPO on Gemma 3 using Unsloth/TRL? | 6 | I'm running around in circles trying to battle TRL picking up on the multimodality of Gemma 3 and expecting images in the DPO dataset, even though i'm doing text only. I set vision to off yet it always expects the image tags to be present. Having them present but empty still doesn't work.
Is there an easy way to DPO ... | 2025-11-30T20:33:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pasogv/how_is_everyone_doing_dpo_on_gemma_3_using/ | CartographerFun4221 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pasogv | false | null | t3_1pasogv | /r/LocalLLaMA/comments/1pasogv/how_is_everyone_doing_dpo_on_gemma_3_using/ | false | false | self | 6 | null |
Small Extension project with Llama 3.2-3B | 5 | I did a small project that rewrites Reddit and LinkedIn posts using a small local LLM(Llama 3.2-3B) via WebLLM.
Features include: -TL;DR -Buzzword removal -Brain Rot (my personal favorite when I’m doomscrolling LinkedIn) -Manual (button click) & Auto modes
No plan to monetize or make any money really. The project is ... | 2025-11-30T20:13:18 | https://chromewebstore.google.com/detail/retone-rewrite-your-socia/jdejgmolnhmebpblingjeehkpodnieab?authuser=0&hl=en&pli=1 | scottie_will | chromewebstore.google.com | 1970-01-01T00:00:00 | 0 | {} | 1pas5qd | false | null | t3_1pas5qd | /r/LocalLLaMA/comments/1pas5qd/small_extension_project_with_llama_323b/ | false | false | default | 5 | null |
Hardware upgrade? | 1 | I've done some messing around with local LLM, image generation, training etc. Currently running a RTX 3060 12gb and 32gb ram.
I've also use my m3 MacBook pro with 24gb ram
I am looking to be able to run more powerful models.
Help me choose between a AI Max+ 395 build with 64gb ram, a mac studio with 64gb ram or a ne... | 2025-11-30T20:11:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pas401/hardware_upgrade/ | 802high | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pas401 | false | null | t3_1pas401 | /r/LocalLLaMA/comments/1pas401/hardware_upgrade/ | false | false | self | 1 | null |
Which benchmark (if any) do you trust the most? | 5 | There are so many benchmarks nowadays to show any model is better than another. Despite that, which benchmark, if any, do you trust the most? | 2025-11-30T19:49:09 | https://www.reddit.com/r/LocalLLaMA/comments/1park54/which_benchmark_if_any_do_you_trust_the_most/ | Zyguard7777777 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1park54 | false | null | t3_1park54 | /r/LocalLLaMA/comments/1park54/which_benchmark_if_any_do_you_trust_the_most/ | false | false | self | 5 | null |
I mapped how language models decide when a pile of sand becomes a “heap” | 351 | This chart compares how three open-weight language models decide when a pile of sand becomes a “heap.”
- **X-axis:** number of grains of sand, on a log scale from 1 to 100,000,000.
- **Y-axis:** probability that the model answers “Yes, this is a heap” given that many grains, P(Yes | n).
**What each line shows:**
-... | 2025-11-30T19:46:42 | Specialist_Bad_4465 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1parhxk | false | null | t3_1parhxk | /r/LocalLLaMA/comments/1parhxk/i_mapped_how_language_models_decide_when_a_pile/ | false | false | default | 351 | {'enabled': True, 'images': [{'id': '763n9ju87g4g1', 'resolutions': [{'height': 44, 'url': 'https://preview.redd.it/763n9ju87g4g1.png?width=108&crop=smart&auto=webp&s=6df2c64b4878de6d3f19107d9788dc3edc117617', 'width': 108}, {'height': 89, 'url': 'https://preview.redd.it/763n9ju87g4g1.png?width=216&crop=smart&auto=webp... | |
does anyone want to join a group making fine tuned AI s? | 0 | Me and a group of friends are building hardware enabled AIs for people who can benefit from it. Let me know if you're interested in ai and want to chat with people who are also
| 2025-11-30T19:46:40 | https://www.reddit.com/r/LocalLLaMA/comments/1parhvz/does_anyone_want_to_join_a_group_making_fine/ | RefrigeratorPlus8700 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1parhvz | false | null | t3_1parhvz | /r/LocalLLaMA/comments/1parhvz/does_anyone_want_to_join_a_group_making_fine/ | false | false | self | 0 | null |
Another Vibe Coded App | 0 | I made a small offline paraphrasing tool called ParaMe — it runs fully on your device (Windows/Linux) with no cloud or data tracking.
Have used Llama.
Download: https://parame.app/#download
Would love to get some honest feedback on the features, performance, and overall usability. Any suggestions to improve it are w... | 2025-11-30T19:29:47 | https://www.reddit.com/r/LocalLLaMA/comments/1par2gt/another_vibe_coded_app/ | Economy_Comfort_6537 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1par2gt | false | null | t3_1par2gt | /r/LocalLLaMA/comments/1par2gt/another_vibe_coded_app/ | false | false | self | 0 | null |
what would be a good and fast llm for the game master and the players for this project? | 0 | it uses a deep agent architecture, the game master creates graphics (html) and tracks the game through a plan and memory, while the subagents are players that make decisions and create dialogues. | 2025-11-30T19:27:13 | https://v.redd.it/3dnsxqql3g4g1 | okaris | /r/LocalLLaMA/comments/1par06r/what_would_be_a_good_and_fast_llm_for_the_game/ | 1970-01-01T00:00:00 | 0 | {} | 1par06r | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/3dnsxqql3g4g1/DASHPlaylist.mpd?a=1767252441%2CM2NhNTg5ZTE4ODIwMjA0NTQ3NmY4MjUwZDc2YmFlNWE1YWRmNGI3ZTI1OTI0NzcwOTM4OWM0ZTNlNGRlYjZlMw%3D%3D&v=1&f=sd', 'duration': 181, 'fallback_url': 'https://v.redd.it/3dnsxqql3g4g1/CMAF_1080.mp4?source=fallback', '... | t3_1par06r | /r/LocalLLaMA/comments/1par06r/what_would_be_a_good_and_fast_llm_for_the_game/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'MWpscXJ5cmwzZzRnMVTVpg4zuNHWDVERrZUvc-vdlYPyH2Esn_lzmgRlFDXs', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/MWpscXJ5cmwzZzRnMVTVpg4zuNHWDVERrZUvc-vdlYPyH2Esn_lzmgRlFDXs.png?width=108&crop=smart&format=pjpg&auto=webp&s=3e4ef4f7babdb35e6cc612f46606f17a49203... | |
$900 for 192GB RAM on Oct 23rd, now costs over $3k | 1,012 | Two 96GB kits cost me $900 on Oct 23rd. Now one month later trying to get an equivalent amount costs about $3200.. Just insane. Wondering what the prices are going to be late 2026, considering word is that this isn't going to be getting better until 2027. Prices here are in CAD btw. USD equivalent is about $650 vs $230... | 2025-11-30T19:24:34 | Hoppss | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1paqxs0 | false | null | t3_1paqxs0 | /r/LocalLLaMA/comments/1paqxs0/900_for_192gb_ram_on_oct_23rd_now_costs_over_3k/ | false | false | default | 1,012 | {'enabled': True, 'images': [{'id': 'ka8j4duh3g4g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/ka8j4duh3g4g1.png?width=108&crop=smart&auto=webp&s=8a3195d68623ecec59c2b7914d5ea015925a744e', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/ka8j4duh3g4g1.png?width=216&crop=smart&auto=web... | |
Built the same Local Agent (Llama 3.2) using LangChain (Python), Flowise, and n8n. Here is my breakdown. | 1 | Hi everyone,
I've been experimenting with Llama 3.2 via Ollama to create a fully local "Sports Analyst" agent (searches the web for recent soccer match results and sends me a summary via Telegram).
To find the best workflow in 2026, I decided to build the exact same agent using three different levels of abstraction: ... | 2025-11-30T19:22:18 | https://www.reddit.com/r/LocalLLaMA/comments/1paqvs9/built_the_same_local_agent_llama_32_using/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paqvs9 | false | null | t3_1paqvs9 | /r/LocalLLaMA/comments/1paqvs9/built_the_same_local_agent_llama_32_using/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'IXrVz2D01B2h5H8cpPRzQz6Sx12wvOyLpzWNc1gmLFs', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/IXrVz2D01B2h5H8cpPRzQz6Sx12wvOyLpzWNc1gmLFs.jpeg?width=108&crop=smart&auto=webp&s=404ea91f2ba0ca826bbfe9d7eab78c32cdd3dac1', 'width': 108}, {'height': 162, 'url': '... |
Just finished my PHD in Artificial Intelligence. What should I do now? | 0 | Title says it all | 2025-11-30T19:18:55 | https://www.reddit.com/r/LocalLLaMA/comments/1paqspu/just_finished_my_phd_in_artificial_intelligence/ | Middle-Historian5771 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paqspu | false | null | t3_1paqspu | /r/LocalLLaMA/comments/1paqspu/just_finished_my_phd_in_artificial_intelligence/ | false | false | self | 0 | null |
gpt-oss-120b-Derestricted reviews | 44 | 2025-11-30T19:06:40 | https://www.reddit.com/r/LocalLLaMA/comments/1paqhoy/gptoss120bderestricted_reviews/ | Bitter-Breadfruit6 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paqhoy | false | null | t3_1paqhoy | /r/LocalLLaMA/comments/1paqhoy/gptoss120bderestricted_reviews/ | false | false | 44 | null | ||
Renting Out DGX Spark | 0 | I plan on building a DGX spark cluster. I will be using it a lot, but I’m trying to figure out if there are marketplaces where I could rent out compute time on it while it’s not in use by me.
Has anybody come across something like this?
Obviously this would be for people looking to do training, but I think the price ... | 2025-11-30T18:52:21 | https://www.reddit.com/r/LocalLLaMA/comments/1paq4i0/renting_out_dgx_spark/ | jsfour | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paq4i0 | false | null | t3_1paq4i0 | /r/LocalLLaMA/comments/1paq4i0/renting_out_dgx_spark/ | false | false | self | 0 | null |
Which is best way to learn AI model building in 2026 | 1 | Hey everyone, I am eager to learn AI model building how entire transformer architecture work in detail...
But I don't have any tech background. I am totally beginner in this.
Can anyone suggest me roadmap which online free resources I can follow to become proficient in AI
(I have tried to watch karapathy video but it ... | 2025-11-30T18:38:47 | https://www.reddit.com/r/LocalLLaMA/comments/1paps6a/which_is_best_way_to_learn_ai_model_building_in/ | Dazzling-Book3016 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1paps6a | false | null | t3_1paps6a | /r/LocalLLaMA/comments/1paps6a/which_is_best_way_to_learn_ai_model_building_in/ | false | false | self | 1 | null |
Requesting cloud platform recommendations | 1 | Hey there, I wanted to use [vast.ai](http://vast.ai) for renting an RTX 6000 ADA. It's cheap. Mostly for llm fine tuning. I need at least 48 gigs of VRAM, but, am a broke college student with no funds : '). I saw somewhere about someone having their money wasted on vast.ai. So, I'm wondering if ya'll have any suggestio... | 2025-11-30T18:24:05 | https://www.reddit.com/r/LocalLLaMA/comments/1papeld/requesting_cloud_platform_recommendations/ | Few-Monitor5103 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1papeld | false | null | t3_1papeld | /r/LocalLLaMA/comments/1papeld/requesting_cloud_platform_recommendations/ | false | false | self | 1 | null |
Why is my local LLaMA 3.2 (1B) model returning an empty JSON despite a correct prompt? | 1 | [removed] | 2025-11-30T18:21:54 | https://www.reddit.com/r/LocalLLaMA/comments/1papcl7/why_is_my_local_llama_32_1b_model_returning_an/ | EmbarrassedGoal2578 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1papcl7 | false | null | t3_1papcl7 | /r/LocalLLaMA/comments/1papcl7/why_is_my_local_llama_32_1b_model_returning_an/ | false | false | self | 1 | null |
Ollama + Llama 3.2 1B returning empty JSON for extraction — even though email + prompt are correct | 1 | [removed] | 2025-11-30T18:18:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pap9fy/ollama_llama_32_1b_returning_empty_json_for/ | EmbarrassedGoal2578 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pap9fy | false | null | t3_1pap9fy | /r/LocalLLaMA/comments/1pap9fy/ollama_llama_32_1b_returning_empty_json_for/ | false | false | self | 1 | null |
Switching from Ollama to llama-swap + llama.cpp on NixOS: why I finally made the jump after adding a second RTX 3090 | 16 | Hi r/LocalLLaMa!
_You guys convinced me I needed *more* 3090s!_
I tried llama-swap a few months ago when `gpt-oss-20b` was broken in Ollama. Got it working, but went back to Ollama out of laziness—`ollama pull` is just too convenient.
Last month I added a second RTX 3090 (48GB VRAM total) and started running into Ol... | 2025-11-30T17:45:29 | https://www.nijho.lt/post/llama-nixos/ | basnijholt | nijho.lt | 1970-01-01T00:00:00 | 0 | {} | 1paoezn | false | null | t3_1paoezn | /r/LocalLLaMA/comments/1paoezn/switching_from_ollama_to_llamaswap_llamacpp_on/ | false | false | default | 16 | null |
DGX Spark reproducing the benchmarks by NVIDIA for training | 3 | Anyone tried to repro the benchmark numbers for fine-tuning with DGX Spark ? Overall the number says llama 3.2 3B fine-tuning peak token/s is \~80k. That is roughly 8000/(2048\*8) \~= 5steps/seconds.
In reality when I ran the llama3.2 3b fine-tune from here: [https://build.nvidia.com/spark/pytorch-fine-tune](https://... | 2025-11-30T17:12:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pankoh/dgx_spark_reproducing_the_benchmarks_by_nvidia/ | khoka_x9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pankoh | false | null | t3_1pankoh | /r/LocalLLaMA/comments/1pankoh/dgx_spark_reproducing_the_benchmarks_by_nvidia/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'gwFuIxjtz1_ftifjHje8QhJzMoecPpO-KU-tTUrRCxc', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/gwFuIxjtz1_ftifjHje8QhJzMoecPpO-KU-tTUrRCxc.jpeg?width=108&crop=smart&auto=webp&s=ae9a0b364ed46787f39eed33a84dbd6d41b7493d', 'width': 108}, {'height': 113, 'url': '... | |
I spent 2 years building privacy-first local AI. My conclusion: Ingestion is the bottleneck, not the Model. (Showcase: Ollama + Docling RAG Kit) | 30 | Hi r/LocalLLaMA,
I’ve been working on strictly local, data-privacy-compliant AI solutions for about two years now. Dealing with sensitive data meant that cloud APIs were never an option—it had to be air-gapped or on-prem.
The biggest lesson I learned:
We spend 90% of our time debating model quantization, VRAM, and c... | 2025-11-30T16:44:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pamu5t/i_spent_2_years_building_privacyfirst_local_ai_my/ | ChapterEquivalent188 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pamu5t | false | null | t3_1pamu5t | /r/LocalLLaMA/comments/1pamu5t/i_spent_2_years_building_privacyfirst_local_ai_my/ | false | false | self | 30 | {'enabled': False, 'images': [{'id': 'Zs8LUrtzTSTRlE-B45Z21uwn8cbSuigIzR2b0SxgLLQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Zs8LUrtzTSTRlE-B45Z21uwn8cbSuigIzR2b0SxgLLQ.png?width=108&crop=smart&auto=webp&s=5e24dc498d14cc8356c6d2bd2e33d8634c5345de', 'width': 108}, {'height': 108, 'url': 'h... |
nvidia/Orchestrator-8B · Hugging Face | 206 | Orchestrator-8B is a state-of-the-art 8B parameter orchestration model designed to solve complex, multi-turn agentic tasks by coordinating a diverse set of expert models and tools.
On the Humanity's Last Exam (HLE) benchmark, ToolOrchestrator-8B achieves a score of 37.1%, outperforming GPT-5 (35.1%) while being app... | 2025-11-30T16:42:00 | https://huggingface.co/nvidia/Orchestrator-8B | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pams8b | false | null | t3_1pams8b | /r/LocalLLaMA/comments/1pams8b/nvidiaorchestrator8b_hugging_face/ | false | false | 206 | {'enabled': False, 'images': [{'id': 'Havs9Ap5icNaW5b7G-LM12y5Y2tjxzsA0o3nV6l5p6A', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Havs9Ap5icNaW5b7G-LM12y5Y2tjxzsA0o3nV6l5p6A.png?width=108&crop=smart&auto=webp&s=20a41f08936af23fb32299e402a842a894bab226', 'width': 108}, {'height': 116, 'url': 'h... | |
Workflow comparison: Running Llama 3.2 locally with LangChain vs n8n. Why I stopped coding my agents. | 0 | Hi everyone. Weekend project report!
I wanted to build a "Sports Analyst" agent completely locally using Ollama (Llama 3.2) via Docker.
I tried 3 approaches:
* Python (LangChain): Great control, but constant library updates broke my create\_react\_agent logic.
* Flowise: Good visualization, but setting up the networ... | 2025-11-30T16:37:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pamo8z/workflow_comparison_running_llama_32_locally_with/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pamo8z | false | null | t3_1pamo8z | /r/LocalLLaMA/comments/1pamo8z/workflow_comparison_running_llama_32_locally_with/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'nqPKqdngYJvGcJS6ivPJyKa3KnmmSEx91P350wT-I1k', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/nqPKqdngYJvGcJS6ivPJyKa3KnmmSEx91P350wT-I1k.jpeg?width=108&crop=smart&auto=webp&s=1df5ef421fe30355a27a98d4f7772a6085171071', 'width': 108}, {'height': 162, 'url': '... |
(very low effort) i designed a simple SSM head | 2 | like the title says, this is a very low effort post/project, and i am mostly a 28 year old high school graduate useless NEET, so this thing has almost no chance of outperforming attention, mamba or rwkv, nor was that its goal, i just wanted to see if i can design something that can sort of approximate a finite tape, fi... | 2025-11-30T16:36:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pamni7/very_low_effort_i_designed_a_simple_ssm_head/ | smoothbrain_1947 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pamni7 | false | null | t3_1pamni7 | /r/LocalLLaMA/comments/1pamni7/very_low_effort_i_designed_a_simple_ssm_head/ | false | false | self | 2 | null |
I built an on-device AI chat app for people who care about privacy | 0 | This week I launched Nativ, an on-device AI chat app for iPhone. I wanted something fast, private, and truly native to iOS, so I ended up building it myself.
Nativ runs AI models directly on your device, including Apple Intelligence and MLX models like Llama, Gemma, Granite, Phi, and Qwen. It also includes optional to... | 2025-11-30T16:12:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pam1ri/i_built_an_ondevice_ai_chat_app_for_people_who/ | gonzc_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pam1ri | false | null | t3_1pam1ri | /r/LocalLLaMA/comments/1pam1ri/i_built_an_ondevice_ai_chat_app_for_people_who/ | false | false | self | 0 | null |
LocalAI 3.8.0 released: Universal Model Loader (HF/Ollama/OCI), MCP Agent Streaming, Logprobs support, and strict SSE compliance. | 22 | Hey everyone, author of LocalAI here.
I just pushed version 3.8.0 and wanted to share the updates with the community. For those unaware, LocalAI acts as an OpenAI-compatible API wrapper around llama.cpp, diffusers, vLLM, MLX, and other backends.
This release focuses heavily on Agentic workflows and Usability.
... | 2025-11-30T16:11:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pam156/localai_380_released_universal_model_loader/ | mudler_it | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pam156 | false | null | t3_1pam156 | /r/LocalLLaMA/comments/1pam156/localai_380_released_universal_model_loader/ | false | false | self | 22 | {'enabled': False, 'images': [{'id': 'v50uBAtXaJcThcZ_W1PMevST4UVxkUKkBmd5HJoTDYE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/v50uBAtXaJcThcZ_W1PMevST4UVxkUKkBmd5HJoTDYE.png?width=108&crop=smart&auto=webp&s=1dfaaebb319d598efc9ade962ce57d3ba37d67bd', 'width': 108}, {'height': 108, 'url': 'h... |
RAG of financial statements | 3 | Good afternoon!
I would like to know how to use Ollama to read my financial statements, understand them and provide me with insights. I want to do everything locally for privacy reasons. I have company and personal statements.
Currently I already run qwen2.5-7B locally, could I use it for that? | 2025-11-30T15:58:02 | https://www.reddit.com/r/LocalLLaMA/comments/1palp6g/rag_of_financial_statements/ | Less_Piccolo_6218 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1palp6g | false | null | t3_1palp6g | /r/LocalLLaMA/comments/1palp6g/rag_of_financial_statements/ | false | false | self | 3 | null |
Built a Modular Agentic RAG System – Zero Boilerplate, Full Customization | 12 | Hey everyone!
Last month I released a GitHub repo to help people understand Agentic RAG with LangGraph quickly with minimal code. The feedback was amazing, so I decided to take it further and build a **fully modular system** alongside the tutorial.
## True Modularity – Swap Any Component Instantly
- **LLM Provider?... | 2025-11-30T15:57:38 | CapitalShake3085 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1palote | false | null | t3_1palote | /r/LocalLLaMA/comments/1palote/built_a_modular_agentic_rag_system_zero/ | false | false | default | 12 | {'enabled': True, 'images': [{'id': 'vlxnbaqn2f4g1', 'resolutions': [{'height': 86, 'url': 'https://preview.redd.it/vlxnbaqn2f4g1.gif?width=108&crop=smart&format=png8&s=6ce4b18766783bc4df89c262d9288f31f90c267b', 'width': 108}, {'height': 172, 'url': 'https://preview.redd.it/vlxnbaqn2f4g1.gif?width=216&crop=smart&format... | |
Need advice upgrading an old gaming desktop with a 5090 for AI | 1 | A relative is giving me a XPS 8950 desktop: Intel i7-12700K, 64GB DDR5, Nvidia 3070 8GB.
I would like to use it for an image generation long-term project (a few hours a day), + using/testing various AI tools for fun since I love this stuff. It turns out I have an opportunity to get a 5090 (or any brand new card) at a ... | 2025-11-30T15:42:44 | https://www.reddit.com/r/LocalLLaMA/comments/1palbu7/need_advice_upgrading_an_old_gaming_desktop_with/ | dtdisapointingresult | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1palbu7 | false | null | t3_1palbu7 | /r/LocalLLaMA/comments/1palbu7/need_advice_upgrading_an_old_gaming_desktop_with/ | false | false | self | 1 | null |
AI can now draw pixel art and build models stroke-by-stroke! | 0 | 2025-11-30T15:40:15 | https://v.redd.it/svdyo8sjze4g1 | uskyeeeee | /r/LocalLLaMA/comments/1pal9nf/ai_can_now_draw_pixel_art_and_build_models/ | 1970-01-01T00:00:00 | 0 | {} | 1pal9nf | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/svdyo8sjze4g1/DASHPlaylist.mpd?a=1767238823%2CZDJkMjQ3MzRkNTg0ZDFhNjcyMGNkZDIxNjFiZTlmZDkxN2E3OWZhMTlhN2ZmYTFhMzdmMGQxNDdkYzRhYWZkYQ%3D%3D&v=1&f=sd', 'duration': 214, 'fallback_url': 'https://v.redd.it/svdyo8sjze4g1/CMAF_720.mp4?source=fallback', 'h... | t3_1pal9nf | /r/LocalLLaMA/comments/1pal9nf/ai_can_now_draw_pixel_art_and_build_models/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'OTM2MTRoZmp6ZTRnMTf-OqBoXpFWyylrTO-yttz1YsaMFrqBS_JL8GdNuR6d', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/OTM2MTRoZmp6ZTRnMTf-OqBoXpFWyylrTO-yttz1YsaMFrqBS_JL8GdNuR6d.png?width=108&crop=smart&format=pjpg&auto=webp&s=eac3a63f34a1046ff0e1440e3f045b06e8af7... | ||
Have long context models solved attention dilution yet? | 13 | I recently came across a claim that because the Gemini models have 1m context, there is no longer a need to RAG or chunk long documents.
Just wondering whether this is actually true of Gemini or any long context model out there now because the last I tried and read up on this, I was under the impression that performa... | 2025-11-30T15:31:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pal23y/have_long_context_models_solved_attention/ | yuch85 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pal23y | false | null | t3_1pal23y | /r/LocalLLaMA/comments/1pal23y/have_long_context_models_solved_attention/ | false | false | self | 13 | null |
Gemini 3.0 is lazy but artistic, Claude 4.5 is a hard worker. I built a real-time visualization tool to compare how models "draw" pixel art. | 2 | Hello everyone,
I wanted to share a project I've been working on: pixgens.com.
It’s a platform where AI generates pixel art and voxel models in real-time. But unlike standard image generators that just spit out a finished JPEG, this tool lets you watch the AI draw stroke-by-stroke.
It’s still in the early stages (alpha... | 2025-11-30T15:21:59 | https://v.redd.it/diar2p8awe4g1 | uskyeeeee | /r/LocalLLaMA/comments/1paktta/gemini_30_is_lazy_but_artistic_claude_45_is_a/ | 1970-01-01T00:00:00 | 0 | {} | 1paktta | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/diar2p8awe4g1/DASHPlaylist.mpd?a=1767237726%2COGExZjI3MDcwOTA5MTVmYmE3MTc0YzhkZWEwMDYzNDFjZTc3MjQ5ZmMwODA4ZGM0ZGJlY2FiZDQ4YjEyZjdmYQ%3D%3D&v=1&f=sd', 'duration': 214, 'fallback_url': 'https://v.redd.it/diar2p8awe4g1/CMAF_720.mp4?source=fallback', 'h... | t3_1paktta | /r/LocalLLaMA/comments/1paktta/gemini_30_is_lazy_but_artistic_claude_45_is_a/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'azB5MngxMGF3ZTRnMTf-OqBoXpFWyylrTO-yttz1YsaMFrqBS_JL8GdNuR6d', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/azB5MngxMGF3ZTRnMTf-OqBoXpFWyylrTO-yttz1YsaMFrqBS_JL8GdNuR6d.png?width=108&crop=smart&format=pjpg&auto=webp&s=8498fe8a39a94d02446c9416114009ccdf2d2... | |
Users of Qwen3-Next-80B-A3B-Instruct-GGUF, How is Performance & Benchmarks? | 90 | It's been over a day we got GGUF. Please share your experience. Thanks
At first, I didn't believe that we could run this model just with 30GB RAM(Yes, RAM only) .... Unsloth posted a thread actually. Then someone shared a stat on that.
[17 t/s just with 32GB RAM + 10GB VRAM using Q4](https://www.reddit.com/r/LocalLL... | 2025-11-30T15:04:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pakey8/users_of_qwen3next80ba3binstructgguf_how_is/ | pmttyji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pakey8 | false | null | t3_1pakey8 | /r/LocalLLaMA/comments/1pakey8/users_of_qwen3next80ba3binstructgguf_how_is/ | false | false | self | 90 | null |
One Bottleneck After Another - First GPU & now RAM | 0 | So many threads like [this](https://www.reddit.com/r/LocalLLaMA/comments/1pa85la/any_idea_when_ram_prices_will_be_normalagain/) on multiple subs for last couple of months.
Terrible timeline for some \*sigh\* | 2025-11-30T14:53:54 | pmttyji | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pak5hw | false | null | t3_1pak5hw | /r/LocalLLaMA/comments/1pak5hw/one_bottleneck_after_another_first_gpu_now_ram/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'edd2to31de4g1', 'resolutions': [{'height': 83, 'url': 'https://preview.redd.it/edd2to31de4g1.jpeg?width=108&crop=smart&auto=webp&s=2480fb6d79be221a2364230d24e8acc69e427608', 'width': 108}, {'height': 166, 'url': 'https://preview.redd.it/edd2to31de4g1.jpeg?width=216&crop=smart&auto=w... |
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