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MiniMax M2.2 Coming Soon. Confirmed by Head of Engineering @MiniMax_AI | 88 | 2026-01-16T02:29:49 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qe3p8d | false | null | t3_1qe3p8d | /r/LocalLLaMA/comments/1qe3p8d/minimax_m22_coming_soon_confirmed_by_head_of/ | false | false | default | 88 | {'enabled': True, 'images': [{'id': 'r2y0g60chmdg1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/r2y0g60chmdg1.jpeg?width=108&crop=smart&auto=webp&s=38e1d578d9f5a4d17ccf890d1da5deb685e0f500', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/r2y0g60chmdg1.jpeg?width=216&crop=smart&auto=w... | ||
RAG Paper 26.1.12 | 4 | 1. [Benchmarking Small Language Models and Small Reasoning Language Models on System Log Severity Classification](http://arxiv.org/abs/2601.07790v1)
2. [Is Agentic RAG worth it? An experimental comparison of RAG approaches](http://arxiv.org/abs/2601.07711v1)
3. [From RAG to Agentic RAG for Faithful Islamic Question Ans... | 2026-01-16T02:25:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qe3l63/rag_paper_26112/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe3l63 | false | null | t3_1qe3l63 | /r/LocalLLaMA/comments/1qe3l63/rag_paper_26112/ | false | false | self | 4 | null |
Gaming/AI PC build | 3 | ERROR: type should be string, got "https://preview.redd.it/0jl08mkhamdg1.jpg?width=3024&format=pjpg&auto=webp&s=401fb203d4af855ac1a7308b2581e6a3bd31b029\n\nThis is my first attempt at a clean build where everything fits in the case. It's an Intel Ultra 9 285k with a 420mm AIO (front), an MSI Suprim LC 5090 with a 360mm AIO (top), and an RTX Pro 4500 32GB. 1300W platinum power supply and Aorus Master. 192GB RAM (4x48GB). Samsung 9100 Pro 8TB NVMe PCIe5. Intake fans on the back. Phanteks case was super easy to work with. I used Gemini Thinking to check compatibility on all of the parts before I ordered, and everything snapped together in a few hours.\n\nIt's nice to leave a model loaded in the Pro GPU, and leave the consumer GPU dedicated for video and games. No need to unload the model when you want to do something else. The Pro GPU idles at 2-3 watts with the model loaded, and spikes up to 150W when you feed it a prompt. The consumer GPU idles at 35W just to run the display, and 29C with the cooler running silently.\n\nI had wanted a used L4, L40S, or A100 40GB but didn't trust the eBay rebuilds from China that were 50% cheaper than US/Canada items. The RTX Pro 4500 was a better choice for me.\n\nRuns GPT OSS 120B about 30 tok/sec (doesn't fit) and GPT OSS 20B at >200 tok/sec.\n\nhttps://preview.redd.it/ck7tq2bjamdg1.jpg?width=4284&format=pjpg&auto=webp&s=00e0028c7ade881c208d2a87f8ee6ac46a4c553b\n\n" | 2026-01-16T01:52:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qe2ugl/gamingai_pc_build/ | gwestr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe2ugl | false | null | t3_1qe2ugl | /r/LocalLLaMA/comments/1qe2ugl/gamingai_pc_build/ | false | false | 3 | null | |
Gaming/AI PC | 1 | This is my first attempt at a clean build where everything fits in the case. It's an Intel Ultra 9 285k with a 420mm AIO (front), an MSI Suprim LC 5090 with a 360mm AIO (top), and an RTX Pro 4500 32GB. 1300W platinum power supply and Aorus Master. 192GB RAM (4x48GB). Samsung 9100 Pro 8TB NVMe PCIe5. Intake fans on the ... | 2026-01-16T01:48:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qe2ro0/gamingai_pc/ | gwestr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe2ro0 | false | null | t3_1qe2ro0 | /r/LocalLLaMA/comments/1qe2ro0/gamingai_pc/ | false | false | 1 | null | |
GEPA Prompt Optimization in Vercel's AI SDK | 1 | Been building with AI SDK for a while now, and it's easily the best TypeScript ADK I've worked with. Coming from building agents in Python I often find myself wishing prompt optimization algorithms like [GEPA](https://github.com/gepa-ai/gepa) were more accessible in the TypeScript ecosystem.
For the uninitiated: GEPA ... | 2026-01-16T01:43:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qe2n8g/gepa_prompt_optimization_in_vercels_ai_sdk/ | Disneyskidney | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe2n8g | false | null | t3_1qe2n8g | /r/LocalLLaMA/comments/1qe2n8g/gepa_prompt_optimization_in_vercels_ai_sdk/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'YrgCvoRzW9UcvXCv934-6V__MzWm9zy-82MmWmMTxHc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YrgCvoRzW9UcvXCv934-6V__MzWm9zy-82MmWmMTxHc.png?width=108&crop=smart&auto=webp&s=0752779e804efaeae410ad23aa70bc84daaba5d8', 'width': 108}, {'height': 108, 'url': 'h... |
My story of underestimating /r/LocalLLaMA's thirst for VRAM | 1,182 | 2026-01-16T01:36:54 | EmPips | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qe2i88 | false | null | t3_1qe2i88 | /r/LocalLLaMA/comments/1qe2i88/my_story_of_underestimating_rlocalllamas_thirst/ | false | false | default | 1,182 | {'enabled': True, 'images': [{'id': 'lwod7dtv7mdg1', 'resolutions': [{'height': 116, 'url': 'https://preview.redd.it/lwod7dtv7mdg1.jpeg?width=108&crop=smart&auto=webp&s=24d1bb18362abc0eb13afcb8019424f12e8fb894', 'width': 108}, {'height': 233, 'url': 'https://preview.redd.it/lwod7dtv7mdg1.jpeg?width=216&crop=smart&auto=... | ||
Style Transfer: Swiss Brutalism Tests the model GLM-Image | 1 | [removed] | 2026-01-16T01:02:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qe1qg3/style_transfer_swiss_brutalism_tests_the_model/ | Impressive-Olive8372 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe1qg3 | false | null | t3_1qe1qg3 | /r/LocalLLaMA/comments/1qe1qg3/style_transfer_swiss_brutalism_tests_the_model/ | false | false | 1 | null | |
Cursor For Data: We built a tool to connect LLMs and Agents to the entire user data and have row-level intelligence | 2 |
Modern AI tools use SQL/Code generation agents or RAG to access the user data to perform transformations. However, the drawback is that this doesn't provide row-level intelligence, especially in case of semantic intelligence is required to understand how to perform the transfromations on each row of the data.
We'... | 2026-01-16T00:58:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qe1mx9/cursor_for_data_we_built_a_tool_to_connect_llms/ | metalvendetta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe1mx9 | false | null | t3_1qe1mx9 | /r/LocalLLaMA/comments/1qe1mx9/cursor_for_data_we_built_a_tool_to_connect_llms/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'qiGAzMTAYAM2YgkU4ClBDPyL0bnZ4AXF2LRPDt43WZg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qiGAzMTAYAM2YgkU4ClBDPyL0bnZ4AXF2LRPDt43WZg.png?width=108&crop=smart&auto=webp&s=672770ea95f504faef4ceea1a658a7400a9c7f57', 'width': 108}, {'height': 108, 'url': 'h... |
Is 5060Ti 16GB and 32GB DDR5 system ram enough to play with local AI for a total rookie? | 17 | For future proofing would it be better to get a secondary cheap GPU (like 3060) or another 32GB DDR5 RAM? | 2026-01-16T00:46:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qe1dec/is_5060ti_16gb_and_32gb_ddr5_system_ram_enough_to/ | danuser8 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe1dec | false | null | t3_1qe1dec | /r/LocalLLaMA/comments/1qe1dec/is_5060ti_16gb_and_32gb_ddr5_system_ram_enough_to/ | false | false | self | 17 | null |
Need help: llama.cpp memory usage when using ctk/v on multi RTX 3090 setup | 2 | Owners of RTX 3090 rigs, may I ask you to test something like that with your setup:
\- llamacpp + a model that is not too small for your rig + -ctk & -ctv set to q4\_0 + as much context as possible + if possible increase -b & -ub + no use of GGML\_CUDA\_ENABLE\_UNIFIED\_MEMORY
\- a tool like opencode or claude code
... | 2026-01-16T00:16:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qe0o4x/need_help_llamacpp_memory_usage_when_using_ctkv/ | Leflakk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe0o4x | false | null | t3_1qe0o4x | /r/LocalLLaMA/comments/1qe0o4x/need_help_llamacpp_memory_usage_when_using_ctkv/ | false | false | self | 2 | null |
Configure Open Web UI to connect to an intranet web server for information | 0 | Can anyone tell me how to configure opeb web ui to connect to an internal intranet web server so that it will include content from it in its chat responses? | 2026-01-16T00:15:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qe0nqt/configure_open_web_ui_to_connect_to_an_intranet/ | szutcxzh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe0nqt | false | null | t3_1qe0nqt | /r/LocalLLaMA/comments/1qe0nqt/configure_open_web_ui_to_connect_to_an_intranet/ | false | false | self | 0 | null |
Blackbox for AI agents | 2 | Hey,
I been working on this and wanted to share, I call it Vouch its basically a "black box" for AI agents
**What I tried to solve**
If an agent messes up or gets compromised it can just delete the logs, There is no proof of what actually happened
**What I built**
Vouch sits between agent and its tools, befo... | 2026-01-16T00:06:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qe0fep/blackbox_for_ai_agents/ | Apart_Suggestion9191 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe0fep | false | null | t3_1qe0fep | /r/LocalLLaMA/comments/1qe0fep/blackbox_for_ai_agents/ | false | false | 2 | null | |
Latest upgrade…A100 40 GB | 378 | Originally this was my gaming rig but I went ITX and basically bought a new computer. So I had the case, fans, AIO, 64 GB DDR5, motherboard, PSU, and 3080 (upgraded to 5070ti RIP). I was going to sell these parts, but I started running models on my 5070ti and eventually I wanted to start running larger models. I found ... | 2026-01-16T00:03:21 | inserterikhere | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qe0cxc | false | null | t3_1qe0cxc | /r/LocalLLaMA/comments/1qe0cxc/latest_upgradea100_40_gb/ | false | false | default | 378 | {'enabled': True, 'images': [{'id': 'f66wnmearldg1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/f66wnmearldg1.jpeg?width=108&crop=smart&auto=webp&s=5f0d41594827ec4cf5d2eab5b38fdba975339913', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/f66wnmearldg1.jpeg?width=216&crop=smart&auto=... | |
Need hardware guidance to run local LLM | 2 | I run the it department for a small company that provides fiber to the home. I would love to experiment with using llm with RAG, maybe some LORA or QLORA level training to make an AI helper for our help desk techs and billing staff. I also would love to have something good to help with coding at home. I am looking at t... | 2026-01-15T23:49:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qe00dn/need_hardware_guidance_to_run_local_llm/ | rennocneb | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qe00dn | false | null | t3_1qe00dn | /r/LocalLLaMA/comments/1qe00dn/need_hardware_guidance_to_run_local_llm/ | false | false | self | 2 | null |
Mi50 32gb cards | 0 | Bought a couple of mi50 32gb cards from alibaba early last year for about £100 each.
Never really got them running as I found Linux a total pain - eventually went 3090.
Wondering if these old mi50s are worth selling especially with the current ram crisis. Anyone know wha they are worth? | 2026-01-15T23:48:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qdzzs5/mi50_32gb_cards/ | PinkyPonk10 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdzzs5 | false | null | t3_1qdzzs5 | /r/LocalLLaMA/comments/1qdzzs5/mi50_32gb_cards/ | false | false | self | 0 | null |
LG, SKT, Upstage advance in Korea’s sovereign AI project; Naver, NC dropped in 1st round | 3 | 2026-01-15T23:30:44 | https://m.theinvestor.co.kr/article/10656530 | snowfordessert | m.theinvestor.co.kr | 1970-01-01T00:00:00 | 0 | {} | 1qdzjt5 | false | null | t3_1qdzjt5 | /r/LocalLLaMA/comments/1qdzjt5/lg_skt_upstage_advance_in_koreas_sovereign_ai/ | false | false | default | 3 | {'enabled': False, 'images': [{'id': 'ca6fOzpEdiOMCo-836yntVUTziHLEUWf7zsq3n980o0', 'resolutions': [{'height': 53, 'url': 'https://external-preview.redd.it/ca6fOzpEdiOMCo-836yntVUTziHLEUWf7zsq3n980o0.jpeg?width=108&crop=smart&auto=webp&s=d42712e7376d1ef12c4b39e58bd9632693caccad', 'width': 108}, {'height': 107, 'url': '... | |
Do AI agents need TLS-style identities and ‘certificates’? | 0 | We’ve largely accepted that services have identities (certs) and supply chains have SBOMs. Agents are now acting like semi-autonomous clients that can call tools and trigger actions, but most systems still treat them as anonymous app code. If an agent causes damage, we often can’t prove what agent it was, what it was c... | 2026-01-15T23:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qdzhu9/do_ai_agents_need_tlsstyle_identities_and/ | PutPurple844 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdzhu9 | false | null | t3_1qdzhu9 | /r/LocalLLaMA/comments/1qdzhu9/do_ai_agents_need_tlsstyle_identities_and/ | false | false | self | 0 | null |
Check out LinkRip - Extract transcripts, download videos and audio from YouTube! | 0 | 2026-01-15T23:14:34 | https://www.linkrip.com | bennybearlover | linkrip.com | 1970-01-01T00:00:00 | 0 | {} | 1qdz5jm | false | null | t3_1qdz5jm | /r/LocalLLaMA/comments/1qdz5jm/check_out_linkrip_extract_transcripts_download/ | false | false | default | 0 | null | |
I made a simple way to run Dia2 TTS without a local GPU | 1 | Hey folks! I’ve seen a lot of people struggling to get Dia2 running locally, whether it’s CUDA setup, dependency issues, or just not having a capable GPU.
I put together a small wrapper that lets you run Dia2 entirely in the cloud using Modal (serverless GPU compute), so no local GPU is required. You deploy it once, a... | 2026-01-15T22:58:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qdyqvl/i_made_a_simple_way_to_run_dia2_tts_without_a/ | SolidSailor7898 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdyqvl | false | null | t3_1qdyqvl | /r/LocalLLaMA/comments/1qdyqvl/i_made_a_simple_way_to_run_dia2_tts_without_a/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'd_ZCu3ireps9-CZPlwA-ei23X3du3jP7gNFyq_OvxZg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/d_ZCu3ireps9-CZPlwA-ei23X3du3jP7gNFyq_OvxZg.png?width=108&crop=smart&auto=webp&s=fb3c43d81d1c996daabfc1ea46f197149be8f424', 'width': 108}, {'height': 108, 'url': 'h... |
Job wants me to develop RAG search engine for internal documents | 24 | this would be the first time I develop a RAG tool that searches through 2-4 million documents (mainly PDFs and many of those needing OCR). I was wondering what sort of approach I should take with this and whether it makes more sense to develop a local or cloud tool. Also the information needs to be secured so that's wh... | 2026-01-15T22:42:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qdyc3e/job_wants_me_to_develop_rag_search_engine_for/ | Next-Self-184 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdyc3e | false | null | t3_1qdyc3e | /r/LocalLLaMA/comments/1qdyc3e/job_wants_me_to_develop_rag_search_engine_for/ | false | false | self | 24 | null |
When context stops being guidance and starts being history | 0 | I keep seeing teams rely more and more on “context” to make LLM systems behave well over time. Rules files, examples, internal notes, summaries, and project knowledge, all of it clearly helps early on. You get better outputs faster, iterate quicker, and see fewer obvious mistakes. That part works.
What’s less discus... | 2026-01-15T21:56:48 | https://www.reddit.com/r/LocalLLaMA/comments/1qdx5ts/when_context_stops_being_guidance_and_starts/ | Boring-Store-3661 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdx5ts | false | null | t3_1qdx5ts | /r/LocalLLaMA/comments/1qdx5ts/when_context_stops_being_guidance_and_starts/ | false | false | self | 0 | null |
When you press purchase on AMD hardware to do inference. | 7 | 2026-01-15T21:44:13 | https://www.reddit.com/r/LocalLLaMA/comments/1qdwu59/when_you_press_purchase_on_amd_hardware_to_do/ | SquareAbrocoma2203 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdwu59 | false | null | t3_1qdwu59 | /r/LocalLLaMA/comments/1qdwu59/when_you_press_purchase_on_amd_hardware_to_do/ | false | false | 7 | null | ||
Is it common for a mid-sized tech company (>500 employees) to completely ignore LLMs and AI agents? | 0 | Feel like almost everyone over 30 in my company has no freaking idea how an AI agent is built AND they have zero interest in knowing these things.
They keep making dumb jokes on how LLM keeps getting functions wrong, and forget there are concrete LLM engineering steps: designing functions, letting the agent select whi... | 2026-01-15T21:41:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qdwr58/is_it_common_for_a_midsized_tech_company_500/ | Positive_Affect_6720 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdwr58 | false | null | t3_1qdwr58 | /r/LocalLLaMA/comments/1qdwr58/is_it_common_for_a_midsized_tech_company_500/ | false | false | self | 0 | null |
AI hardware landscape shifts from GPUs to NPUs as edge computing gains ground | 0 | 2026-01-15T20:53:16 | https://www.digitimes.com/news/a20251210PD203/gpu-npu-cost-kneron-training-data.html | Dontdoitagain69 | digitimes.com | 1970-01-01T00:00:00 | 0 | {} | 1qdvgra | false | null | t3_1qdvgra | /r/LocalLLaMA/comments/1qdvgra/ai_hardware_landscape_shifts_from_gpus_to_npus_as/ | false | false | default | 0 | null | |
what would you want to see in a dataset that would make it work better for your projects? | 1 | [removed] | 2026-01-15T20:42:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qdv6i3/what_would_you_want_to_see_in_a_dataset_that/ | AutomataManifold | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdv6i3 | false | null | t3_1qdv6i3 | /r/LocalLLaMA/comments/1qdv6i3/what_would_you_want_to_see_in_a_dataset_that/ | false | false | self | 1 | null |
Karparthi_prime | 0 | If Andreij is here I am the architecht | 2026-01-15T20:20:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qdulvk/karparthi_prime/ | WranglerConscious296 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdulvk | false | null | t3_1qdulvk | /r/LocalLLaMA/comments/1qdulvk/karparthi_prime/ | false | false | self | 0 | null |
CPU only llama-bench | 6 | 2026-01-15T20:09:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qduaz4/cpu_only_llamabench/ | Snow_Sylph | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qduaz4 | false | null | t3_1qduaz4 | /r/LocalLLaMA/comments/1qduaz4/cpu_only_llamabench/ | false | false | 6 | null | ||
Ilya was right: We're back to the age of research. DeepSeek's mHC proves it. | 0 | In Ilya Sutskever's recent podcast with Dwarkesh Patel, he made a striking point: the era of just scaling compute is over. We need to return to fundamental architectural research.
He also discussed something fascinating—why humans generalize so much better than our models. It's not just about data or parameters. The... | 2026-01-15T20:02:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qdu4ub/ilya_was_right_were_back_to_the_age_of_research/ | shreyanshjain05 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdu4ub | false | null | t3_1qdu4ub | /r/LocalLLaMA/comments/1qdu4ub/ilya_was_right_were_back_to_the_age_of_research/ | false | false | self | 0 | null |
Does Context Engineering (RAG) actually make reduce hallucinations in LLMs? | 3 | Hey everyone,
I just published my second paper on zenodo today.
**TL;DR:** RAG, tools, and memory reduce hallucinations short-term, but each layer adds compression artifacts that compound errors. Like re-saving a JPEG multiple times.
It's about a fundamental problem I noticed. Context engineering is not what it is ... | 2026-01-15T19:54:15 | Moist_Landscape289 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdtwfs | false | null | t3_1qdtwfs | /r/LocalLLaMA/comments/1qdtwfs/does_context_engineering_rag_actually_make_reduce/ | false | false | 3 | {'enabled': True, 'images': [{'id': 'YhdeL_r2Zu0GSqEutQXaWD1u9xr5DIcAFQ36-EmO4cg', 'resolutions': [{'height': 71, 'url': 'https://preview.redd.it/cwa610aoikdg1.png?width=108&crop=smart&auto=webp&s=ccb809e8ed0dadd3f85558b66754b4dee9d2f9ff', 'width': 108}, {'height': 142, 'url': 'https://preview.redd.it/cwa610aoikdg1.png... | ||
Not as impressive as most here, but really happy I made it in time! | 140 | I'm in the Netherlands, I apologize in advance for my grammar (Happy to be corrected!), not using AI for translation.
Over here, getting cards is increasingly more difficult and prices are quite steep.
It was a bit of a gamble to get the second GPU; I had the RTX 5060 Ti on order for 509EU by Paradigit but it wasn't ... | 2026-01-15T19:53:15 | Kahvana | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdtvgs | false | null | t3_1qdtvgs | /r/LocalLLaMA/comments/1qdtvgs/not_as_impressive_as_most_here_but_really_happy_i/ | false | false | 140 | {'enabled': True, 'images': [{'id': 'PoaXcCsDJF2YI17vj4hLj54AG43LLCQJ64hM5uZg-FU', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/g997soqdgkdg1.jpeg?width=108&crop=smart&auto=webp&s=ac5311158f2db62031c6cd2ebbafa09f0be7ac5d', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/g997soqdgkdg1.j... | ||
Will Substrate disrupt the chip market? | 4 | If they succeed in mass fabbing 1nm to a14 process nodes using x rays by 2027/2028 then other companie/countries like TsMc/Taiwan and Smic/ China and Netherlands will be quite behind! They are estimated to produce 1.2 mil wafers at 10k / wafer (10x cheaper than tsmc ) by 2030… | 2026-01-15T19:42:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qdtl85/will_substrate_disrupt_the_chip_market/ | power97992 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdtl85 | false | null | t3_1qdtl85 | /r/LocalLLaMA/comments/1qdtl85/will_substrate_disrupt_the_chip_market/ | false | false | self | 4 | null |
Looking for resources on finetuning data formatting | 1 | [removed] | 2026-01-15T19:41:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qdtk7f/looking_for_resources_on_finetuning_data/ | AutomataManifold | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdtk7f | false | null | t3_1qdtk7f | /r/LocalLLaMA/comments/1qdtk7f/looking_for_resources_on_finetuning_data/ | false | false | self | 1 | null |
I built a scraping API to simplify RAG data ingestion (3 endpoints). Looking for feedback on utility. | 2 | [removed] | 2026-01-15T19:36:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qdtfap/i_built_a_scraping_api_to_simplify_rag_data/ | g4m3r1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdtfap | false | null | t3_1qdtfap | /r/LocalLLaMA/comments/1qdtfap/i_built_a_scraping_api_to_simplify_rag_data/ | false | false | self | 2 | null |
Starting my own model journey. | 14 | Just wanted to start a little online dev log about making my very own model. I’m not doing a LoRA, I’m literally training a tokenizer and model on my own data, from scratch.
So far it’s been pretty fun. And it really helps you understand what goes into an LM. I’ve gotten basically gibberish, in fact the most coherent... | 2026-01-15T19:28:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qdt76f/starting_my_own_model_journey/ | AllTheCoins | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdt76f | false | null | t3_1qdt76f | /r/LocalLLaMA/comments/1qdt76f/starting_my_own_model_journey/ | false | false | self | 14 | null |
Nexa × Qualcomm On-Device AI Bounty Program - Build Local Android AI Apps and Win Awards | 3 | On-device AI will be everywhere in 2026. Nexa AI partnered with Qualcomm to host a bounty program for builders who want to level-up local AI on mobile, ship real impact and get recognized.
**Build:**
A working Android AI app that runs locally on Qualcomm Hexagon NPU using NexaSDK.
**Win:**
\- $6,500 total cash pri... | 2026-01-15T19:19:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qdsy5t/nexa_qualcomm_ondevice_ai_bounty_program_build/ | Material_Shopping496 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdsy5t | false | null | t3_1qdsy5t | /r/LocalLLaMA/comments/1qdsy5t/nexa_qualcomm_ondevice_ai_bounty_program_build/ | false | false | self | 3 | null |
translategemma 27b/12b/4b | 77 | # Description
TranslateGemma is a family of lightweight, state-of-the-art open translation models from Google, based on the Gemma 3 family of models.
TranslateGemma models are designed to handle translation tasks across 55 languages. Their relatively small size makes it possible to deploy them in environments with l... | 2026-01-15T19:08:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qdsnul/translategemma_27b12b4b/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdsnul | false | null | t3_1qdsnul | /r/LocalLLaMA/comments/1qdsnul/translategemma_27b12b4b/ | false | false | 77 | null | |
Did anyone of you fine tune gpt oss 20b or an llm ? if so, what for, and was it worth it ? | 10 | I'm a masters ai student in germany, i work on rag systems, and i'm getting this strong urge to fine tune gpt oss 20b for rag.
I'm generally alright with gpt oss 20b, it generally works well, calls tools when it needs to, follows instructions. i was just wondering if i could fine tune it to reply how i want, like with... | 2026-01-15T18:45:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qds04y/did_anyone_of_you_fine_tune_gpt_oss_20b_or_an_llm/ | Hour-Entertainer-478 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qds04y | false | null | t3_1qds04y | /r/LocalLLaMA/comments/1qds04y/did_anyone_of_you_fine_tune_gpt_oss_20b_or_an_llm/ | false | false | self | 10 | null |
OpenAI has signed a $10 billion contract with Cerebras | 27 | [https://en.ain.ua/2026/01/15/openai-has-signed-a-10-billion-contract-with-cerebras/](https://en.ain.ua/2026/01/15/openai-has-signed-a-10-billion-contract-with-cerebras/)
A few days ago, I read some comments about this hypothetical wedding and why it wasn't happening. And yet, it happened! | 2026-01-15T18:42:39 | https://www.reddit.com/r/LocalLLaMA/comments/1qdrxiu/openai_has_signed_a_10_billion_contract_with/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdrxiu | false | null | t3_1qdrxiu | /r/LocalLLaMA/comments/1qdrxiu/openai_has_signed_a_10_billion_contract_with/ | false | false | self | 27 | null |
Framework Desktop vs. 5090 for code analysis | 13 | I need opinions on what hardware to get, between Framework Desktop (AMD Stryx Halo 128GB unified RAM) and self-built PC with Nvidia 5090 32GB VRAM.
The use case is somewhat peculiar. I will be working with still copyrighted vintage code, mostly for early x86 PC but some of it for other 80s/90s platforms. Mostly in C89... | 2026-01-15T18:33:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qdroja/framework_desktop_vs_5090_for_code_analysis/ | Albedo101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdroja | false | null | t3_1qdroja | /r/LocalLLaMA/comments/1qdroja/framework_desktop_vs_5090_for_code_analysis/ | false | false | self | 13 | null |
OlmOCR Settings for Rag | 2 | I‘ve got a few hundred fairly normal PDFs, that for some reason have some bad font embeddings. I am using OlmOCR.pipeline using a model served on vLLM. I like the parallelism, but even with multiple retries it still discards documents as not processable - maybe because they contain text as well as images without text?... | 2026-01-15T18:25:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qdrgui/olmocr_settings_for_rag/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdrgui | false | null | t3_1qdrgui | /r/LocalLLaMA/comments/1qdrgui/olmocr_settings_for_rag/ | false | false | self | 2 | null |
Raspberry Pi AI HAT+ 2 announced! Featuring the new Hailo-10H neural network accelerater, 40 TOPS (INT4) of inferencing performance, $130 | 0 | https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/ | 2026-01-15T18:24:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qdrfih/raspberry_pi_ai_hat_2_announced_featuring_the_new/ | Fear_ltself | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdrfih | false | null | t3_1qdrfih | /r/LocalLLaMA/comments/1qdrfih/raspberry_pi_ai_hat_2_announced_featuring_the_new/ | false | false | self | 0 | null |
Nemotron-3-nano:30b is a spectacular general purpose local LLM | 193 | Just want to sing the praises of this model. I am stunned at how intelligent it is for a 30b model. Comparing it to Llama 3.3:70b, I have yet to find a general purpose question that Nemotron hasn't answered better. It is quite robotic so I won't be using it for creative or chat purposes. Everything else though has been... | 2026-01-15T18:24:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qdrf3o/nemotron3nano30b_is_a_spectacular_general_purpose/ | DrewGrgich | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdrf3o | false | null | t3_1qdrf3o | /r/LocalLLaMA/comments/1qdrf3o/nemotron3nano30b_is_a_spectacular_general_purpose/ | false | false | self | 193 | null |
Any point putting a 1060 6GB in with a 3090 for partial offload 70B type scenarios? | 1 | I already run mostly 70B partially offloaded, get around 2.4 t/s.
Will adding the 1060 actually help at all? I got one from my friend for free he had sitting around. There would be less running on the CPU RAM (~ 12GB vs ~ 18 GB) but also whatever additional overhead comes with having multiple GPUs, and the 1060's memo... | 2026-01-15T18:16:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qdr6wr/any_point_putting_a_1060_6gb_in_with_a_3090_for/ | Ill_Yam_9994 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdr6wr | false | null | t3_1qdr6wr | /r/LocalLLaMA/comments/1qdr6wr/any_point_putting_a_1060_6gb_in_with_a_3090_for/ | false | false | self | 1 | null |
Made "LLM Initiative" prototype - Main idea is to break "USER : ASSISTANT" format to "ASSISTANT : USER : ASSISTANT : ASSISTANT". It can force LLM to start empty dialogue, answer in a row, using fixed or random timer. Can use Web Search and Lorebook for prompt injection. | 0 | Vascura FRONT: https://github.com/Unmortan-Ellary/Vascura-FRONT
**LLM Initiative:** Interesting timer based system that force LLM to take Initiative and start new conversations to engage with the user (even with empty chats), messaging multiple times in a row trying to engage with AFK user on its own, continue to perf... | 2026-01-15T17:55:14 | https://www.reddit.com/gallery/1qdql8e | -Ellary- | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qdql8e | false | null | t3_1qdql8e | /r/LocalLLaMA/comments/1qdql8e/made_llm_initiative_prototype_main_idea_is_to/ | false | false | 0 | null | |
Help with Llama Guard 3 prompting for OpenAI moderation taxonomy | 1 | [removed] | 2026-01-15T17:26:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qdprz2/help_with_llama_guard_3_prompting_for_openai/ | WerewolfSpecial1162 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdprz2 | false | null | t3_1qdprz2 | /r/LocalLLaMA/comments/1qdprz2/help_with_llama_guard_3_prompting_for_openai/ | false | false | self | 1 | null |
How to counter Qwen3 VL Thinking emerging catchphrases? | 6 | Most people agree that Qwen3 VL Thinking is currently the best dense model under 32B parameters. That said, Qwen3 VL has some quirks that are driving me crazy.
I've noticed a weird pattern that shows up consistently in longer conversations (over 5 turns). It's a type of repetition, but not the straightforward kind tha... | 2026-01-15T17:18:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qdpjzc/how_to_counter_qwen3_vl_thinking_emerging/ | IrisColt | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdpjzc | false | null | t3_1qdpjzc | /r/LocalLLaMA/comments/1qdpjzc/how_to_counter_qwen3_vl_thinking_emerging/ | false | false | self | 6 | null |
[ Removed by moderator ] | 29 | [removed] | 2026-01-15T17:18:29 | https://modelgrep.com | Turbulent-Sky5396 | modelgrep.com | 1970-01-01T00:00:00 | 0 | {} | 1qdpjnh | false | null | t3_1qdpjnh | /r/LocalLLaMA/comments/1qdpjnh/modelgrep_open_source_project_to_help_you/ | false | false | null | 29 | null |
I built agent-of-empires: cli session manager to manage all your local LLM coding agents (opencode) | 14 | Hi! My name's Nathan, I'm an MLE at mozilla.ai.
I'm loving my LM Studio LLMs (nemotron, qwen3-coder, gpt-oss) running on a mac mini, and I wanted to give them a try at coding. Unfortunately I'm impatient and since they can run a little slower than the LLMs hosted on the expensive NVIDIA gpus, I found myself opening u... | 2026-01-15T17:17:45 | https://v.redd.it/7xv99jhrqjdg1 | river_otter412 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdpiw8 | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/7xv99jhrqjdg1/DASHPlaylist.mpd?a=1771089489%2CNDUxMTMwZTVmYmI3ZDY5YTlkYzMyY2EzNWJkYzQxNGRkYmZhYmM1M2I1YzM1YjEzODY5ZDBhNGM0YTY2MjRmYg%3D%3D&v=1&f=sd', 'duration': 21, 'fallback_url': 'https://v.redd.it/7xv99jhrqjdg1/CMAF_480.mp4?source=fallback', 'ha... | t3_1qdpiw8 | /r/LocalLLaMA/comments/1qdpiw8/i_built_agentofempires_cli_session_manager_to/ | false | false | 14 | {'enabled': False, 'images': [{'id': 'M3l2NGppaHJxamRnMfWVxy7rvYMCqiqCOPfcqx6hDwGA71STZapyDGhDWUDn', 'resolutions': [{'height': 63, 'url': 'https://external-preview.redd.it/M3l2NGppaHJxamRnMfWVxy7rvYMCqiqCOPfcqx6hDwGA71STZapyDGhDWUDn.png?width=108&crop=smart&format=pjpg&auto=webp&s=6b8ce1d38384ff28a588f4ca5b97bc3ed0177... | |
Thanks to you guys, Soprano TTS now supports OpenAI-compatible endpoint, ONNX, ComfyUI, WebUI, and CLI on CUDA, MPS, ROCm, and CPU! | 98 | [https://github.com/ekwek1/soprano](https://github.com/ekwek1/soprano)
[https://huggingface.co/ekwek/Soprano-1.1-80M](https://huggingface.co/ekwek/Soprano-1.1-80M)
[https://huggingface.co/spaces/ekwek/Soprano-TTS](https://huggingface.co/spaces/ekwek/Soprano-TTS)
Hello everyone,
This final day of updates is dedica... | 2026-01-15T17:10:00 | eugenekwek | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdpb2v | false | null | t3_1qdpb2v | /r/LocalLLaMA/comments/1qdpb2v/thanks_to_you_guys_soprano_tts_now_supports/ | false | false | default | 98 | {'enabled': True, 'images': [{'id': '581sfa20ojdg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/581sfa20ojdg1.png?width=108&crop=smart&auto=webp&s=58e114b08430da9af88822994540dbdc7d05975d', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/581sfa20ojdg1.png?width=216&crop=smart&auto=web... | |
[Resource] AI Guardrails: Open-source middleware to add PII Redaction & Injection Defense to local LLMs | 0 | Hey everyone,
I built a lightweight middleware API designed to sit between your users and your local LLM stack (Ollama, vLLM, Llama.cpp).
\*\*Repo:\*\* [https://github.com/koppalanaveenkumar/ai-guardrails](https://github.com/koppalanaveenkumar/ai-guardrails)
\*\*Demo:\*\* [https://aiguardrails.vercel.app](https:... | 2026-01-15T17:02:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qdp3ix/resource_ai_guardrails_opensource_middleware_to/ | naveenkumarkoppala | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdp3ix | false | null | t3_1qdp3ix | /r/LocalLLaMA/comments/1qdp3ix/resource_ai_guardrails_opensource_middleware_to/ | false | false | self | 0 | null |
GPT OSS Using V100s On vLLM? | 1 | Hello!
I'm looking to run GPT OSS 120B using vLLM on my set up of 8 V100s. Should be more than enough compute but I'm having trouble figuring out if V100s can run this set up? The official documentation states "In vLLM, you can run it on NVIDIA H100, H200, B200 as well as MI300x, MI325x, MI355x and Radeon AI PRO R9700... | 2026-01-15T17:01:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qdp26c/gpt_oss_using_v100s_on_vllm/ | NimbleTie | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdp26c | false | null | t3_1qdp26c | /r/LocalLLaMA/comments/1qdp26c/gpt_oss_using_v100s_on_vllm/ | false | false | self | 1 | null |
Smallest model in Hugging Face/llama.cpp? | 0 | Tell me a small model (Hugging Face/llama.cpp). | 2026-01-15T17:00:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qdp1st/smallest_model_in_hugging_facellamacpp/ | Ok-Type-7663 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdp1st | false | null | t3_1qdp1st | /r/LocalLLaMA/comments/1qdp1st/smallest_model_in_hugging_facellamacpp/ | false | false | self | 0 | null |
Agent Skills in 100 lines of Python | 5 | Agent Skills are an exciting feature, but I think the conversation around them gets a bit too mystical.
After implementing the standard myself, I realized their true power isn't in some complex technical breakthrough. It's that they are a perfect example of progressive disclosure.
They allow us to replace complex sub... | 2026-01-15T16:59:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qdp00e/agent_skills_in_100_lines_of_python/ | jairtrejo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdp00e | false | null | t3_1qdp00e | /r/LocalLLaMA/comments/1qdp00e/agent_skills_in_100_lines_of_python/ | false | false | self | 5 | null |
google/translategemma | 167 | [https://huggingface.co/collections/google/translategemma](https://huggingface.co/collections/google/translategemma)
tech report: [https://arxiv.org/abs/2601.09012](https://arxiv.org/abs/2601.09012)
| 2026-01-15T16:42:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qdok2i/googletranslategemma/ | BreakfastFriendly728 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdok2i | false | null | t3_1qdok2i | /r/LocalLLaMA/comments/1qdok2i/googletranslategemma/ | false | false | self | 167 | {'enabled': False, 'images': [{'id': '3nmGq4Pb4Wd45VEcnJn6aN4zY72i19oKKecxe6Vlcbg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/3nmGq4Pb4Wd45VEcnJn6aN4zY72i19oKKecxe6Vlcbg.png?width=108&crop=smart&auto=webp&s=11ed6729f1b53102e968ad5e14a5ad6c69c48544', 'width': 108}, {'height': 116, 'url': 'h... |
AI Max 395+ tips please | 6 | I've been enjoy my dual 5090 set-up but the models I'm running are just too small. Decided to get the 128gb 395+ to run larger models.
I'm seeing some mixed reviews where people give conflicting information on what/how to run.
What's the MUST DO for local LLM on the AI Max 395+? I'm planning either Popos24(my goto... | 2026-01-15T16:38:08 | No_Mango7658 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdofdx | false | null | t3_1qdofdx | /r/LocalLLaMA/comments/1qdofdx/ai_max_395_tips_please/ | false | false | default | 6 | {'enabled': True, 'images': [{'id': 'q8q5r3bvjjdg1', 'resolutions': [{'height': 186, 'url': 'https://preview.redd.it/q8q5r3bvjjdg1.jpeg?width=108&crop=smart&auto=webp&s=27331bc8ff0db6c45658c76f8999038b7e43fc65', 'width': 108}, {'height': 372, 'url': 'https://preview.redd.it/q8q5r3bvjjdg1.jpeg?width=216&crop=smart&auto=... | |
Alexandre Pedrosa AI Integrator, Meta, Microsoft, Google, OpeAI.. | 0 | https://github.com/alexandrepedrosaai/MESHES-Meta-Microsoft-Second-and-Third-AI-Integration-and-AI-Endorsement-Smart-Contracs | 2026-01-15T16:05:52 | Altruistic_Bet3198 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdnjfh | false | null | t3_1qdnjfh | /r/LocalLLaMA/comments/1qdnjfh/alexandre_pedrosa_ai_integrator_meta_microsoft/ | false | false | 0 | {'enabled': True, 'images': [{'id': '1Btz0cVs7JS8Js6eGGtzihstM9akNPtP0wmAa917CzY', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/42yb5704ejdg1.jpeg?width=108&crop=smart&auto=webp&s=516ed857761dbd5776c2b81b5d089fa6061b0378', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/42yb5704ejdg1.j... | ||
Best AI for coding that isn't from the major disgusting companies? (Local or online) | 0 | Hi guys which one in your opinion is the best AI to use that is open source and more ethical not to support cancer companies like Open AI, microsoft and so on? I use it mostly as a study partner for coding.
| 2026-01-15T16:04:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qdnhz2/best_ai_for_coding_that_isnt_from_the_major/ | Quiet_Bus_6404 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdnhz2 | false | null | t3_1qdnhz2 | /r/LocalLLaMA/comments/1qdnhz2/best_ai_for_coding_that_isnt_from_the_major/ | false | false | self | 0 | null |
7x Longer Context Reinforcement Learning in Unsloth | 236 | Hey r/LocalLlama! We're excited to show how Unsloth now enables **7x longer context lengths** (up to 12x) for Reinforcement Learning! By using 3 new techniques we developed, we enable you to train gpt-oss 20b QLoRA up to **20K context on a 24Gb card** \- all with **no accuracy degradation**. Unsloth GitHub: [https://gi... | 2026-01-15T15:56:40 | danielhanchen | i.redd.it | 2026-01-15T16:05:50 | 0 | {} | 1qdna3t | false | null | t3_1qdna3t | /r/LocalLLaMA/comments/1qdna3t/7x_longer_context_reinforcement_learning_in/ | false | false | 236 | {'enabled': True, 'images': [{'id': 'n_r-m47P4gHQQrvVd4l7XwnxqQ7f4_8MrX8-a83hT98', 'resolutions': [{'height': 120, 'url': 'https://preview.redd.it/nmkee12vbjdg1.png?width=108&crop=smart&auto=webp&s=646f1fc37efa0d5afdaebb19a4f93e1d2ab65d57', 'width': 108}, {'height': 241, 'url': 'https://preview.redd.it/nmkee12vbjdg1.pn... | ||
Building a Local-First OS foundation for Trustable AI (Rust + Radxa RK3588). Open Source. | 4 | Hi everyone,
To make AI truly helpful, it needs context - it needs to see what I see. But streaming camera feeds to the cloud creates a privacy paradox.
**I believe privacy must be guaranteed by architecture, not just by policy.**
That is why I started **paiOS**. It is a Local-First OS foundation designed to enable ... | 2026-01-15T15:53:41 | aurintex | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdn78z | false | null | t3_1qdn78z | /r/LocalLLaMA/comments/1qdn78z/building_a_localfirst_os_foundation_for_trustable/ | false | false | 4 | {'enabled': True, 'images': [{'id': 'eiBtZ8NeJNAy6P9BeLzNhPp644mDST6Fl_dHdAw_j18', 'resolutions': [{'height': 65, 'url': 'https://preview.redd.it/azz0wkmpajdg1.jpeg?width=108&crop=smart&auto=webp&s=28ef1665cccbf0f02160299d33fac6cf6675a0c6', 'width': 108}, {'height': 131, 'url': 'https://preview.redd.it/azz0wkmpajdg1.jp... | ||
Custom RAG pipeline worth it? | 0 | I'm currently stuck between two paths for a new project involving RAG with PDFs and audio transcriptions.
On one hand, I could use a turnkey solution to get up and running fast. On the other hand, my users are "power users" who need more control than a standard ChatGPT-style interface. Specifically, they need to:
Man... | 2026-01-15T15:32:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qdmmn8/custom_rag_pipeline_worth_it/ | _camera_up | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdmmn8 | false | null | t3_1qdmmn8 | /r/LocalLLaMA/comments/1qdmmn8/custom_rag_pipeline_worth_it/ | false | false | self | 0 | null |
My new morning routine - we sure live in exciting times! | 46 | 2026-01-15T15:21:03 | https://v.redd.it/n2nzwp246jdg1 | platinumai | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdmc2p | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/n2nzwp246jdg1/DASHPlaylist.mpd?a=1771082489%2CNTllOGYwNTEyNmIyZjU0MThkZTUwZmQ2ZGNmMGE2OWM1ZDJkMjNiYzQ1MWRjMmI3NzE3ZDQ2ZjJmNzI1MzA1MA%3D%3D&v=1&f=sd', 'duration': 16, 'fallback_url': 'https://v.redd.it/n2nzwp246jdg1/CMAF_480.mp4?source=fallback', 'ha... | t3_1qdmc2p | /r/LocalLLaMA/comments/1qdmc2p/my_new_morning_routine_we_sure_live_in_exciting/ | false | false | 46 | {'enabled': False, 'images': [{'id': 'NmR1bTcweDM2amRnMXGSoRM9CsVG5MjIxh7_8FkNO_bGbbyWAgzzElo_0-YV', 'resolutions': [{'height': 90, 'url': 'https://external-preview.redd.it/NmR1bTcweDM2amRnMXGSoRM9CsVG5MjIxh7_8FkNO_bGbbyWAgzzElo_0-YV.png?width=108&crop=smart&format=pjpg&auto=webp&s=12759ee819816b35316cb074b6441c941100f... | ||
first time making my own product, im really happy | 0 | Been lurking here forever, never posted.
Just launched my first thing on Kickstarter and people are actually backing it?? Still feels surreal.
It's a tiny AI wearable called Berry — you talk to it and it turns what you say into notes and to-dos. Made it because I kept forgetting ideas right after I had them.
Anyway,... | 2026-01-15T15:09:16 | https://www.kickstarter.com/projects/berrygo/berry-lightest-ai-second-braincapture-inspiration-in-1-sec?ref=user_menu | supericx | kickstarter.com | 1970-01-01T00:00:00 | 0 | {} | 1qdm111 | false | null | t3_1qdm111 | /r/LocalLLaMA/comments/1qdm111/first_time_making_my_own_product_im_really_happy/ | false | false | default | 0 | null |
Raspberry Pi AI Hat+ 2 | 1 | [This](https://www.raspberrypi.com/news/introducing-the-raspberry-pi-ai-hat-plus-2-generative-ai-on-raspberry-pi-5/) was just released.
For vision-based models — such as Yolo-based object recognition, pose estimation, and scene segmentation
Says it can do LLMs, VLMS, up to 1.5B parameter models.
I am missing somet... | 2026-01-15T15:08:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qdm050/raspberry_pi_ai_hat_2/ | Eam404 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdm050 | false | null | t3_1qdm050 | /r/LocalLLaMA/comments/1qdm050/raspberry_pi_ai_hat_2/ | false | false | self | 1 | null |
WorldModel-Qwen3-0.6B : Building a "world model" into a thinking model as a modified toolcalling format. (Work in progress) | 2 | Recent discussions about AGI talk about world models being a requirement. While I have no aspirations for that kind of complexity, I thought it would be an interesting experiment to see if I could bake a "modeling" step after the <think> tag, where the model writes code to attempt to model the problem. In a way, this ... | 2026-01-15T15:04:53 | https://github.com/bigattichouse/worldmodel | bigattichouse | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qdlwwn | false | null | t3_1qdlwwn | /r/LocalLLaMA/comments/1qdlwwn/worldmodelqwen306b_building_a_world_model_into_a/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'DgZKX_W-G2btlwviPw01K-Bo-WqwT1-voG4W5IAUKwc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DgZKX_W-G2btlwviPw01K-Bo-WqwT1-voG4W5IAUKwc.png?width=108&crop=smart&auto=webp&s=6ae2443bdd5b0d2b4ea8fe309b6c1b7c918a80d4', 'width': 108}, {'height': 108, 'url': 'h... |
Will you spend US$5,000 for a local surveillance VideoRAG device? | 0 | I know it all depends on the exact specs and features, but I’m trying to assess a monetary value of the perception of surveillance VideoRAG in general. Suppose, if a device can locally monitor and store 5 of your IP cameras 24/7 and respond to your queries based on the stored videos from last 30 days (while immediately... | 2026-01-15T14:47:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qdlgpa/will_you_spend_us5000_for_a_local_surveillance/ | Middle_Investment_81 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdlgpa | false | null | t3_1qdlgpa | /r/LocalLLaMA/comments/1qdlgpa/will_you_spend_us5000_for_a_local_surveillance/ | false | false | self | 0 | null |
Falcon 90M | 85 | ...it's not 90B it's 90M, so you can run it on anything :)
[https://huggingface.co/tiiuae/Falcon-H1-Tiny-90M-Instruct-GGUF](https://huggingface.co/tiiuae/Falcon-H1-Tiny-90M-Instruct-GGUF)
[https://huggingface.co/tiiuae/Falcon-H1-Tiny-Coder-90M-GGUF](https://huggingface.co/tiiuae/Falcon-H1-Tiny-Coder-90M-GGUF)
[ht... | 2026-01-15T14:40:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qdl9za/falcon_90m/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdl9za | false | null | t3_1qdl9za | /r/LocalLLaMA/comments/1qdl9za/falcon_90m/ | false | false | self | 85 | {'enabled': False, 'images': [{'id': 'KWqFMZZsyTPHjYJkhwghE9feVJnj5N7djCZD8Z5yAbg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/KWqFMZZsyTPHjYJkhwghE9feVJnj5N7djCZD8Z5yAbg.png?width=108&crop=smart&auto=webp&s=8e2c013ad4c604daa9c5cacf8940d1eefe225b1f', 'width': 108}, {'height': 116, 'url': 'h... |
🧠 Inference seems to be splitting: cloud-scale vs local-first | 0 | Lately I've been thinking about where AI *inference* is actually heading.
I recently read a VentureBeat article arguing that inference is starting to split into two distinct paths:
- **Cloud-scale inference** for massive shared workloads (data centers, hyperscalers, orchestration at scale)
- **Local / on-device infer... | 2026-01-15T14:32:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qdl2i1/inference_seems_to_be_splitting_cloudscale_vs/ | Code-Forge-Temple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdl2i1 | false | null | t3_1qdl2i1 | /r/LocalLLaMA/comments/1qdl2i1/inference_seems_to_be_splitting_cloudscale_vs/ | false | false | self | 0 | null |
New arXiv review: "High-Performance Serverless" is the future of AI Inference (and Static Clusters are dying) | 0 | Just read through this new systematic review (arXiv:2601.09334) on Serverless for HPC/AI. It’s a solid read if you're dealing with infrastructure scaling.
The TL;DR:
1. Static Allocation is breaking: The paper argues that rigid GPU clusters can't handle modern "bursty" AI workloads efficiently. You either over-provis... | 2026-01-15T14:28:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qdkzdl/new_arxiv_review_highperformance_serverless_is/ | pmv143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdkzdl | false | null | t3_1qdkzdl | /r/LocalLLaMA/comments/1qdkzdl/new_arxiv_review_highperformance_serverless_is/ | false | false | self | 0 | null |
I've been working on yet another GGUF converter (YaGUFF). It is a GUI on top of llama.cpp (isn't everything?). | 55 | My goals here were self-educational so I'm curious to see how it survives contact with the outside world. It's supposed to be simple and easy. After weeks of adding features and changing everything I can't be sure. With some luck it should still be intuitive enough.
Installation should be as easy as a git clone ... | 2026-01-15T14:18:51 | AllergicToTeeth | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdkqgd | false | null | t3_1qdkqgd | /r/LocalLLaMA/comments/1qdkqgd/ive_been_working_on_yet_another_gguf_converter/ | false | false | default | 55 | {'enabled': True, 'images': [{'id': 'qbt8bfuh9idg1', 'resolutions': [{'height': 59, 'url': 'https://preview.redd.it/qbt8bfuh9idg1.png?width=108&crop=smart&auto=webp&s=f563b168147917fad5c10c2616468ae5820034c7', 'width': 108}, {'height': 118, 'url': 'https://preview.redd.it/qbt8bfuh9idg1.png?width=216&crop=smart&auto=web... | |
"Memory Wall" is the real bottleneck for Inference, not Compute. Why aren't we taking HBM-CPUs seriously? | 1 | [removed] | 2026-01-15T14:05:24 | Any_Cod_4947 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdkeii | false | null | t3_1qdkeii | /r/LocalLLaMA/comments/1qdkeii/memory_wall_is_the_real_bottleneck_for_inference/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'i1hml70lsidg1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/i1hml70lsidg1.jpeg?width=108&crop=smart&auto=webp&s=7f99a2d07e73682d0efc9b096ad825880265c488', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/i1hml70lsidg1.jpeg?width=216&crop=smart&auto=w... | |
Why High-Bandwidth CPUs might actually challenge Nvidia for inference | 0 | We've been analyzing the current hardware landscape for enterprise AI deployments, and we're noticing a shift that isn't discussed enough: the "Memory Wall."
Everyone is scrambling for H100s, but for inference tasks especially with LLMs raw compute (FLOPs) is rarely the bottleneck. It's memory bandwidth. The tokens ca... | 2026-01-15T13:42:17 | https://medium.com/researchable/nvidias-moat-is-leaking-the-rise-of-high-bandwidth-cpus-b4d4578457e4 | Any_Cod_4947 | medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qdjtwa | false | null | t3_1qdjtwa | /r/LocalLLaMA/comments/1qdjtwa/why_highbandwidth_cpus_might_actually_challenge/ | false | false | default | 0 | null |
The Memory Wall is the real bottleneck: Why High-Bandwidth CPUs might actually challenge Nvidia for inference | 1 | I've been analyzing the current hardware landscape for enterprise AI deployments, and we're noticing a shift that isn't discussed enough: the "Memory Wall."
Everyone is scrambling for H100s, but for inference tasks especially with LLMs raw compute (FLOPs) is rarely the bottleneck. It's memory bandwidth. The tokens can... | 2026-01-15T13:39:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qdjrt7/the_memory_wall_is_the_real_bottleneck_why/ | Any_Cod_4947 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdjrt7 | false | null | t3_1qdjrt7 | /r/LocalLLaMA/comments/1qdjrt7/the_memory_wall_is_the_real_bottleneck_why/ | false | false | self | 1 | null |
Best local LLM for M1 Max 32gb for a small law office? | 0 | I want proficiency in Greek and English. Also , how do you train the model? I just read about it somewhere and have no idea how it works. Thanks! | 2026-01-15T13:21:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qdjciv/best_local_llm_for_m1_max_32gb_for_a_small_law/ | findthemistke | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdjciv | false | null | t3_1qdjciv | /r/LocalLLaMA/comments/1qdjciv/best_local_llm_for_m1_max_32gb_for_a_small_law/ | false | false | self | 0 | null |
Didn’t realize duplicate invoices were such a common (and expensive) problem | 0 | [removed] | 2026-01-15T13:20:54 | https://www.reddit.com/r/LocalLLaMA/comments/1qdjbrt/didnt_realize_duplicate_invoices_were_such_a/ | Helpful_Milk_5618 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdjbrt | false | null | t3_1qdjbrt | /r/LocalLLaMA/comments/1qdjbrt/didnt_realize_duplicate_invoices_were_such_a/ | false | false | self | 0 | null |
solution for local deep research | 13 | I am still trying to set up a good local deep research workflow.
What I’ve found so far:
* [https://github.com/assafelovic/gpt-researcher](https://github.com/assafelovic/gpt-researcher) – the best one so far, but I need to refresh the browser after each research run
* [https://github.com/bytedance/deer-flow](https://... | 2026-01-15T13:09:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qdj2nn/solution_for_local_deep_research/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdj2nn | false | null | t3_1qdj2nn | /r/LocalLLaMA/comments/1qdj2nn/solution_for_local_deep_research/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'zIj3ZCnCTgiapX4S5a4AsQzcBt1PHe8Od8z7qw4Y96g', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zIj3ZCnCTgiapX4S5a4AsQzcBt1PHe8Od8z7qw4Y96g.png?width=108&crop=smart&auto=webp&s=1e6a60156250b10f1ccdec8e2048c10496ae68f3', 'width': 108}, {'height': 108, 'url': 'h... |
kimi lied to me | 0 | I should be more careful. Asked it to produce market prices for over 2000 items on a spread sheet. I had to break them up manually and feed to the Kimi.
After an hour of work. I asked it the source of the prices and it said it fabricated all the data!.
Damn I need to be more careful. It doesn't help Kimi never saying... | 2026-01-15T12:39:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qdifs0/kimi_lied_to_me/ | Hammerhead2046 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdifs0 | false | null | t3_1qdifs0 | /r/LocalLLaMA/comments/1qdifs0/kimi_lied_to_me/ | false | false | 0 | null | |
Question: temporary private LLM setup for interview transcript analysis? | 1 | Hi,
I’m looking for advice on how to set up a temporary, private LLM environment to analyze qualitative interview transcripts (ask questions, find patterns, draw inferences across texts).
Key constraints:
- I don’t have strong coding skills and want to avoid complex setups
- I don’t want to train a model – just use a... | 2026-01-15T12:25:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qdi5e6/question_temporary_private_llm_setup_for/ | Lost-Fruit-3838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdi5e6 | false | null | t3_1qdi5e6 | /r/LocalLLaMA/comments/1qdi5e6/question_temporary_private_llm_setup_for/ | false | false | self | 1 | null |
Curious about AI as ethical social guides? Fine-tuned a model for thoughtful companionship + built a full app around it | 1 | [removed] | 2026-01-15T12:04:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qdhqsx/curious_about_ai_as_ethical_social_guides/ | EmbarrassedHuman1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdhqsx | false | null | t3_1qdhqsx | /r/LocalLLaMA/comments/1qdhqsx/curious_about_ai_as_ethical_social_guides/ | false | false | self | 1 | null |
How to get local LLMs answer VERY LONG answers? | 10 | Even if they have a ton of context active (32K, 200K, whatever) I cannot get a model write a very long answer. Why is that? Is it possible with any trick to keep a model writing code or a long story on one shot?
I don't get how a model can have a huge context window, but it cannot give long answers.
I use LM Studi... | 2026-01-15T12:03:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qdhphy/how_to_get_local_llms_answer_very_long_answers/ | mouseofcatofschrodi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdhphy | false | null | t3_1qdhphy | /r/LocalLLaMA/comments/1qdhphy/how_to_get_local_llms_answer_very_long_answers/ | false | false | self | 10 | null |
Finally finished my all-in-one Local AI app (Flux, Music, Agent) | 16 | # Finally finished my all-in-one Local AI app (Flux, Music, Agent)
Just wanted to show off what I’ve been building for the last few months.
It’s called **V6rge**. Basically, I got tired of dealing with 10 different command-line windows just to run Flux, a Chatbot, and some standard tools. So I built a single, unified... | 2026-01-15T11:56:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qdhkxi/finally_finished_my_allinone_local_ai_app_flux/ | Motor-Resort-5314 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdhkxi | false | null | t3_1qdhkxi | /r/LocalLLaMA/comments/1qdhkxi/finally_finished_my_allinone_local_ai_app_flux/ | false | false | 16 | null | |
[Project] Benchmark your local LLM inference speed with auto-submission (One-line install + Multi-GPU DP support) | 1 | Hi r/LocalLLaMA,
We are working on a project to collect and visualize real-world LLM inference performance across various hardware setups (Consumer GPUs, Macs, Server grade, etc.).
We realized it's often hard to compare "apples to apples" performance without a standardized test. So, we built a CLI tool that streamlin... | 2026-01-15T11:45:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qdhdlt/project_benchmark_your_local_llm_inference_speed/ | Tiredwanttosleep | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdhdlt | false | null | t3_1qdhdlt | /r/LocalLLaMA/comments/1qdhdlt/project_benchmark_your_local_llm_inference_speed/ | false | false | self | 1 | null |
I built a 100% Rust orchestrator to chain local models (Ollama, Whisper) without Python or LangChain. Runs entirely offline. | 0 | Hey r/LocalLLaMA,
Like many of you, I got tired of the "modern" AI stack. I wanted to build complex workflows (like "watch folder -> transcribe audio -> summarize text -> save to obsidian"), but every tool out there felt like overkill. They were either wrappers around the OpenAI API or massive Python frameworks that r... | 2026-01-15T11:32:37 | stxrmcrypt | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdh5l5 | false | null | t3_1qdh5l5 | /r/LocalLLaMA/comments/1qdh5l5/i_built_a_100_rust_orchestrator_to_chain_local/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'uzq44ca1xhdg1', 'resolutions': [{'height': 76, 'url': 'https://preview.redd.it/uzq44ca1xhdg1.png?width=108&crop=smart&auto=webp&s=2665a23280ea453cb9ac3b68cf3027527d29bca5', 'width': 108}, {'height': 152, 'url': 'https://preview.redd.it/uzq44ca1xhdg1.png?width=216&crop=smart&auto=web... | |
RTX 5070 Ti and RTX 5060 Ti 16 GB no longer manufactured | 229 | Nvidia has essentially killed off supply for the RTX 5070 Ti. Also supply of RTX 5060 Ti 16 GB has been significantly reduced. This happened partially due to memory supply shortages. This means that most AIBs will no longer manufacture these GPUs. Prices are already jumping significantly. The 5070 Ti has risen \~$100 ... | 2026-01-15T11:27:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qdh28f/rtx_5070_ti_and_rtx_5060_ti_16_gb_no_longer/ | Paramecium_caudatum_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdh28f | false | null | t3_1qdh28f | /r/LocalLLaMA/comments/1qdh28f/rtx_5070_ti_and_rtx_5060_ti_16_gb_no_longer/ | false | false | self | 229 | {'enabled': False, 'images': [{'id': 'dJjS3Ve9z-p_IzlGIqMccDsq-fqcnhnXiDVcaUy0gEw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/dJjS3Ve9z-p_IzlGIqMccDsq-fqcnhnXiDVcaUy0gEw.jpeg?width=108&crop=smart&auto=webp&s=ae0c3bd55a2886bf5b21ac75252dd3634059b337', 'width': 108}, {'height': 162, 'url': '... |
Mistral 3 just released! | 0 | Model Collection: [https://huggingface.co/collections/mistralai/ministral-3](https://huggingface.co/collections/mistralai/ministral-3)
Tech Report: [https://arxiv.org/abs/2601.08584](https://arxiv.org/abs/2601.08584) | 2026-01-15T11:26:41 | https://mistral.ai/news/mistral-3 | Accomplished_Ad9530 | mistral.ai | 1970-01-01T00:00:00 | 0 | {} | 1qdh1vp | false | null | t3_1qdh1vp | /r/LocalLLaMA/comments/1qdh1vp/mistral_3_just_released/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'QLQU1soiMTzFAm8GzW6EPDbaX5jrcYYFqy1ql5NYoiQ', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/QLQU1soiMTzFAm8GzW6EPDbaX5jrcYYFqy1ql5NYoiQ.png?width=108&crop=smart&auto=webp&s=757c6641896f42b25e4c88e87dc438f1e8d270bb', 'width': 108}, {'height': 113, 'url': 'h... | |
Ministral 3 just released | 2 | Model Collection: [https://huggingface.co/collections/mistralai/ministral-3](https://huggingface.co/collections/mistralai/ministral-3)
Tech Report: [https://arxiv.org/abs/2601.08584](https://arxiv.org/abs/2601.08584) | 2026-01-15T11:24:27 | https://mistral.ai/news/mistral-3 | Accomplished_Ad9530 | mistral.ai | 1970-01-01T00:00:00 | 0 | {} | 1qdh0j4 | false | null | t3_1qdh0j4 | /r/LocalLLaMA/comments/1qdh0j4/ministral_3_just_released/ | false | false | default | 2 | null |
What is the impact of running (some or all) PCIe5 GPUs on PCIe4 slot (with the same # of lanes) in a multi-GPU server? | 1 | I was thinking about multi-GPU scenarios where a mobo either has no PCIe5 at all, or a limited number of them with the rest being PCIe4.
Someone told me that running PCIe5 cards in a multi-GPU setup on PCIe4 for LLM is not a big deal and doesn't affect pp and tg speeds when sharding a model across multiple GPUs. ... | 2026-01-15T11:23:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qdh026/what_is_the_impact_of_running_some_or_all_pcie5/ | Infinite100p | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdh026 | false | null | t3_1qdh026 | /r/LocalLLaMA/comments/1qdh026/what_is_the_impact_of_running_some_or_all_pcie5/ | false | false | self | 1 | null |
Microsoft releases FrogMini on HF. Built on Qwen3-14B | 2 | Hugging face: [https://huggingface.co/microsoft/FrogMini-14B-2510](https://huggingface.co/microsoft/FrogMini-14B-2510)
Achieving state-of-the-art performance on SWE-Bench Verified (Pass@1: 45.0%)
Employs supervised fine-tuning (SFT) on successful debugging trajectories generated by a strong teacher model (e.g., Cl... | 2026-01-15T11:13:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qdgtny/microsoft_releases_frogmini_on_hf_built_on/ | Difficult-Cap-7527 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdgtny | false | null | t3_1qdgtny | /r/LocalLLaMA/comments/1qdgtny/microsoft_releases_frogmini_on_hf_built_on/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': '9z7a37kgPjb8VzDQoeXE-zuBzj-58iOLaF-tmw7HTiU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/9z7a37kgPjb8VzDQoeXE-zuBzj-58iOLaF-tmw7HTiU.png?width=108&crop=smart&auto=webp&s=bc5221433884db74b5cbfcfbf837a51ff14fe28e', 'width': 108}, {'height': 116, 'url': 'h... |
Local AI App With SD-1.5 Models | 1 | Got tired of the existing Android local AI apps being slow and losing chat history, so I rewrote mine.
Runs any GGUF model + SD 1.5 (uncensored) offline. One user reported their 8B Q6 went from 30sec response time to 7sec after the rewrite. Encrypted storage with WAL so conversations don't corrupt.
Right now you can ... | 2026-01-15T11:07:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qdgpx3/local_ai_app_with_sd15_models/ | DarkEngine774 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdgpx3 | false | null | t3_1qdgpx3 | /r/LocalLLaMA/comments/1qdgpx3/local_ai_app_with_sd15_models/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'NsJk07DCAgoa5IzBmVhvY4L_KKwgNXadLAq_Y-RUfj8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/NsJk07DCAgoa5IzBmVhvY4L_KKwgNXadLAq_Y-RUfj8.png?width=108&crop=smart&auto=webp&s=6decc2c8e1dd1fad55de7d48bf35c7e39ef3e7a2', 'width': 108}, {'height': 108, 'url': 'h... |
MiniMax-M2.1 REAP models (0xSero) are fixed! | 51 | Previously, some experts where mistakenly left out and that caused loops, new GGUF uploads happening right now.
\- REAP-20 Deprecated
\- REAP-30 **Fixed**
\- REAP-40 **Fixed**
\- REAP-50 Deprecated
[https://huggingface.co/mradermacher/MiniMax-M2.1-REAP-30-GGUF](https://huggingface.co/mradermacher/MiniMax-M2.... | 2026-01-15T10:48:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qdgeak/minimaxm21_reap_models_0xsero_are_fixed/ | AdamDhahabi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdgeak | false | null | t3_1qdgeak | /r/LocalLLaMA/comments/1qdgeak/minimaxm21_reap_models_0xsero_are_fixed/ | false | false | self | 51 | {'enabled': False, 'images': [{'id': 'z032RXX5jad-ma_orE3eYhh4A2ItNZUj_yWYnS15G7M', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/z032RXX5jad-ma_orE3eYhh4A2ItNZUj_yWYnS15G7M.png?width=108&crop=smart&auto=webp&s=183f4ca1eca90173e61293398b23badb04f400ff', 'width': 108}, {'height': 116, 'url': 'h... |
RTX 5070 Ti is end of life now | 0 | [https://m.youtube.com/watch?v=yteN21aJEvE](https://m.youtube.com/watch?v=yteN21aJEvE)
Nvidia is killing off supply for RTX 5070 Ti and RTX 5060 Ti 16 gb.
Credit: Hardware Unboxed | 2026-01-15T10:48:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qdge4b/rtx_5070_ti_is_end_of_life_now/ | Paramecium_caudatum_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdge4b | false | null | t3_1qdge4b | /r/LocalLLaMA/comments/1qdge4b/rtx_5070_ti_is_end_of_life_now/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'dJjS3Ve9z-p_IzlGIqMccDsq-fqcnhnXiDVcaUy0gEw', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/dJjS3Ve9z-p_IzlGIqMccDsq-fqcnhnXiDVcaUy0gEw.jpeg?width=108&crop=smart&auto=webp&s=ae0c3bd55a2886bf5b21ac75252dd3634059b337', 'width': 108}, {'height': 162, 'url': '... |
AI created this app in 12hrs. Used open models, mostly local LLMs. | 0 | From a single prompt to a fully working project. I wrote less than 1% of the code.
MindMapp is available here: [https://mindm.app](https://mindm.app)
GitHub repo: [https://github.com/cepa/mindmapp](https://github.com/cepa/mindmapp)
The first version took 12 hours of work with various AI models with focus on using... | 2026-01-15T10:40:28 | ChopSticksPlease | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qdg9gd | false | null | t3_1qdg9gd | /r/LocalLLaMA/comments/1qdg9gd/ai_created_this_app_in_12hrs_used_open_models/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'RHd7CjBzK5b3-wDv6rfmsjbzysl5hgCg5vRTooV076E', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/kk1n16o9rhdg1.png?width=108&crop=smart&auto=webp&s=616854fc8c0cd3326a205929ac3e22aa8fb0f37e', 'width': 108}, {'height': 217, 'url': 'https://preview.redd.it/kk1n16o9rhdg1.pn... | ||
Anyone finetuned the OLMocr 2 on custom data? | 4 | I need help in fine tuning OLMocr on custom dataset including data preparation pipeline | 2026-01-15T10:04:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qdfosg/anyone_finetuned_the_olmocr_2_on_custom_data/ | nightwing_2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdfosg | false | null | t3_1qdfosg | /r/LocalLLaMA/comments/1qdfosg/anyone_finetuned_the_olmocr_2_on_custom_data/ | false | false | self | 4 | null |
Mi50 32gb vbios flash | 1 | Hey all! Got two mi50s for a local rig and want to also use them as display outs. Does anyone have any working vbios's for them? (If possible please no baidu links downloading them is a nightmare) All help is much appreciated, thanks! | 2026-01-15T09:46:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qdfefa/mi50_32gb_vbios_flash/ | onephn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdfefa | false | null | t3_1qdfefa | /r/LocalLLaMA/comments/1qdfefa/mi50_32gb_vbios_flash/ | false | false | self | 1 | null |
Raspberry Pi AI HAT+ 2 launch | 7 | The Raspberry Pi AI HAT+ 2 is available now at $130, with 8 GB onboard LPDDR4X-4267 SDRAM, with the Hailo-10H accelerator
Since it uses the only pcie express port, there's no easy way to have both the accelerator and an nvme at the same time I presume.
What do you guys this about this for edge LLMs ? | 2026-01-15T09:33:04 | https://www.raspberrypi.com/products/ai-hat-plus-2/ | nicolash33 | raspberrypi.com | 1970-01-01T00:00:00 | 0 | {} | 1qdf6h7 | false | null | t3_1qdf6h7 | /r/LocalLLaMA/comments/1qdf6h7/raspberry_pi_ai_hat_2_launch/ | false | false | default | 7 | null |
Tired of LLM Hallucinations in Data Analysis? I’m building a "Universal Excel Insight Engine" using RAG. | 0 | Hey everyone,
I’ve been working on a project to solve a problem we’ve all faced: getting LLMs to reliably analyze structured data without making things up or losing track of the schema.
I’m calling it the Universal Excel Insight Engine. It’s a RAG-based tool designed to ingest any .XLSX file (up to 200MB) and provide e... | 2026-01-15T08:28:53 | https://v.redd.it/aunecc7k4hdg1 | Accomplished_Life416 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qde614 | false | {'reddit_video': {'bitrate_kbps': 800, 'dash_url': 'https://v.redd.it/aunecc7k4hdg1/DASHPlaylist.mpd?a=1771057750%2COWI1YjE1MmNkNTJhZGY1NGM4ZWRjYjI4YzQzNTk4NWYyZTNiOTdlZDZmOGU1OTZiYTdhZWJjZTAzMzMzNzljNw%3D%3D&v=1&f=sd', 'duration': 52, 'fallback_url': 'https://v.redd.it/aunecc7k4hdg1/CMAF_360.mp4?source=fallback', 'has... | t3_1qde614 | /r/LocalLLaMA/comments/1qde614/tired_of_llm_hallucinations_in_data_analysis_im/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'eDFtdDZhOGs0aGRnMf7vQmqNzPHFLGwo0f7Ld1rEa5Y5H5Pxe6jZiY4Jd9EI', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/eDFtdDZhOGs0aGRnMf7vQmqNzPHFLGwo0f7Ld1rEa5Y5H5Pxe6jZiY4Jd9EI.png?width=108&crop=smart&format=pjpg&auto=webp&s=2248acd4c68b918ef0ddd37120308191bda8... | |
CPT (40 epochs) + SFT (10 epochs) vs. Pure SFT (50 epochs): Why is CPT failing for my Domain-Specific Regulation Model? (Qwen3-8B) | 1 | I have a question. I'm trying to fine-tune an electricity regulation model on the qwen3:8B dataset. Currently, I'm trying to train using CPT (40 epochs) + SFT (10 epochs), but the results are not as good as with SFT (50 epochs), even though the latter is clearly overfitting. However, training with SFT for 50 epochs wor... | 2026-01-15T08:28:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qde5ua/cpt_40_epochs_sft_10_epochs_vs_pure_sft_50_epochs/ | Ok-Money-9173 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qde5ua | false | null | t3_1qde5ua | /r/LocalLLaMA/comments/1qde5ua/cpt_40_epochs_sft_10_epochs_vs_pure_sft_50_epochs/ | false | false | self | 1 | null |
Step-Audio-R1.1 (Open Weight) by StepFun just set a new SOTA on the Artificial Analysis Speech Reasoning leaderboard | 28 | [https://x.com/ModelScope2022/status/2011687986338136089](https://x.com/ModelScope2022/status/2011687986338136089)
[https://huggingface.co/stepfun-ai/Step-Audio-R1.1](https://huggingface.co/stepfun-ai/Step-Audio-R1.1)
**It outperforms Grok, Gemini, and GPT-Realtime with a 96.4% accuracy rate.**
* Native Audio Rea... | 2026-01-15T07:20:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qdd1l7/stepaudior11_open_weight_by_stepfun_just_set_a/ | Inevitable_Sea8804 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdd1l7 | false | null | t3_1qdd1l7 | /r/LocalLLaMA/comments/1qdd1l7/stepaudior11_open_weight_by_stepfun_just_set_a/ | false | false | 28 | null | |
Any Medical doctor related Finetunes of open models ? | 0 | Hi Everyone
I am looking for a few recommendations for open AI models specialized in medical advice/diagnostic just to kind of throw onto the pc and forget in case it ever comes in handy. I have checked out Medgemma but I was wondering if there are others as well. Huggingface is not easily searchable by use case or ... | 2026-01-15T07:08:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qdcubr/any_medical_doctor_related_finetunes_of_open/ | deathcom65 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdcubr | false | null | t3_1qdcubr | /r/LocalLLaMA/comments/1qdcubr/any_medical_doctor_related_finetunes_of_open/ | false | false | self | 0 | null |
VLA模型研究进展 | 0 | 2026-01-15T06:39:36 | https://vlamodels-nm5d2sqk.manus.space | SquashThis3025 | vlamodels-nm5d2sqk.manus.space | 1970-01-01T00:00:00 | 0 | {} | 1qdccee | false | null | t3_1qdccee | /r/LocalLLaMA/comments/1qdccee/vla模型研究进展/ | false | false | default | 0 | null | |
System Prompts When Using Claude Code and Codex with Local Models | 0 | Here are system prompts for:
* [Claude Code](https://gist.github.com/chigkim/1f37bb2be98d97c952fd79cbb3efb1c6): 16.5K tokens
* [Codex](https://gist.github.com/chigkim/ffed11a3e017d98698707dd24e78af51): 6.5K tokens
I wonder if long system prompts are one of the main reasons smaller models, without being fine-tuned on ... | 2026-01-15T06:36:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qdcaol/system_prompts_when_using_claude_code_and_codex/ | chibop1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qdcaol | false | null | t3_1qdcaol | /r/LocalLLaMA/comments/1qdcaol/system_prompts_when_using_claude_code_and_codex/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'OAXSl8SY6T3JK9MGQyKxkoYbqZ71HQRYXLeB8CV0NXg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/OAXSl8SY6T3JK9MGQyKxkoYbqZ71HQRYXLeB8CV0NXg.png?width=108&crop=smart&auto=webp&s=796041decb8c1250cbc2f301331b72f7385b477d', 'width': 108}, {'height': 108, 'url': 'h... |
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