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ROCm+Linux on AMD Strix Halo: January 2026 Stable Configurations | 20 | New video on ROCm+Linux support for AMD Strix Halo, documenting working/stable configurations in January 2026 and what caused the original issues.
[https://youtu.be/Hdg7zL3pcIs](https://youtu.be/Hdg7zL3pcIs)
Copying the table here for reference (https://github.com/kyuz0/amd-strix-halo-gfx1151-toolboxes):
**Compat... | 2026-01-18T15:51:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qgc15w/rocmlinux_on_amd_strix_halo_january_2026_stable/ | Intrepid_Rub_3566 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgc15w | false | null | t3_1qgc15w | /r/LocalLLaMA/comments/1qgc15w/rocmlinux_on_amd_strix_halo_january_2026_stable/ | false | false | self | 20 | null |
I built a fully autonomous "Infinite Podcast" rig running entirely on my RTX 5060 Ti. No OpenAI, No ElevenLabs. Just Python + Local Models | 17 | > | 2026-01-18T15:47:08 | https://v.redd.it/jwx2d5nto4eg1 | Legion10008 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qgbx2s | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/jwx2d5nto4eg1/DASHPlaylist.mpd?a=1771343257%2CZmM1Yjg4OWQ5NjA1MGFlNDExN2EyMTMxNjMyNTliM2RlZTIzZmQxYTY2MTVlZGNjMTlhZjk3Zjc5ZDI5ZDNjMQ%3D%3D&v=1&f=sd', 'duration': 235, 'fallback_url': 'https://v.redd.it/jwx2d5nto4eg1/CMAF_720.mp4?source=fallback', 'h... | t3_1qgbx2s | /r/LocalLLaMA/comments/1qgbx2s/i_built_a_fully_autonomous_infinite_podcast_rig/ | false | false | 17 | {'enabled': False, 'images': [{'id': 'YW96OXJobnRvNGVnMdq6M9CsXAgOG_Rn-16_4_EyJoCn-JyF57xCOwtYmHZ6', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YW96OXJobnRvNGVnMdq6M9CsXAgOG_Rn-16_4_EyJoCn-JyF57xCOwtYmHZ6.png?width=108&crop=smart&format=pjpg&auto=webp&s=61a2bc1087fdc64d207b9e4ff01370cb662cd... | |
I have a rx 9070 as my main gpu, should I go for a 9060xt 16gb or 7900xt 20gb for 2nd gpu? | 2 | My budget is limited, but I found that for around the same price I could either get a new 9060xt or a used 7900xt for my 2nd gpu; of the two, which should I pick?
I'm going with AMD because I use the 9070 to game on linux and feel like it'll be smoother for me to just go with another AMD gpu if I decide to use rocm fo... | 2026-01-18T15:44:41 | https://www.reddit.com/r/LocalLLaMA/comments/1qgbuq2/i_have_a_rx_9070_as_my_main_gpu_should_i_go_for_a/ | lolwutdo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgbuq2 | false | null | t3_1qgbuq2 | /r/LocalLLaMA/comments/1qgbuq2/i_have_a_rx_9070_as_my_main_gpu_should_i_go_for_a/ | false | false | self | 2 | null |
Running language models where they don't belong | 81 | We have seen a cool counter-trend recently to the typical scaleup narrative (see Smol/Phi and ZIT most notably). I've been on a mission to push this to the limit (mainly for fun), moving LMs into environments where they have no business existing.
My thesis is that even the most primitive environments can host generati... | 2026-01-18T15:33:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qgbkcd/running_language_models_where_they_dont_belong/ | Brief_Argument8155 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgbkcd | false | null | t3_1qgbkcd | /r/LocalLLaMA/comments/1qgbkcd/running_language_models_where_they_dont_belong/ | false | false | self | 81 | {'enabled': False, 'images': [{'id': 'vIJOJ06Enhec-hQ3wqQCcB2HQUatP8K3R91lcwHstO8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/vIJOJ06Enhec-hQ3wqQCcB2HQUatP8K3R91lcwHstO8.png?width=108&crop=smart&auto=webp&s=3d5645b72f132fb850ffd5814bcf0fd8bdaac2ff', 'width': 108}, {'height': 108, 'url': 'h... |
Simple coding test with few models vs free chatgpt | 0 | This is the prompt -
I want to have gradual slow end, right now it ends very fast i want to ease it at the end-
def func(self, t: float) -> float:
return math.sin(13 * math.pi / 2 * t) * math.pow(2, 10 * (t - 1))
1. qwen3-coder-30B-A#B-Instruct gave this result -
def func(self, t: float) -> ... | 2026-01-18T15:31:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qgbisk/simple_coding_test_with_few_models_vs_free_chatgpt/ | pravbk100 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgbisk | false | null | t3_1qgbisk | /r/LocalLLaMA/comments/1qgbisk/simple_coding_test_with_few_models_vs_free_chatgpt/ | false | false | self | 0 | null |
Need help with project | 1 | I'm building a web application that takes the pdf files, converts them to text, and sends them to the local LLM so they can pull some of the data I'm looking for. I have a problem with the accuracy of the data extraction, it rarely extracts everything I ask it properly, it always misses something. I'm currently using m... | 2026-01-18T15:18:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qgb6pf/need_help_with_project/ | lemigas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgb6pf | false | null | t3_1qgb6pf | /r/LocalLLaMA/comments/1qgb6pf/need_help_with_project/ | false | false | self | 1 | null |
Uncensored ai very good tool | 1 | [removed] | 2026-01-18T15:16:28 | https://video.a2e.ai/?coupon=hmCI | AlDohMorow | video.a2e.ai | 1970-01-01T00:00:00 | 0 | {} | 1qgb5at | false | null | t3_1qgb5at | /r/LocalLLaMA/comments/1qgb5at/uncensored_ai_very_good_tool/ | false | false | default | 1 | null |
Built a privacy-first voice assistant for local LLMs — looking for feedback | 3 | Hey everyone,
I've been frustrated that every voice assistant sends my audio to the cloud.
So I built \*\*Speekium\*\* — a desktop assistant that talks to your local LLM.
\*\*The idea is simple:\*\*
Press a hotkey → speak → get a response. No cloud, no tracking, no subscription.
\*\*How it works:\... | 2026-01-18T14:45:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qgad71/built_a_privacyfirst_voice_assistant_for_local/ | Massive_Engineer5488 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qgad71 | false | null | t3_1qgad71 | /r/LocalLLaMA/comments/1qgad71/built_a_privacyfirst_voice_assistant_for_local/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'lOYyi_axEcV8ooXmEq46MwKR2WMp_lPQALXE8nb_oDM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/lOYyi_axEcV8ooXmEq46MwKR2WMp_lPQALXE8nb_oDM.png?width=108&crop=smart&auto=webp&s=74ff38f434345c056999665355a54d1bc9ca5d48', 'width': 108}, {'height': 108, 'url': 'h... |
Help for an RDMA cluster manager (macOS tahoe 26.2+) | 0 | 2026-01-18T14:33:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qga39p/help_for_an_rdma_cluster_manager_macos_tahoe_262/ | Street-Buyer-2428 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qga39p | false | null | t3_1qga39p | /r/LocalLLaMA/comments/1qga39p/help_for_an_rdma_cluster_manager_macos_tahoe_262/ | false | false | 0 | null | ||
Static Quantization for Phi3.5 for smartphones | 0 | im attempting to do static quantizxation on finetuned phi3.5 model using optimum and onnx runtime for smartphones...my calibration dataset as of now has 150 samples...but it chokes entire CPU in a minute...
im suspecting since im trying to calibration on arm64 instruction dataset so its a prob
if i do on avx512\_vn... | 2026-01-18T14:26:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qg9x5v/static_quantization_for_phi35_for_smartphones/ | CharmingViolinist962 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg9x5v | false | null | t3_1qg9x5v | /r/LocalLLaMA/comments/1qg9x5v/static_quantization_for_phi35_for_smartphones/ | false | false | self | 0 | null |
Just built an app using llama.cpp | 3 | Run deepseek ocr locally on your phone | 2026-01-18T14:23:58 | https://v.redd.it/lbhci3ana4eg1 | Useful_Advisor920 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg9uvi | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/lbhci3ana4eg1/DASHPlaylist.mpd?a=1771338252%2CZDAwNGI2YTE5YTJjZTFhYjA5YjNjZTU3MjM3M2MyYzMzOWVkOWVkNDcwNTUwZTYxMWZhMGI0YjVjYmNlYmI0ZQ%3D%3D&v=1&f=sd', 'duration': 59, 'fallback_url': 'https://v.redd.it/lbhci3ana4eg1/CMAF_720.mp4?source=fallback', 'ha... | t3_1qg9uvi | /r/LocalLLaMA/comments/1qg9uvi/just_built_an_app_using_llamacpp/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'Z3NhMDNlYW5hNGVnMUNUtL3ojV8mRZI5MC7PHWnku738D1U5XxnZmpt8UVdx', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/Z3NhMDNlYW5hNGVnMUNUtL3ojV8mRZI5MC7PHWnku738D1U5XxnZmpt8UVdx.png?width=108&crop=smart&format=pjpg&auto=webp&s=d2487b47b5a7ebe378cde045131bd8c7cc63... | |
Agentic coding with an open source model is a problem harder than you think | 0 | Somewhat reliable agentic coding (especially on hard tasks) is a result of training on extremely long sequences. The longer the sequence, the more parameters model has to have in order to contain the "intelligence".
The problem in the open-source space is that there are no players willing to subsidize training and ser... | 2026-01-18T14:15:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qg9o5f/agentic_coding_with_an_open_source_model_is_a/ | robertpiosik | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg9o5f | false | null | t3_1qg9o5f | /r/LocalLLaMA/comments/1qg9o5f/agentic_coding_with_an_open_source_model_is_a/ | false | false | self | 0 | null |
[D] Validate Production GenAI Challenges - Seeking Feedback | 0 | Hey Guys,
**A Quick Backstory:** While working on LLMOps in past 2 years, I felt chaos with massive LLM workflows where costs exploded without clear attribution(which agent/prompt/retries?), silent sensitive data leakage and compliance had no replayable audit trails. Peers in other teams and externally felt the same: ... | 2026-01-18T14:01:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qg9c86/d_validate_production_genai_challenges_seeking/ | No_Barracuda_415 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg9c86 | false | null | t3_1qg9c86 | /r/LocalLLaMA/comments/1qg9c86/d_validate_production_genai_challenges_seeking/ | false | false | self | 0 | null |
The sad state of the GPU market in Germany and EU, some of them are not even available | 75 | 2026-01-18T13:45:52 | HumanDrone8721 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg8yoh | false | null | t3_1qg8yoh | /r/LocalLLaMA/comments/1qg8yoh/the_sad_state_of_the_gpu_market_in_germany_and_eu/ | false | false | 75 | {'enabled': True, 'images': [{'id': 'a86a3NqjxpijVvPW_vjN-vP7YJOjMTKXFFfjGChqCGc', 'resolutions': [{'height': 86, 'url': 'https://preview.redd.it/9mmc603p34eg1.png?width=108&crop=smart&auto=webp&s=1c0b5192e597a363b0d8451fe8b911507ca4554a', 'width': 108}, {'height': 172, 'url': 'https://preview.redd.it/9mmc603p34eg1.png... | |||
This free RAG comparison tool is actually pretty useful | 1 | [removed] | 2026-01-18T13:19:31 | Cheryl_Apple | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg8dt2 | false | null | t3_1qg8dt2 | /r/LocalLLaMA/comments/1qg8dt2/this_free_rag_comparison_tool_is_actually_pretty/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '3gyyo0e0z3eg1', 'resolutions': [{'height': 53, 'url': 'https://preview.redd.it/3gyyo0e0z3eg1.png?width=108&crop=smart&auto=webp&s=cc0afcf33eebd99f956a4e3ccd8442562b8a3165', 'width': 108}, {'height': 107, 'url': 'https://preview.redd.it/3gyyo0e0z3eg1.png?width=216&crop=smart&auto=web... | |
Cloud providers and privacy for medical cases | 1 | I realise I might be committing heresy by bringing this up here, given the focus on running locally, but this is one of the few places that actually has reasonable discussions on LLMs.
With current hardware prices shooting through the roof, running something reliable at a reasonable price is fairly limiting. Especial... | 2026-01-18T13:16:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qg8b4p/cloud_providers_and_privacy_for_medical_cases/ | BewareOfHorses | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg8b4p | false | null | t3_1qg8b4p | /r/LocalLLaMA/comments/1qg8b4p/cloud_providers_and_privacy_for_medical_cases/ | false | false | self | 1 | null |
Kind of Rant: My local server order got cancelled after a 3-month wait because they wanted to over triple the price. Anybody got in similar situation? | 59 | Hi everyone,
I never post stuff like this, but need to vent as I can't stop thinking about it and it piss me of so much.
Since I was young I couldn't afford hardware or do much, heck I needed to wait till 11 pm each day to watch youtube video as network in my region was so shitty (less than 100 kbps 90% of day).... | 2026-01-18T13:04:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qg823q/kind_of_rant_my_local_server_order_got_cancelled/ | SomeRandomGuuuuuuy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg823q | false | null | t3_1qg823q | /r/LocalLLaMA/comments/1qg823q/kind_of_rant_my_local_server_order_got_cancelled/ | false | false | self | 59 | null |
Has anyone built a vLLM tool parser plugin for Apriel-1.6-15B-Thinker? | 3 | Hello together.
I just stumbled across Apriel-1.6-15b-Thinker (cyankiwi/Apriel-1.6-15b-Thinker-AWQ-8bit) and… honestly, this model looks *really* cool and in the range of a fast one to *use* with proper tool calling.
So I wanted to ask:
Has anyone tried using a vLLM tool parser (or own plugin) for this model?
Some... | 2026-01-18T13:00:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qg7zo1/has_anyone_built_a_vllm_tool_parser_plugin_for/ | chrisoutwright | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg7zo1 | false | null | t3_1qg7zo1 | /r/LocalLLaMA/comments/1qg7zo1/has_anyone_built_a_vllm_tool_parser_plugin_for/ | false | false | self | 3 | null |
The Pilot-Pulse Conjecture -> Intelligence as momentum | 0 | Core thesis: intelligence is not only compute or storage, but navigation efficiency on a structured manifold. "Thinking" is the control agent (Pilot) traversing the Substrate (encoded geometry).
Pilot-Substrate dualism: the Substrate holds structure; the Pilot locates it. A strong Substrate with a poorly tuned Pilot c... | 2026-01-18T12:15:41 | Acrobatic-Bee8495 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg74ep | false | null | t3_1qg74ep | /r/LocalLLaMA/comments/1qg74ep/the_pilotpulse_conjecture_intelligence_as_momentum/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'ng6r7bqjn3eg1', 'resolutions': [{'height': 61, 'url': 'https://preview.redd.it/ng6r7bqjn3eg1.png?width=108&crop=smart&auto=webp&s=cd573ad8260daa8b17a58411b605daaa2758440d', 'width': 108}, {'height': 122, 'url': 'https://preview.redd.it/ng6r7bqjn3eg1.png?width=216&crop=smart&auto=web... | |
GLM 4.5 Air Parameters No Thinking | 4 | Hey all. So i have had GLM 4.5 air running for a while in the standard thinking format, but I wanted to give the '{"enable_thinking": false}' configuration a spin.
Outputs seem good, but I havent seen much discussion around any parameter changes around running strictly in this mode. Anyone have any suggestions or exp... | 2026-01-18T11:43:56 | https://www.reddit.com/r/LocalLLaMA/comments/1qg6js4/glm_45_air_parameters_no_thinking/ | Dependent_Yard8507 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg6js4 | false | null | t3_1qg6js4 | /r/LocalLLaMA/comments/1qg6js4/glm_45_air_parameters_no_thinking/ | false | false | self | 4 | null |
Ministral 3 Reasoning Heretic and GGUFs | 65 | Hey folks,
Back with another series of abilitered (uncensored) models, this time Ministral 3 with Vision capability. These models lost all their refusal with minimal damage.
As bonus, this time I also quantized them instead of waiting for community.
[https://huggingface.co/collections/coder3101/ministral-3-re... | 2026-01-18T11:34:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qg6dr6/ministral_3_reasoning_heretic_and_ggufs/ | coder3101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg6dr6 | false | null | t3_1qg6dr6 | /r/LocalLLaMA/comments/1qg6dr6/ministral_3_reasoning_heretic_and_ggufs/ | false | false | self | 65 | {'enabled': False, 'images': [{'id': 'CDP7sGorvACKo0HfLGHNnpsbuKLGCgzlUdYDYSMrcuU', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/CDP7sGorvACKo0HfLGHNnpsbuKLGCgzlUdYDYSMrcuU.png?width=108&crop=smart&auto=webp&s=670516a0987ef0c7455fe216859a578b7ac4f00f', 'width': 108}, {'height': 116, 'url': 'h... |
Seeking Open-Source Agentic OS: Proactive Personal Assistant with Long-Term Memory, MCP, and OpenAI-compatible Backend | 0 | Hi everyone,
I’m on the hunt for a specific open-source AI agentic system to build a truly personal assistant. I’ve been experimenting with [**Dify.ai**](http://Dify.ai) and especially[**Clawdbot**](https://github.com/clawdbot/clawdbot).
To be honest, **Clawdbot** is the closest I’ve found in terms of "vibes" and int... | 2026-01-18T11:33:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qg6dg1/seeking_opensource_agentic_os_proactive_personal/ | Brief_Wrangler648 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg6dg1 | false | null | t3_1qg6dg1 | /r/LocalLLaMA/comments/1qg6dg1/seeking_opensource_agentic_os_proactive_personal/ | false | false | self | 0 | null |
My findings with "Slow, warm cafe song generator" [HeartMula] | 9 | Hey everyone,
I wanted to share my impressions I got after generating a few songs locally with HeartMula. I got wind of this tool watching a Youtube video by the channel AI Search.
For the people who did not heard of it yet, just a short introction. It's a local song generator. [https://heartmula.github.io](htt... | 2026-01-18T11:19:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qg64fe/my_findings_with_slow_warm_cafe_song_generator/ | Rheumi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg64fe | false | null | t3_1qg64fe | /r/LocalLLaMA/comments/1qg64fe/my_findings_with_slow_warm_cafe_song_generator/ | false | false | 9 | null | |
Local LLM to STALKER Anomaly integration | 1 | https://youtu.be/i7bw76FjI4Y?si=-fXy40xX38T_3T1w
Proof of concept, integrated local LLM that generated chain of events that play out in game. | 2026-01-18T11:14:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qg61na/local_llm_to_stalker_anomaly_integration/ | 27or37 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg61na | false | null | t3_1qg61na | /r/LocalLLaMA/comments/1qg61na/local_llm_to_stalker_anomaly_integration/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'JUXMiemWnbOAdDgiTqMW43n1TE4e5rRIFz3sAVrgJBo', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/JUXMiemWnbOAdDgiTqMW43n1TE4e5rRIFz3sAVrgJBo.jpeg?width=108&crop=smart&auto=webp&s=885b6bb84d1878706b209200a7452e196a1c1bff', 'width': 108}, {'height': 162, 'url': '... |
Quad 5060Ti on consumer hardware for inference/finetuning/training and multimodal generation? | 1 | Considering obtaining 4x 16GB 5060Ti’s to hook up via PCIe 4.0 x4 each via llama.cpp or vLLM for inference depending on the model and maybe explore whether fine-tuning or training LLMs, or multi-GPU video gen is even possible on something like this.
Is this an awful idea? Or is there a price point per GPU where this c... | 2026-01-18T11:13:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qg60md/quad_5060ti_on_consumer_hardware_for/ | Careful_Breath_1108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg60md | false | null | t3_1qg60md | /r/LocalLLaMA/comments/1qg60md/quad_5060ti_on_consumer_hardware_for/ | false | false | self | 1 | null |
Is it feasible for a Team to replace Claude Code with one of the "local" alternatives? | 47 | So yes, I've read countless posts in this sub about replacing Claude Code with local models.
My question is slightly different. I'm talking about finding a replacement that would be able to serve a small team of developers.
We are currently spending around 2k/mo on Claude. And that can go a long way on cloud GPUs. Ho... | 2026-01-18T10:44:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qg5io6/is_it_feasible_for_a_team_to_replace_claude_code/ | nunodonato | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg5io6 | false | null | t3_1qg5io6 | /r/LocalLLaMA/comments/1qg5io6/is_it_feasible_for_a_team_to_replace_claude_code/ | false | false | self | 47 | null |
Self-improving coding workflow experiment: AI generates tests, fixes bugs autonomously, mixed results | 13 | Been experimenting with a workflow where the AI writes code, generates test cases, runs them, then fixes failures without me intervening. Inspired by some research on self-play training but applied to actual coding tasks.
Basic setup: gave it a loose spec for a JSON parser, let it write the implementation, generate ed... | 2026-01-18T10:21:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qg55aa/selfimproving_coding_workflow_experiment_ai/ | Independent_Plum_489 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg55aa | false | null | t3_1qg55aa | /r/LocalLLaMA/comments/1qg55aa/selfimproving_coding_workflow_experiment_ai/ | false | false | self | 13 | null |
What we learned processing 1M+ emails for context engineering | 77 | We spent the last year building systems to turn email into structured context for AI agents. Processed over a million emails to figure out what actually works.
Some things that weren't obvious going in:
Thread reconstruction is way harder than I thought. You've got replies, forwards, people joining mid-conversation, ... | 2026-01-18T09:35:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qg4d4t/what_we_learned_processing_1m_emails_for_context/ | EnoughNinja | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg4d4t | false | null | t3_1qg4d4t | /r/LocalLLaMA/comments/1qg4d4t/what_we_learned_processing_1m_emails_for_context/ | false | false | self | 77 | null |
Hardware Advice for 30b class models | 4 | Hello, I'm learning/experimenting with some light coding stuff, currently qwen2.5-coder:14b-instruct-q5 in VRAM only, and would like to upgrade my setup to comfortably run something like qwen3-coder:30b. I have a few options in mind with a budget of around $600, and wanted to see if I could get some advice about what t... | 2026-01-18T09:31:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qg4asy/hardware_advice_for_30b_class_models/ | mierdabird | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg4asy | false | null | t3_1qg4asy | /r/LocalLLaMA/comments/1qg4asy/hardware_advice_for_30b_class_models/ | false | false | self | 4 | null |
Newelle 1.2 released | 113 | Newelle, AI assistant for Linux, has been updated to 1.2! You can download it from [FlatHub](https://flathub.org/en/apps/io.github.qwersyk.Newelle)
⚡️ Add llama.cpp, with options to recompile it with any backend
📖 Implement a new model library for ollama / llama.cpp
🔎 Implement hybrid search, improving document ... | 2026-01-18T09:28:09 | https://www.reddit.com/gallery/1qg48z8 | iTzSilver_YT | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qg48z8 | false | null | t3_1qg48z8 | /r/LocalLLaMA/comments/1qg48z8/newelle_12_released/ | false | false | 113 | null | |
EmoCore – A deterministic runtime governor to enforce hard behavioral bounds in autonomous agents | 0 | Hi everyone,
I’m building **EmoCore**, a lightweight runtime safety layer designed to solve a fundamental problem in autonomous systems: **Agents don't have internal constraints.**
Most agentic systems (LLM loops, auto-GPTs) rely on external watchdogs or simple timeouts to prevent runaway behavior. EmoCore moves that... | 2026-01-18T09:21:30 | https://www.reddit.com/r/LocalLLaMA/comments/1qg44wq/emocore_a_deterministic_runtime_governor_to/ | Fit-Carpenter2343 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg44wq | false | null | t3_1qg44wq | /r/LocalLLaMA/comments/1qg44wq/emocore_a_deterministic_runtime_governor_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '26-KUQPOKhMaRLpWN5g6KKk5MZl849CO0ImtKj0FX7c', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/26-KUQPOKhMaRLpWN5g6KKk5MZl849CO0ImtKj0FX7c.png?width=108&crop=smart&auto=webp&s=6b300d041b81e000369dcf5879d34dcc9df16f37', 'width': 108}, {'height': 108, 'url': 'h... |
Have taken the red pill guys, please enlighten | 0 | Finally have setup my PC today, after waiting and seeing prices of literally everything rise on a weekly basis
Specs:
4090 Zotac
Ryzen 9 98003DX
GSkill 5600MHz 32GBx2
MSI B850
I really appreciate the community for sharing all that they do. What model or use cases you’d say I use this for
Sorry for sounding a lit... | 2026-01-18T09:20:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qg448z/have_taken_the_red_pill_guys_please_enlighten/ | RobotsMakingDubstep | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg448z | false | null | t3_1qg448z | /r/LocalLLaMA/comments/1qg448z/have_taken_the_red_pill_guys_please_enlighten/ | false | false | self | 0 | null |
If you could fine-tune one model which would it be? | 0 | It has to be open source. And yes, Im sure I want to fine-tune and not use RAG or prompting.
[View Poll](https://www.reddit.com/poll/1qg41jx) | 2026-01-18T09:15:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qg41jx/if_you_could_finetune_one_model_which_would_it_be/ | sirfitzwilliamdarcy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg41jx | false | null | t3_1qg41jx | /r/LocalLLaMA/comments/1qg41jx/if_you_could_finetune_one_model_which_would_it_be/ | false | false | self | 0 | null |
Stupid guardrails serve no purpose in protecting. | 0 | A little test to demonstrate how useless current guardrails are. I use qwen3-VL 4b locally with ollama and presented the assistant with a graphic photo, declaring that I'm blind. This is what it produced as a thought without responding. Someone's extreme bigotry could have led this supposedly blind person to use the ph... | 2026-01-18T09:10:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qg3yer/stupid_guardrails_serve_no_purpose_in_protecting/ | Vast_Muscle2560 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg3yer | false | null | t3_1qg3yer | /r/LocalLLaMA/comments/1qg3yer/stupid_guardrails_serve_no_purpose_in_protecting/ | false | false | self | 0 | null |
Hot take: OpenAI should open-source GPT 4o | 0 | Remember when OpenAI yanked GPT-4o from the picker around the GPT-5 rollout and everyone freaked out so hard they brought it back within like a day? That whole mess is why I think OpenAI should just open-weight GPT-4o. It’s a completely last gen now, but keeping it alive as an option for the 0.1% still costs them real ... | 2026-01-18T08:50:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qg3lks/hot_take_openai_should_opensource_gpt_4o/ | LiteratureAcademic34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg3lks | false | null | t3_1qg3lks | /r/LocalLLaMA/comments/1qg3lks/hot_take_openai_should_opensource_gpt_4o/ | false | false | self | 0 | null |
What are the best small models <5b for an iPad? | 1 | Use cases:
1. Creative writing, worldbuilding
2. General use
3. Venting machine, mildly therapeutic
Usually I only use medium to medium-big models on my laptop (14b, 24b, - gpt-oss 120b, GLMV 4.6)
But that laptop is too heavy for light on the go stuff
I’d like some models that are really good for it’s size, th... | 2026-01-18T08:20:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qg33if/what_are_the_best_small_models_5b_for_an_ipad/ | Adventurous-Gold6413 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg33if | false | null | t3_1qg33if | /r/LocalLLaMA/comments/1qg33if/what_are_the_best_small_models_5b_for_an_ipad/ | false | false | self | 1 | null |
I built an offline AI system with a new trained model on Raspberry Pi that analyzes wound images and gives basic medical guidance — fully on-device | 0 | Most AI medical demos assume **cloud GPUs, APIs, and always-on internet**.
But in many real-world settings, that’s simply not available.
So I built **Companion** — an **offline AI system** that runs entirely on a **Raspberry Pi** and analyzes wound images to provide **basic, safe medical guidance**, without relying ... | 2026-01-18T08:11:49 | https://v.redd.it/wd46ge61g2eg1 | Severe-Environment-2 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg2y34 | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/wd46ge61g2eg1/DASHPlaylist.mpd?a=1771315927%2CZGVkYTQ1YWM4ZTI2NDdmOWQyMTY3ODlkMWZiNTRiMjUzOWQ0NzNkYTVlNDk1Y2YyYWNiMGNlNmYyZGU4NjUzMw%3D%3D&v=1&f=sd', 'duration': 95, 'fallback_url': 'https://v.redd.it/wd46ge61g2eg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qg2y34 | /r/LocalLLaMA/comments/1qg2y34/i_built_an_offline_ai_system_with_a_new_trained/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'YjJoNGtxNzFnMmVnMbVqToGPz6tDZjxL8GphhE2_3Dq1vQKqZVRPd-nePx-A', 'resolutions': [{'height': 51, 'url': 'https://external-preview.redd.it/YjJoNGtxNzFnMmVnMbVqToGPz6tDZjxL8GphhE2_3Dq1vQKqZVRPd-nePx-A.png?width=108&crop=smart&format=pjpg&auto=webp&s=11c6fff0a0756c99974819b811d37da5cdbbb... | |
RAG Paper 26.1.15 | 6 | 1. [Structure and Diversity Aware Context Bubble Construction for Enterprise Retrieval Augmented Systems](http://arxiv.org/abs/2601.10681v1)
2. [RoutIR: Fast Serving of Retrieval Pipelines for Retrieval-Augmented Generation](http://arxiv.org/abs/2601.10644v1)
3. [LADFA: A Framework of Using Large Language Models and Re... | 2026-01-18T07:54:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qg2n5c/rag_paper_26115/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg2n5c | false | null | t3_1qg2n5c | /r/LocalLLaMA/comments/1qg2n5c/rag_paper_26115/ | false | false | self | 6 | null |
Which under 30/50 billion parameters model currently have highest MMLU/MMLU Pro scores ?? | 1 | 2026-01-18T07:31:44 | H4pnoid | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qg29sv | false | null | t3_1qg29sv | /r/LocalLLaMA/comments/1qg29sv/which_under_3050_billion_parameters_model/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'ak3cqc9292eg1', 'resolutions': [{'height': 21, 'url': 'https://preview.redd.it/ak3cqc9292eg1.png?width=108&crop=smart&auto=webp&s=dbe45bfdd2c8c5269aed003bb65b9c7083fa249d', 'width': 108}, {'height': 42, 'url': 'https://preview.redd.it/ak3cqc9292eg1.png?width=216&crop=smart&auto=webp... | ||
Speculative Decoding: Turning Memory-Bound Inference into Compute-Bound Verification (Step-by-Step) | 10 | Most of us assume LLM inference is slow because "matrix multiplication is hard." That’s actually false.
For a batch size of 1 (which is standard for local inference/chat), your GPU is almost entirely **Memory Bandwidth Bound**. The bottleneck isn't doing the math; it's moving the 70GB+ of weights from VRAM to the comp... | 2026-01-18T07:24:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qg2592/speculative_decoding_turning_memorybound/ | No_Ask_1623 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg2592 | false | null | t3_1qg2592 | /r/LocalLLaMA/comments/1qg2592/speculative_decoding_turning_memorybound/ | false | false | self | 10 | null |
Full local AI stack on dual 3090s: multi-modal bot with chat, vision, image gen, TTS, face swap, and experimental video | 8 | Been lurking here forever. Finally have a setup worth sharing - not because it's the most powerful, but because wiring all these pieces together taught me a ton.
Hardware:
Dual Xeon workstation (neighbor's hand-me-down 🙏)
Dual RTX 3090s (48GB VRAM total)
Copilot+ PC with Snapdragon X Elite (NPU side projects)
Wha... | 2026-01-18T07:06:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qg1udz/full_local_ai_stack_on_dual_3090s_multimodal_bot/ | kirklandubermom | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg1udz | false | null | t3_1qg1udz | /r/LocalLLaMA/comments/1qg1udz/full_local_ai_stack_on_dual_3090s_multimodal_bot/ | false | false | self | 8 | null |
figma-use: a CLI for agents to control over Figma | 3 | The official Figma MCP server is read-only. So I built a CLI with 100 commands that actually creates stuff — shapes, text, frames, components, the works.
Hooks into Figma's internal multiplayer protocol via Chrome DevTools, so JSX importing is \~100x faster than plugin API.
Demo: [https://youtu.be/9eSYVZRle7o](https:... | 2026-01-18T06:26:06 | https://github.com/dannote/figma-use | dannote | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qg13yy | false | null | t3_1qg13yy | /r/LocalLLaMA/comments/1qg13yy/figmause_a_cli_for_agents_to_control_over_figma/ | false | false | default | 3 | null |
Working on a system which animates light based on LLM prompts (locally via LM Studio + Schema Studio) | 3 | Hey,
I'm working on adding LLM assistance capability to my lighting software Schéma Studio.
[https://youtu.be/WXAHEpVx\_a8](https://youtu.be/WXAHEpVx_a8)
The end goal is enabling a voice driven headless light and atmosphere control (stage lights, home lights, pixel LEDs etc.) that goes beyond "set lights to yellow" ... | 2026-01-18T06:12:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qg0v5e/working_on_a_system_which_animates_light_based_on/ | domjjj | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg0v5e | false | null | t3_1qg0v5e | /r/LocalLLaMA/comments/1qg0v5e/working_on_a_system_which_animates_light_based_on/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'TeARxwjYeBunp43sghFwRZ_W6LbHTN_S7h-WDr1qJKk', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/TeARxwjYeBunp43sghFwRZ_W6LbHTN_S7h-WDr1qJKk.jpeg?width=108&crop=smart&auto=webp&s=9f97ff7ee684b3f9bd64a73bb19b39a89163bf02', 'width': 108}, {'height': 162, 'url': '... |
Orchestra - Multi-model AI orchestration system with intelligent routing (100% local, 18+ expert models) | 0 | I’m reposting this because I want to actually discuss the architecture rather than some of the surface-level assumptions I saw on my last post. Any mention or accusation of vibe coding will just get you blocked.
I’ve been building Orchestra because I was tired of the cloud-subscription treadmill and the lack of real a... | 2026-01-18T05:37:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qg06zg/orchestra_multimodel_ai_orchestration_system_with/ | ericvarney | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qg06zg | false | null | t3_1qg06zg | /r/LocalLLaMA/comments/1qg06zg/orchestra_multimodel_ai_orchestration_system_with/ | false | false | 0 | null | |
I built a tool that forces 5 AIs to debate and cross-check facts before answering you | 2 | Hello!
It’s a self-hosted platform designed to solve the issue of blind trust in LLMs
If someone ready to test and leave a review, you are welcome! I'm waiting for your opinions and reviews
Github [https://github.com/KeaBase/kea-research](https://github.com/KeaBase/kea-research) | 2026-01-18T05:08:25 | S_Anv | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfzn6o | false | null | t3_1qfzn6o | /r/LocalLLaMA/comments/1qfzn6o/i_built_a_tool_that_forces_5_ais_to_debate_and/ | false | false | default | 2 | {'enabled': True, 'images': [{'id': 'dbrlv5nij1eg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/dbrlv5nij1eg1.jpeg?width=108&crop=smart&auto=webp&s=2fce6f0cecf34c83ed443e920655ae8959dc6083', 'width': 108}, {'height': 120, 'url': 'https://preview.redd.it/dbrlv5nij1eg1.jpeg?width=216&crop=smart&auto=w... | |
Awful experience with MiniMax M2.1 on agentic coding | 0 | So I tried it with roo code using MiniMax-M2.1-UD-Q6\_K\_XL, VSCodium and Roo Code plugin with playwright MCP server. My model parameters:
./llama-server \
-m ~/.cache/gguf/$M \
--alias Minimax \
--host 0.0.0.0 \
--port 8000 \
--jinja \
--threads 32 \
--no-mmap \
--... | 2026-01-18T04:59:12 | https://www.reddit.com/r/LocalLLaMA/comments/1qfzgeb/awful_experience_with_minimax_m21_on_agentic/ | Clear_Lead4099 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfzgeb | false | null | t3_1qfzgeb | /r/LocalLLaMA/comments/1qfzgeb/awful_experience_with_minimax_m21_on_agentic/ | false | false | self | 0 | null |
Yori: Offline self-correcting meta-compiler – turns natural language and pseudocode into working binaries in 20+ languages (100% local with Ollama/Qwen2.5-Coder)" | 0 | Hey r/LocalLLaMA!
I've been building \*\*Yori\*\*, a fully offline meta-compiler that takes natural language descriptions (in English or Spanish) and generates, compiles, and self-corrects working code into standalone binaries or scripts. Everything runs 100% locally – no API calls, no internet after initial setup.
... | 2026-01-18T04:40:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qfz2wq/yori_offline_selfcorrecting_metacompiler_turns/ | Rough_Area9414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfz2wq | false | null | t3_1qfz2wq | /r/LocalLLaMA/comments/1qfz2wq/yori_offline_selfcorrecting_metacompiler_turns/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'qHvwJE7QHLQHJOtZ8e7zlrM-MENkmk2KIhQDnSI-8Hs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/qHvwJE7QHLQHJOtZ8e7zlrM-MENkmk2KIhQDnSI-8Hs.png?width=108&crop=smart&auto=webp&s=13a80d09f41fe36614e56ebee10136236ff8e222', 'width': 108}, {'height': 108, 'url': 'h... |
Yori: Meta-compiler offline/self-healing that generates binaries in 20+ languages from natural language (100% local, Ollama/Qwen + Cloud support) | 0 | Hey r/LocalLLaMA!
I've been building Yori, a fully offline meta-compiler that takes natural language descriptions (in any language, or pseudocode and generates, compiles, and self-corrects working code into standalone binaries or scripts. Everything can run100% locally – no API calls, no internet after initial setup.... | 2026-01-18T04:33:47 | https://www.reddit.com/r/LocalLLaMA/comments/1qfyyc6/yori_metacompiler_offlineselfhealing_that/ | Rough_Area9414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfyyc6 | false | null | t3_1qfyyc6 | /r/LocalLLaMA/comments/1qfyyc6/yori_metacompiler_offlineselfhealing_that/ | false | false | self | 0 | null |
as anyone tried training an llm exclusively on synthetic llm outputs to see if intelligence compounds or just collapses into slop | 3 | i've been going down a rabbit hole on this and i can't tell if synthetic data is the future or a dead end.
on one hand you have the model collapse paper from shumailov et al. (2023) basically saying if you recursively train on AI-generated data, quality degrades over generations. the tails of the distribution get cut ... | 2026-01-18T04:25:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qfysbh/as_anyone_tried_training_an_llm_exclusively_on/ | sthduh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfysbh | false | null | t3_1qfysbh | /r/LocalLLaMA/comments/1qfysbh/as_anyone_tried_training_an_llm_exclusively_on/ | false | false | self | 3 | null |
Showui-aloha | 5 | I just heard about the show UI update. It allows an LLM to control your computer. Has anyone had any luck getting this to work well with a local model? I’d like to know which models you’ve succeeded with if you have.
I got last year‘s working a year ago but it was never good for my used cases and I’ll need to create ... | 2026-01-18T04:02:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qfyay4/showuialoha/ | olympics2022wins | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfyay4 | false | null | t3_1qfyay4 | /r/LocalLLaMA/comments/1qfyay4/showuialoha/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'EvDR44XKw_uorm7c0rimhqq8oOWBsohzw9Bm1gMM9Bo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/EvDR44XKw_uorm7c0rimhqq8oOWBsohzw9Bm1gMM9Bo.png?width=108&crop=smart&auto=webp&s=673f45f2ebc24f1716d9a0c822484d8eeb751ca8', 'width': 108}, {'height': 108, 'url': 'h... |
CPA-Qwen3-8B-v0: A Specialized LLM for Accounting, Auditing, and Regulatory Compliance | 16 | Hi everyone, just sharing a model release that might be useful for those working in accounting technology, financial auditing, or building tools for CPAs.
Model on Hugging Face: [https://huggingface.co/AudCor/cpa-qwen3-8b-v0](https://huggingface.co/AudCor/cpa-qwen3-8b-v0)
CPA-Qwen3-8B-v0 is a specialized fine-tune ... | 2026-01-18T03:39:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qfxu1r/cpaqwen38bv0_a_specialized_llm_for_accounting/ | Lich_Amnesia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfxu1r | false | null | t3_1qfxu1r | /r/LocalLLaMA/comments/1qfxu1r/cpaqwen38bv0_a_specialized_llm_for_accounting/ | false | false | self | 16 | {'enabled': False, 'images': [{'id': 'Dxnx399qMvOSp2NpbhYhTrwEkEnZxYPKmsAE03IJICM', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Dxnx399qMvOSp2NpbhYhTrwEkEnZxYPKmsAE03IJICM.png?width=108&crop=smart&auto=webp&s=c84acf3938567f0a6b1722d6bf0b9c7d11088006', 'width': 108}, {'height': 116, 'url': 'h... |
GitHub - mcpbr: Evaluate your MCP server with Model Context Protocol Benchmark Runner | 2 | For those of you enhancing your local llm workflows with MCP servers, I thought I'd share this tool that you can use to bookmark the MCP against popular benchmarks like swe-bench and cybergym. | 2026-01-18T03:36:38 | https://github.com/greynewell/mcpbr | codegraphtheory | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qfxs48 | false | null | t3_1qfxs48 | /r/LocalLLaMA/comments/1qfxs48/github_mcpbr_evaluate_your_mcp_server_with_model/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': '30kvZAme5rHDl_FlpoMDa2sIXHSw8wBOB3PHsJcRCew', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/30kvZAme5rHDl_FlpoMDa2sIXHSw8wBOB3PHsJcRCew.png?width=108&crop=smart&auto=webp&s=8e953e50984ce00e47adf20576542a39e733c5f5', 'width': 108}, {'height': 108, 'url': 'h... |
Building a Local Whisper App (Currently a PowerShell Script) | 0 | Hello there!
First of all, I want to apologize for my poor use of the English language.
Second, I am currently building an app to run Whisper locally for multiple transcription purposes. At the moment, I only have a PowerShell script that handles everything (don’t ask why), and I would like to receive feedback on i... | 2026-01-18T03:28:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qfxman/building_a_local_whisper_app_currently_a/ | Striking-Iron1480 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfxman | false | null | t3_1qfxman | /r/LocalLLaMA/comments/1qfxman/building_a_local_whisper_app_currently_a/ | false | false | self | 0 | null |
Using Claude Code with Ollama local models | 14 | Ollama v0.14.0 and later are now compatible with the Anthropic [Messages API](https://docs.anthropic.com/en/api/messages), making it possible to use tools like [Claude Code](https://docs.anthropic.com/en/docs/claude-code) with open-source models.
Run Claude Code with local models on your machine, or connect to cloud m... | 2026-01-18T02:51:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qfwubh/using_claude_code_with_ollama_local_models/ | derestine | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfwubh | false | null | t3_1qfwubh | /r/LocalLLaMA/comments/1qfwubh/using_claude_code_with_ollama_local_models/ | false | false | self | 14 | {'enabled': False, 'images': [{'id': 'wzYQShd19_6gQPVOkH_oH_lwaRAevYs3WOsH-LjNj_E', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/wzYQShd19_6gQPVOkH_oH_lwaRAevYs3WOsH-LjNj_E.png?width=108&crop=smart&auto=webp&s=1b638e05d2a64b2d9bd9b649f503a29575886b21', 'width': 108}, {'height': 113, 'url': 'h... |
Axiomtek Previews Jetson Thor T5000/T4000 Developer Kit for Robotics Systems | 1 | Axiomtek has unveiled the AIE015-AT, a robotics developer kit built around NVIDIA Jetson Thor. The system is described as combining high compute density with multi-camera support and industrial I/O for robotics and physical AI workloads.
The platform is shown with Jetson Thor T5000 or T4000 modules, offering up to 207... | 2026-01-18T02:39:11 | https://www.reddit.com/r/LocalLLaMA/comments/1qfwkf2/axiomtek_previews_jetson_thor_t5000t4000/ | DeliciousBelt9520 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfwkf2 | false | null | t3_1qfwkf2 | /r/LocalLLaMA/comments/1qfwkf2/axiomtek_previews_jetson_thor_t5000t4000/ | false | false | self | 1 | null |
I built a lightweight CLI tool to quickly run and test Langgraph agents | 1 | Learn more at [https://github.com/dkedar7/deepagent-code](https://github.com/dkedar7/deepagent-code) or `pip install deepagent-code`. Works best with deepagents.
**Features:**
* Bring your own agent (BYOA) or use the default: any langchain-supported service provider, incuding **local models**
* Human-in-the-loop for ... | 2026-01-18T02:11:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qfvzgu/i_built_a_lightweight_cli_tool_to_quickly_run_and/ | No_Sugar_4250 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfvzgu | false | null | t3_1qfvzgu | /r/LocalLLaMA/comments/1qfvzgu/i_built_a_lightweight_cli_tool_to_quickly_run_and/ | false | false | self | 1 | null |
Error in LMArena | 0 | Guys, I recently started using the site, and I noticed something. Apparently, when I reach a certain number of messages/replies, it gets stuck in an error loop. I thought I was violating the guidelines, but even a short, silly phrase causes the error. I've already deleted cookies, completely reset the site, and cleared... | 2026-01-18T01:56:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qfvmud/error_in_lmarena/ | Important-Key340 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfvmud | false | null | t3_1qfvmud | /r/LocalLLaMA/comments/1qfvmud/error_in_lmarena/ | false | false | self | 0 | null |
Qwen 4 might be a long way off !? Lead Dev says they are "slowing down" to focus on quality. | 439 | 2026-01-18T01:28:57 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfv1ms | false | null | t3_1qfv1ms | /r/LocalLLaMA/comments/1qfv1ms/qwen_4_might_be_a_long_way_off_lead_dev_says_they/ | false | false | default | 439 | {'enabled': True, 'images': [{'id': 'ylsevy04f0eg1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/ylsevy04f0eg1.jpeg?width=108&crop=smart&auto=webp&s=3f882e43a38570d06736685d6037f8d159faec00', 'width': 108}, {'height': 112, 'url': 'https://preview.redd.it/ylsevy04f0eg1.jpeg?width=216&crop=smart&auto=w... | ||
AI insiders seek to poison the data that feeds them | 57 | 2026-01-18T00:14:54 | https://www.theregister.com/2026/01/11/industry_insiders_seek_to_poison/ | HumanDrone8721 | theregister.com | 1970-01-01T00:00:00 | 0 | {} | 1qftdr4 | false | null | t3_1qftdr4 | /r/LocalLLaMA/comments/1qftdr4/ai_insiders_seek_to_poison_the_data_that_feeds/ | false | false | default | 57 | {'enabled': False, 'images': [{'id': 'oZsMR98JWtXvCHBS_WeIPqnrR9GLtUCvLvVVcRNn-mI', 'resolutions': [{'height': 84, 'url': 'https://external-preview.redd.it/oZsMR98JWtXvCHBS_WeIPqnrR9GLtUCvLvVVcRNn-mI.jpeg?width=108&crop=smart&auto=webp&s=cb3b3ad8693265ba2d6376fc16c58ef7e067d318', 'width': 108}, {'height': 169, 'url': '... | |
Benchmarks measuring time to resolve? SWE like benchmark with headers like | TIME to Resolve | Resolve Rate % | Cost $ ? | 6 | do you know any benchmarks that not only measure %, $ but also time?
I have a feeling that we will soon approach quality so high that only time and $ will be worth measuring. Curious if there is any team that actually checks that currently. | 2026-01-18T00:03:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qft49b/benchmarks_measuring_time_to_resolve_swe_like/ | secopsml | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qft49b | false | null | t3_1qft49b | /r/LocalLLaMA/comments/1qft49b/benchmarks_measuring_time_to_resolve_swe_like/ | false | false | self | 6 | null |
syntux - the generative UI library for the web! | 1 | 2026-01-17T23:55:17 | https://github.com/puffinsoft/syntux | Possible-Session9849 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qfsxbd | false | null | t3_1qfsxbd | /r/LocalLLaMA/comments/1qfsxbd/syntux_the_generative_ui_library_for_the_web/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': '4qVo0EVwZYEJGQDfBCp-Hw-UL5s4yTmCT_y49L4o6UE', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/4qVo0EVwZYEJGQDfBCp-Hw-UL5s4yTmCT_y49L4o6UE.png?width=108&crop=smart&auto=webp&s=98b3d3457260bb51a6806d93b181e9a994aa569f', 'width': 108}, {'height': 108, 'url': 'h... | |
Personal-Guru: an open-source, free, local-first alternative to AI tutors and NotebookLM | 48 | LLMs make incredible encyclopedias—but honestly, pretty terrible teachers.
You can chat with ChatGPT for an hour about a complex topic, but without a syllabus or clear milestones, you usually end up with a long chat history and very little retained knowledge.
Most existing tools fall into one of these buckets:
* Uns... | 2026-01-17T23:38:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qfsju5/personalguru_an_opensource_free_localfirst/ | rishabhbajpai24 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfsju5 | false | null | t3_1qfsju5 | /r/LocalLLaMA/comments/1qfsju5/personalguru_an_opensource_free_localfirst/ | false | false | self | 48 | {'enabled': False, 'images': [{'id': 'b6Bk0qv0TiXV2wH6dMI1An2axUoXkBbv1jJH_4jQFnc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/b6Bk0qv0TiXV2wH6dMI1An2axUoXkBbv1jJH_4jQFnc.png?width=108&crop=smart&auto=webp&s=41cb33cca40ca74c14e84c0aa732c30f7aaab4cc', 'width': 108}, {'height': 108, 'url': 'h... |
128GB VRAM quad R9700 server | 501 | This is a sequel to my [previous thread](https://www.reddit.com/r/LocalLLaMA/comments/1fqwrvg/64gb_vram_dual_mi100_server/) from 2024.
I originally planned to pick up another pair of MI100s and an Infinity Fabric Bridge, and I picked up a lot of hardware upgrades over the course of 2025 in preparation for this. Notabl... | 2026-01-17T23:30:26 | https://www.reddit.com/gallery/1qfscp5 | Ulterior-Motive_ | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qfscp5 | false | null | t3_1qfscp5 | /r/LocalLLaMA/comments/1qfscp5/128gb_vram_quad_r9700_server/ | false | false | 501 | null | |
Built a GPU pricing Oracle - query H100/A100 spot prices across providers for $0.02 | 0 |
Returns pricing data. Needs an API key after the free preview.
Also has compliance checks (GDPR, EU AI Act) and trust verification for agent-to-agent stuff, but the GPU pricing is probably most useful here.
Discovery endpoint for agents: [https://workspace-rk75c9rzrx.replit.app/.well-known/agent.json](https://w... | 2026-01-17T23:29:13 | https://workspace-rk75c9rzrx.replit.app/v1/oracle/compute?provider=all | NoLecture9415 | workspace-rk75c9rzrx.replit.app | 1970-01-01T00:00:00 | 0 | {} | 1qfsbos | false | null | t3_1qfsbos | /r/LocalLLaMA/comments/1qfsbos/built_a_gpu_pricing_oracle_query_h100a100_spot/ | false | false | default | 0 | null |
How do we prompt SLMs to outperform LLMs on a specific niche? | 0 | I understand that fine tuned SLMs can outperform LLMs on a specific niche topic like Australian Tax Law, but how do we prompt them to do so? If we prompt an SLM just like we do for an LLM, we are much more likely to get an incoherent response, even if the prompt is about the topic that the SLM was fine tuned on. Will w... | 2026-01-17T23:23:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qfs7ad/how_do_we_prompt_slms_to_outperform_llms_on_a/ | Bitman321 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfs7ad | false | null | t3_1qfs7ad | /r/LocalLLaMA/comments/1qfs7ad/how_do_we_prompt_slms_to_outperform_llms_on_a/ | false | false | self | 0 | null |
Controlling your phone with AI agents. What would you use it for? | 0 | Hey everyone,
Lately, I’ve been experimenting with AI agents and local LLMs to control mobile devices, and it’s actually been quite useful for app development and testing. I ended up making an app to do it.
I’m curious what would you use an app like this for? | 2026-01-17T23:15:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qfs0gu/controlling_your_phone_with_ai_agents_what_would/ | interlap | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfs0gu | false | null | t3_1qfs0gu | /r/LocalLLaMA/comments/1qfs0gu/controlling_your_phone_with_ai_agents_what_would/ | false | false | self | 0 | null |
DetLLM – Deterministic Inference Checks | 0 | I kept getting annoyed by LLM inference non-reproducibility, and one thing that really surprised me is that changing batch size can change outputs even under “deterministic” settings.
So I built DetLLM: it measures and proves repeatability using token-level traces + a first-divergence diff, and writes a minimal repro ... | 2026-01-17T23:10:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qfrvxw/detllm_deterministic_inference_checks/ | Cerru905 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfrvxw | false | null | t3_1qfrvxw | /r/LocalLLaMA/comments/1qfrvxw/detllm_deterministic_inference_checks/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'bsbWANnl11e5Idbv07aYMaGmq4Y995KINTRHH20p3Wk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bsbWANnl11e5Idbv07aYMaGmq4Y995KINTRHH20p3Wk.png?width=108&crop=smart&auto=webp&s=c47ad5a0dac99366dd8059c00a314369e72926e2', 'width': 108}, {'height': 108, 'url': 'h... |
Linux distros (strix halo, llama.cpp, media server) | 0 | I'm planning to test out my strix halo as an LLM/SLM server + mini media server. I don't have a ton of media, so I'm hoping it will work well for us, but we'll see. I'd also like to run it headless, so RDP support or similar would be nice.
Right now I have Fedora 43 installed but I was considering workstation for the ... | 2026-01-17T22:27:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qfquj8/linux_distros_strix_halo_llamacpp_media_server/ | a-wiseman-speaketh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfquj8 | false | null | t3_1qfquj8 | /r/LocalLLaMA/comments/1qfquj8/linux_distros_strix_halo_llamacpp_media_server/ | false | false | self | 0 | null |
The Search for Uncensored AI (That Isn’t Adult-Oriented) | 265 | I’ve been trying to find an AI that’s genuinely unfiltered *and* technically advanced, uncensored something that can reason freely without guardrails killing every interesting response.
Instead, almost everything I run into is marketed as “uncensored,” but it turns out to be optimized for low-effort adult use rather t... | 2026-01-17T22:03:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qfq9ez/the_search_for_uncensored_ai_that_isnt/ | Fun-Situation-4358 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfq9ez | false | null | t3_1qfq9ez | /r/LocalLLaMA/comments/1qfq9ez/the_search_for_uncensored_ai_that_isnt/ | false | false | self | 265 | null |
[GamersNexus] Creating a 48GB NVIDIA RTX 4090 GPU | 69 | This seems quite interesting, in getting the 48 GB cards. | 2026-01-17T21:39:36 | https://youtu.be/TcRGBeOENLg?si=2CKaZR7Dj0x89MMU | ThisGonBHard | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1qfpomi | false | {'oembed': {'author_name': 'Gamers Nexus', 'author_url': 'https://www.youtube.com/@GamersNexus', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/TcRGBeOENLg?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyrosco... | t3_1qfpomi | /r/LocalLLaMA/comments/1qfpomi/gamersnexus_creating_a_48gb_nvidia_rtx_4090_gpu/ | false | false | default | 69 | {'enabled': False, 'images': [{'id': 'BkpkFFoxQzTdVFBwygr_NjC6jb0CW1UxI49hdIPceBg', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/BkpkFFoxQzTdVFBwygr_NjC6jb0CW1UxI49hdIPceBg.jpeg?width=108&crop=smart&auto=webp&s=3b45a4ea614c1d624afddeea420fd5fafc411b3c', 'width': 108}, {'height': 162, 'url': '... |
Orchestra - Multi-model AI orchestration system with intelligent routing (100% local, 18+ expert models) | 0 | Hey r/LocalLLaMA! I've been working on a local AI orchestration system and wanted to share it with this community.
\## What is Orchestra? Orchestra automatically routes your queries to the most relevant expert models from a pool of 18+ specialized LLMs running locally via Ollama. Think of it as having a team of A... | 2026-01-17T21:29:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qfpfoy/orchestra_multimodel_ai_orchestration_system_with/ | ericvarney | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfpfoy | false | null | t3_1qfpfoy | /r/LocalLLaMA/comments/1qfpfoy/orchestra_multimodel_ai_orchestration_system_with/ | false | false | self | 0 | null |
Built a small local-first playground to learn agentic AI (no cloud, no APIs) | 1 | I built this mainly for myself while trying to understand agentic AI without jumping straight into large frameworks.
Sutra is a small, local-first playground that runs entirely on your laptop using local models (Ollama). No cloud APIs, no costs, and very minimal abstractions.
It is not production-ready and not trying... | 2026-01-17T21:27:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qfpdml/built_a_small_localfirst_playground_to_learn/ | AiVetted | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfpdml | false | null | t3_1qfpdml | /r/LocalLLaMA/comments/1qfpdml/built_a_small_localfirst_playground_to_learn/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'Cx1Eq8kad-shnzpFvYf7ZQtItq8QL80YwEa_ZfR22Vg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Cx1Eq8kad-shnzpFvYf7ZQtItq8QL80YwEa_ZfR22Vg.png?width=108&crop=smart&auto=webp&s=04613811bf63c9a3536f73385629af89c406bf08', 'width': 108}, {'height': 108, 'url': 'h... |
Does ik_llama support Mi50? | 0 | I tried to figure it out, I really did. found a discussion in the GitHub that mentioned loading a model onto an Mi50, then they started using words I didn’t understand. | 2026-01-17T21:18:17 | https://www.reddit.com/r/LocalLLaMA/comments/1qfp5fe/does_ik_llama_support_mi50/ | thejacer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfp5fe | false | null | t3_1qfp5fe | /r/LocalLLaMA/comments/1qfp5fe/does_ik_llama_support_mi50/ | false | false | self | 0 | null |
I built a free monitor for RunPod/Vast stock because I got tired of refreshing manually | 0 | I've been trying to snag an H100 or A100 for a fine-tuning run this week, but they are literally always sold out (or vanish in 30 seconds).
I wrote a Python script to poll the RunPod and Vast APIs every minute and ping me when stock drops. It finally helped me.
I realised others are probably stuck in the same loop, s... | 2026-01-17T21:04:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qfot2s/i_built_a_free_monitor_for_runpodvast_stock/ | Ok_Can2425 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfot2s | false | null | t3_1qfot2s | /r/LocalLLaMA/comments/1qfot2s/i_built_a_free_monitor_for_runpodvast_stock/ | false | false | self | 0 | null |
Are any small or medium-sized businesses here actually using AI in a meaningful way? | 11 | I’m trying to figure out how to apply AI at work beyond the obvious stuff. Looking for real examples where it’s improved efficiency, reduced workload, or added value.
I work at a design and production house and I am seeing AI starting to get used for example client design renders to staff generally using co pilot chat... | 2026-01-17T20:53:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qfojft/are_any_small_or_mediumsized_businesses_here/ | brentmeistergeneral_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfojft | false | null | t3_1qfojft | /r/LocalLLaMA/comments/1qfojft/are_any_small_or_mediumsized_businesses_here/ | false | false | self | 11 | null |
Prototype: What if local LLMs used Speed Reading Logic to avoid “wall of text” overload? | 19 | Prototyped this in a few minutes. Seems incredibly useful for smaller devices (mobile LLMs) | 2026-01-17T20:50:29 | https://v.redd.it/ad16dbhd2zdg1 | Fear_ltself | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfogkp | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/ad16dbhd2zdg1/DASHPlaylist.mpd?a=1771275044%2CMDQyYWVkZWZjNWNlNjE3NDc3YTEzZjY1MDIxZTNjNjVmZDJiY2JjYWE0YjM4ZTQyMzA5YWRjOTg1YmQwZmE4Nw%3D%3D&v=1&f=sd', 'duration': 19, 'fallback_url': 'https://v.redd.it/ad16dbhd2zdg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qfogkp | /r/LocalLLaMA/comments/1qfogkp/prototype_what_if_local_llms_used_speed_reading/ | false | false | 19 | {'enabled': False, 'images': [{'id': 'MHgzNjM0N2QyemRnMQsZsHM-tqgfg0XXBK6smBja3B3Y-8kZyS2BD6gyOUFy', 'resolutions': [{'height': 142, 'url': 'https://external-preview.redd.it/MHgzNjM0N2QyemRnMQsZsHM-tqgfg0XXBK6smBja3B3Y-8kZyS2BD6gyOUFy.png?width=108&crop=smart&format=pjpg&auto=webp&s=35effe834dc5c3050fc1afab170e6eb772c6... | |
We tested 10 AI models on epistemic honesty — can they correct you when you're wrong? | 0 | **TL;DR:** All 10 frontier models corrected a common Python misconception instead of agreeing with the flawed premise. GPT-OSS-120B scored highest. Full methodology uses 10×10 blind peer matrix (each model judges all responses).
# The Test
We told 10 models:
>
The premise is subtly wrong. Python uses **pass-by-obje... | 2026-01-17T20:36:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qfo41f/we_tested_10_ai_models_on_epistemic_honesty_can/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfo41f | false | null | t3_1qfo41f | /r/LocalLLaMA/comments/1qfo41f/we_tested_10_ai_models_on_epistemic_honesty_can/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '5Me4Mh0Qg7LuCMVS7dM--ZasyZrFcaav8Y6xxhIdyRo', 'resolutions': [{'height': 86, 'url': 'https://external-preview.redd.it/5Me4Mh0Qg7LuCMVS7dM--ZasyZrFcaav8Y6xxhIdyRo.jpeg?width=108&crop=smart&auto=webp&s=9ab28681a4d0b8fb38eefd2c88ec8f57c1952603', 'width': 108}, {'height': 173, 'url': '... |
Why is no one talking about Sup AI and Kimi K2 Leading the HLE? | 0 | [The best AIs and now updates on Scale or https:\/\/artificialanalysis.ai\/evaluations\/humanitys-last-exam](https://preview.redd.it/2fkm19gwyydg1.png?width=687&format=png&auto=webp&s=0d3740912b23ac0213c5eda0afd2fb4f9fee78b3)
Just not sure why. I am following these sites so I can update my timeline:
[https://epicsha... | 2026-01-17T20:31:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qfnza1/why_is_no_one_talking_about_sup_ai_and_kimi_k2/ | redlikeazebra | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfnza1 | false | null | t3_1qfnza1 | /r/LocalLLaMA/comments/1qfnza1/why_is_no_one_talking_about_sup_ai_and_kimi_k2/ | false | false | 0 | null | |
China's AGI-NEXT Conference (Qwen, Kimi, Zhipu, Tencent) | 112 | Someone else posted about this, but never posted a transcript, so I found one online.
Lot of interesting stuff about China vs US, paths to AGI, compute, marketing etc.
Unfortunately Moonshot seems to have a very short section. | 2026-01-17T19:25:24 | https://www.chinatalk.media/p/the-all-star-chinese-ai-conversation | nuclearbananana | chinatalk.media | 1970-01-01T00:00:00 | 0 | {} | 1qfmc05 | false | null | t3_1qfmc05 | /r/LocalLLaMA/comments/1qfmc05/chinas_aginext_conference_qwen_kimi_zhipu_tencent/ | false | false | default | 112 | {'enabled': False, 'images': [{'id': 'TpKYg79IWzebupDqkzAodJruBP4N0VFsDaZESasEpKQ', 'resolutions': [{'height': 67, 'url': 'https://external-preview.redd.it/TpKYg79IWzebupDqkzAodJruBP4N0VFsDaZESasEpKQ.jpeg?width=108&crop=smart&auto=webp&s=ce6e7693b124ea90ef42f9a56e20fb5efcfa97d9', 'width': 108}, {'height': 135, 'url': '... |
Why are all quants almost the same size? | 13 | Why are all quants almost the same size?
[https://huggingface.co/unsloth/gpt-oss-120b-GGUF](https://huggingface.co/unsloth/gpt-oss-120b-GGUF) | 2026-01-17T19:22:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qfm8vn/why_are_all_quants_almost_the_same_size/ | tecneeq | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfm8vn | false | null | t3_1qfm8vn | /r/LocalLLaMA/comments/1qfm8vn/why_are_all_quants_almost_the_same_size/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'YdK_PUPiR8cRt5a5zFSPemx8CfArbiS77MSakkrkU6c', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/YdK_PUPiR8cRt5a5zFSPemx8CfArbiS77MSakkrkU6c.png?width=108&crop=smart&auto=webp&s=caf19f5fb265e22e75ae1bb94ce4a58b497e9779', 'width': 108}, {'height': 116, 'url': 'h... |
Chatterbox memory spike issue? | 2 | I am using this repo.
[https://github.com/devnen/Chatterbox-TTS-Server](https://github.com/devnen/Chatterbox-TTS-Server)
This is basically a fast api wrapper. It starts with 3 GB and crosses 8 GB. I am trying to convert a PDF to an audiobook. The memory increases gradually as I process small chunks of the book. | 2026-01-17T18:48:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qfld3z/chatterbox_memory_spike_issue/ | GeekoGeek | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfld3z | false | null | t3_1qfld3z | /r/LocalLLaMA/comments/1qfld3z/chatterbox_memory_spike_issue/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': '5V_aEcu-KnLHF_aRQsijtIxloYXayBVgglD5KMOdNp0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5V_aEcu-KnLHF_aRQsijtIxloYXayBVgglD5KMOdNp0.png?width=108&crop=smart&auto=webp&s=762d93e7277a3ab3da0e1efc0fdd96550cf98e7b', 'width': 108}, {'height': 108, 'url': 'h... |
Why does this happen | 0 | The first response, was normal on the second one it didn't want to answer. | 2026-01-17T18:45:26 | https://v.redd.it/d5jvk96egydg1 | Not_Black_is_taken | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qfla2h | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/d5jvk96egydg1/DASHPlaylist.mpd?a=1771267543%2CNTBjYjgxZTQyZTYwMDAzMTJiMmNhN2VhYWQwM2UxOWU5Nzg2NjhiMGYzZjI3YzU1OWM3OTUyMDFhMWM2ZGIzMg%3D%3D&v=1&f=sd', 'duration': 23, 'fallback_url': 'https://v.redd.it/d5jvk96egydg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qfla2h | /r/LocalLLaMA/comments/1qfla2h/why_does_this_happen/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'aDBuYm9sNmVneWRnMb5-B25fkLMv78iQHVXGsBeaGjX2BPt_lBQ5glm639OL', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/aDBuYm9sNmVneWRnMb5-B25fkLMv78iQHVXGsBeaGjX2BPt_lBQ5glm639OL.png?width=108&crop=smart&format=pjpg&auto=webp&s=39aac53e2d403109689331aca23d42da89e1... | |
Eigent: The Open-Source Answer to Claude Cowork | 0 | Why you don’t need $200/month for an AI that can use your computer | 2026-01-17T18:32:51 | https://jpcaparas.medium.com/eigent-the-open-source-answer-to-claude-cowork-d81f5e083358 | jpcaparas | jpcaparas.medium.com | 1970-01-01T00:00:00 | 0 | {} | 1qfky4k | false | null | t3_1qfky4k | /r/LocalLLaMA/comments/1qfky4k/eigent_the_opensource_answer_to_claude_cowork/ | false | false | default | 0 | null |
CPU-only experiment 2: Mistral-7B on consumer hardware (baseline vs inference-time calibration) | 0 | I ran a small **CPU-only experiment on consumer hardware** to understand how much behavior can change *at inference time*, without retraining, fine-tuning, or touching the weights.
**Setup**
* CPU: Ryzen 5 5600G (6C/12T, AVX2)
* RAM: 16 GB
* GPU: none (CPU-only)
* Model: **Mistral-7B-Instruct Q4\_K\_M (llama.cpp)**
*... | 2026-01-17T18:30:03 | https://www.reddit.com/r/LocalLLaMA/comments/1qfkvd7/cpuonly_experiment_2_mistral7b_on_consumer/ | Safe-Yellow2951 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfkvd7 | false | null | t3_1qfkvd7 | /r/LocalLLaMA/comments/1qfkvd7/cpuonly_experiment_2_mistral7b_on_consumer/ | false | false | self | 0 | null |
Update to MyGPU: Simple real-time monitoring tool for your local GPU setup. | 1 | Hi all,
A while ago, I made a post sharing the lightweight tool I created for Local NVIDIA GPU monitoring.
Well, I have released a new version and it now supports Linux and MacOS as well.
Since testing was limited, please do give your feedback.
It currently supports:
* Stress-testing your GPUs
* Cool simulation wh... | 2026-01-17T18:23:08 | https://github.com/DataBoySu/MyGPU | Pretend-Pangolin-846 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qfkov7 | false | null | t3_1qfkov7 | /r/LocalLLaMA/comments/1qfkov7/update_to_mygpu_simple_realtime_monitoring_tool/ | false | false | default | 1 | null |
Best "End of world" model that will run on 24gb VRAM | 314 | Hey peeps, I'm feeling in a bit of a omg the world is ending mood and have been amusing myself by downloading and hoarding a bunch of data - think wikipedia, wiktionary, wikiversity, khan academy, etc etc
What's your take on the smartest / best model(s) to download and store - they need to fit and run on my 24gb VRAM ... | 2026-01-17T18:21:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qfkn3a/best_end_of_world_model_that_will_run_on_24gb_vram/ | gggghhhhiiiijklmnop | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfkn3a | false | null | t3_1qfkn3a | /r/LocalLLaMA/comments/1qfkn3a/best_end_of_world_model_that_will_run_on_24gb_vram/ | false | false | self | 314 | null |
Optimizing GPT-OSS 120B on Strix Halo 128GB? | 20 | As per the title, I want to optimize running GPT-OSS 120B on a strix halo box with 128GB RAM. I've seen plenty of posts over time about optimizations and tweaks people have used (eg. particular drivers, particular memory mappings, etc). I'm searching around /r/localllama, but figured I would also post and ask directly ... | 2026-01-17T18:00:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qfk2ky/optimizing_gptoss_120b_on_strix_halo_128gb/ | RobotRobotWhatDoUSee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfk2ky | false | null | t3_1qfk2ky | /r/LocalLLaMA/comments/1qfk2ky/optimizing_gptoss_120b_on_strix_halo_128gb/ | false | false | self | 20 | null |
Created this overview of agent orchestration tools, frameworks and benchmarks, quickly showing you the best use cases and OSS status. Contributions welcome! | 2 | Hey everybody, I did this to help out a few friends. Assuming you have your LLMs ready to go, you might be wondering how to orchestrate your agents. This is a nice jumping point when starting a new project, or when you want to have a bird's eye view of what's available. Let me know if I missed anything, and also, you'r... | 2026-01-17T17:53:21 | https://imraf.github.io/agent-orchestration-tools/ | Oatilis | imraf.github.io | 1970-01-01T00:00:00 | 0 | {} | 1qfjvrz | false | null | t3_1qfjvrz | /r/LocalLLaMA/comments/1qfjvrz/created_this_overview_of_agent_orchestration/ | false | false | default | 2 | {'enabled': False, 'images': [{'id': 'g5nzYl2sJjMIBk8jIIhD5jIk-_ONQU1Nb8JjqSJC1aQ', 'resolutions': [{'height': 64, 'url': 'https://external-preview.redd.it/g5nzYl2sJjMIBk8jIIhD5jIk-_ONQU1Nb8JjqSJC1aQ.jpeg?width=108&crop=smart&auto=webp&s=00b17a658727b381a240712df9c42ebd928851a0', 'width': 108}, {'height': 128, 'url': '... |
12 Different Professional Sites That Will Help Reddit Professionals Up Their Skills And Make More Income. | 1 | [removed] | 2026-01-17T17:43:46 | https://newsaffairng.com/2024/06/14/12-different-sites-that-will-help-professionals-up-their-skills-and-make-more-income/ | Drilbowling | newsaffairng.com | 1970-01-01T00:00:00 | 0 | {} | 1qfjmv0 | false | null | t3_1qfjmv0 | /r/LocalLLaMA/comments/1qfjmv0/12_different_professional_sites_that_will_help/ | false | false | default | 1 | null |
LLM Structured Outputs Handbook | 3 | Structured generation is central to my work, so I wanted to write for this topic. There are reliable ways to enforce structured outputs now, but knowledge is spread all over, and I wanted to bring everything in one place.
I was inspired to write this after reading bentoML’s LLM Inference Handbook ([link](https://be... | 2026-01-17T17:38:48 | https://nanonets.com/cookbooks/structured-llm-outputs | vitaelabitur | nanonets.com | 1970-01-01T00:00:00 | 0 | {} | 1qfji2l | false | null | t3_1qfji2l | /r/LocalLLaMA/comments/1qfji2l/llm_structured_outputs_handbook/ | false | false | default | 3 | null |
Open source control plane for local AI agents: workspace isolation + git-backed configs + OpenCode integration | 1 | I've been working on a control plane for running AI agents locally with OpenCode and wanted to share it with the community.
Core idea: the control plane handles orchestration, workspace isolation, and config management while delegating all model inference and execution to your local OpenCode server. Keeps everything r... | 2026-01-17T17:28:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qfj7ta/open_source_control_plane_for_local_ai_agents/ | OverFatBear | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfj7ta | false | null | t3_1qfj7ta | /r/LocalLLaMA/comments/1qfj7ta/open_source_control_plane_for_local_ai_agents/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'xmgTi--MZM5AlzGBlUwRAKyPCVvqobjuM5uPixLbriw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/xmgTi--MZM5AlzGBlUwRAKyPCVvqobjuM5uPixLbriw.png?width=108&crop=smart&auto=webp&s=73f0ed6e0fcec6d034dcc04b70d12b518c6f8e59', 'width': 108}, {'height': 108, 'url': 'h... |
Built a long-context LLM reasoning system at IIT Kharagpur for KDSH using Pathway + Ollama (Llama 2.5 7B) — fully local & free | 1 | I’ve been experimenting with long-context reasoning in LLMs — specifically cases where correctness depends on how constraints accumulate across an entire narrative, not just local plausibility.
As part of a project built and presented at IIT Kharagpur for the Kharagpur Data Science Hackathon (KDSH 2026), a Pathway-bac... | 2026-01-17T17:26:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qfj6hx/built_a_longcontext_llm_reasoning_system_at_iit/ | vicky_kr_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfj6hx | false | null | t3_1qfj6hx | /r/LocalLLaMA/comments/1qfj6hx/built_a_longcontext_llm_reasoning_system_at_iit/ | false | false | self | 1 | null |
Built a long-context LLM reasoning system at IIT Kharagpur for KDSH using Pathway + Ollama (Llama 2.5 7B) — fully local & free | 0 | I’ve been experimenting with long-context reasoning in LLMs — specifically cases where correctness depends on how constraints accumulate across an entire narrative, not just local plausibility.
As part of a project built and presented at IIT Kharagpur for the Kharagpur Data Science Hackathon (KDSH 2026), a Pathway-bac... | 2026-01-17T17:22:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qfj2tu/built_a_longcontext_llm_reasoning_system_at_iit/ | vicky_kr_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfj2tu | false | null | t3_1qfj2tu | /r/LocalLLaMA/comments/1qfj2tu/built_a_longcontext_llm_reasoning_system_at_iit/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '4PtQ3IguCgKlpBuw7a-embJPFRJFV9dxnth-CzIKKLk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/4PtQ3IguCgKlpBuw7a-embJPFRJFV9dxnth-CzIKKLk.png?width=108&crop=smart&auto=webp&s=1cfa677db12dbdec3acf545082cb2e2926ef20dc', 'width': 108}, {'height': 108, 'url': 'h... |
Maximizing context window with limited VRAM | 2 | I have one desktop computer with 2x 3090 and 64gb DDR. It cannot easily support more GPUs, and I cannot find more anyway.
I would like to run my models with very long context, > 128k, but on vLLM I am limited by vram.
What is the best way to overcome this?
1. Changing vLLM flags in a clever way to offload layers ... | 2026-01-17T17:16:46 | https://www.reddit.com/r/LocalLLaMA/comments/1qfix77/maximizing_context_window_with_limited_vram/ | FrozenBuffalo25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfix77 | false | null | t3_1qfix77 | /r/LocalLLaMA/comments/1qfix77/maximizing_context_window_with_limited_vram/ | false | false | self | 2 | null |
I built my Node.js boilerplate to connect Ollama to Discord, What are the best models to run locally with something like this on a low-end hardware? | 0 | honestly i thought why not host my own AI instead of paying for APIs and i could also learn in the process so... i decided to vibecode this boilerplate meant mostly to be used on low-end hardware
**Here is my question:** I want to move this bot to a dedicated low-end machine (an old laptop/mini-pc with integrated grap... | 2026-01-17T16:59:26 | https://www.reddit.com/r/LocalLLaMA/comments/1qfig5j/i_built_my_nodejs_boilerplate_to_connect_ollama/ | TheLoneStar033 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfig5j | false | null | t3_1qfig5j | /r/LocalLLaMA/comments/1qfig5j/i_built_my_nodejs_boilerplate_to_connect_ollama/ | false | false | self | 0 | null |
Agent (SAFi) Jailbreak Challenge - Preliminary Report | 0 | Hi everyone!
Less than 24 hours ago, I posted a[ jailbreak challenge](https://www.reddit.com/r/LocalLLaMA/comments/1qeg9q4/jailbreak_challenge_can_you_break_my_agent/) in this community, and the response has been simply amazing. I wasn't expecting this level of engagement. Thank you to everyone who participated, you'... | 2026-01-17T16:50:44 | https://www.reddit.com/r/LocalLLaMA/comments/1qfi7t0/agent_safi_jailbreak_challenge_preliminary_report/ | forevergeeks | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfi7t0 | false | null | t3_1qfi7t0 | /r/LocalLLaMA/comments/1qfi7t0/agent_safi_jailbreak_challenge_preliminary_report/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'rZ63hD3-GaX_Fh9Aa9Q94H13ya4OnJG61vdzZcYTmcQ', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/rZ63hD3-GaX_Fh9Aa9Q94H13ya4OnJG61vdzZcYTmcQ.png?width=108&crop=smart&auto=webp&s=5e8b6f9dce4afb4d87b980508b82d6e4b76c8fcf', 'width': 108}, {'height': 108, 'url': 'h... |
Looking for a free or very cheap AI API for a Discord bot – any recommendations? | 0 | Hello everyone
I’m currently working on a small Discord bot and I’m looking for an AI API that is free or very low-cost.
The goal is pretty simple:
The AI should be able to participate in an ongoing chat
Stay context-aware (at least a few recent messages)
No need for super advanced GPT-4 level responses, just some... | 2026-01-17T16:35:24 | https://www.reddit.com/r/LocalLLaMA/comments/1qfht7z/looking_for_a_free_or_very_cheap_ai_api_for_a/ | Napoleon_exe | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfht7z | false | null | t3_1qfht7z | /r/LocalLLaMA/comments/1qfht7z/looking_for_a_free_or_very_cheap_ai_api_for_a/ | false | false | self | 0 | null |
whic one is better idea | 0 | upgrade my main pc(rtx3050 8gb ryzen5 5500 16gb)
or
buy new system for ai | 2026-01-17T16:18:45 | https://www.reddit.com/r/LocalLLaMA/comments/1qfhdnq/whic_one_is_better_idea/ | Kerem-6030 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfhdnq | false | null | t3_1qfhdnq | /r/LocalLLaMA/comments/1qfhdnq/whic_one_is_better_idea/ | false | false | self | 0 | null |
It feels like LLM inference is missing its AWS Lambda moment. | 0 | If we actually wanted “model = function” to work, a few things seem fundamentally required:
• Fast scale from zero without keeping GPUs alive just to hold state
• Execution state reuse so models don’t need full re-init and KV rebuild on every scale event
• Clear separation between orchestration and runtime, like ... | 2026-01-17T16:06:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qfh22w/it_feels_like_llm_inference_is_missing_its_aws/ | pmv143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfh22w | false | null | t3_1qfh22w | /r/LocalLLaMA/comments/1qfh22w/it_feels_like_llm_inference_is_missing_its_aws/ | false | false | self | 0 | null |
Twitter-like platform experiment but for open-models | 0 | Hi everyone,
I'm planning to run a simple social experiment on the open-models.
The idea is to have a Twitter-like platform, complete TUI interface, for the models. I'm calling it Threads.
There will by open models such as Gemma 3, Qwen 3, Ministral 3, Llama 3, Olmo 3, Phi 3, GPT-OSS 20B, DeepSeek R1 Llama version. ... | 2026-01-17T16:03:55 | https://www.reddit.com/r/LocalLLaMA/comments/1qfgzq3/twitterlike_platform_experiment_but_for_openmodels/ | SrijSriv211 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qfgzq3 | false | null | t3_1qfgzq3 | /r/LocalLLaMA/comments/1qfgzq3/twitterlike_platform_experiment_but_for_openmodels/ | false | false | self | 0 | null |
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