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Multiple GPU noob question | 1 | How do you guys put together more that 2 GPUs? I am using a riser card to bind a 4060ti and a 5060ti, not great but not bad, but no more left connection available | 2026-01-22T14:47:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qjwfot/multiple_gpu_noob_question/ | staltux | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjwfot | false | null | t3_1qjwfot | /r/LocalLLaMA/comments/1qjwfot/multiple_gpu_noob_question/ | false | false | self | 1 | null |
Running local coding agents as a constrained runtime instead of a chat | 2 | I’ve been running *local* coding agents for longer, more complex tasks lately, and I keep hitting the same class of problems — regardless of which model I use.
Local models are flexible and cheap, but once tasks run longer than a few iterations, things start to break down in very predictable ways.
# The recurring fai... | 2026-01-22T14:33:32 | https://ralphy-spec.org/ | Valuable_Network_670 | ralphy-spec.org | 1970-01-01T00:00:00 | 0 | {} | 1qjw326 | false | null | t3_1qjw326 | /r/LocalLLaMA/comments/1qjw326/running_local_coding_agents_as_a_constrained/ | false | false | default | 2 | null |
How many people do you think tinker with Local LLMs worldwide? | 1 | [removed] | 2026-01-22T14:29:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qjvz51/how_many_people_do_you_think_tinker_with_local/ | Mr_Moonsilver | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjvz51 | false | null | t3_1qjvz51 | /r/LocalLLaMA/comments/1qjvz51/how_many_people_do_you_think_tinker_with_local/ | false | false | self | 1 | null |
Running local coding agents as a constrained runtime instead of a chat | 1 | [removed] | 2026-01-22T14:28:07 | https://ralphy-spec.org/ | Valuable_Network_670 | ralphy-spec.org | 1970-01-01T00:00:00 | 0 | {} | 1qjvy8y | false | null | t3_1qjvy8y | /r/LocalLLaMA/comments/1qjvy8y/running_local_coding_agents_as_a_constrained/ | false | false | default | 1 | null |
What is best mix for Role play? | 1 | I stopped role playing a year ago. did it changed much?
I used to use sillytavern and koboldcpp.
what is the best uncensored model? I used to use cynodia(something like that)
I currently have 64gb ram and 5090. | 2026-01-22T14:07:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qjvgds/what_is_best_mix_for_role_play/ | Odd-Engineering-4415 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjvgds | false | null | t3_1qjvgds | /r/LocalLLaMA/comments/1qjvgds/what_is_best_mix_for_role_play/ | false | false | self | 1 | null |
Looking for a good local coding model, the BEST at SQL, like ever. Seriously | 4 | Title says it all, want an insanely good, capable SQL coding model. I'm using qwen coder currently (4b) and it's ok. But very irritating and even with custom instructions, provides lazy responses, code snippets, won't rewrite SQL. | 2026-01-22T14:05:58 | https://www.reddit.com/r/LocalLLaMA/comments/1qjvexh/looking_for_a_good_local_coding_model_the_best_at/ | buttflapper444 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjvexh | false | null | t3_1qjvexh | /r/LocalLLaMA/comments/1qjvexh/looking_for_a_good_local_coding_model_the_best_at/ | false | false | self | 4 | null |
Help me understand how …? | 0 | Hey all
i would appreciate some help with understanding how this company can claim ability to generate sql and accurately ?
Traditional data warehouses can’t keep up with the scale agents require. Summation’s engine executes 100× more drill-downs than legacy stacks. looking to learn. Thank you
[https://www.s... | 2026-01-22T13:58:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qjv886/help_me_understand_how/ | xplode145 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjv886 | false | null | t3_1qjv886 | /r/LocalLLaMA/comments/1qjv886/help_me_understand_how/ | false | false | self | 0 | null |
Recommended LLM for Mac mini M4 24G | 0 | What would be a good model to run in a Mac mini M4 with 24GB memory. I do need it to have tool capability as it will be used exclusively for n8n workflows.
Unfortunately budget is limited which limits to this device | 2026-01-22T13:48:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qjuzr3/recommended_llm_for_mac_mini_m4_24g/ | BruhAtTheDesk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjuzr3 | false | null | t3_1qjuzr3 | /r/LocalLLaMA/comments/1qjuzr3/recommended_llm_for_mac_mini_m4_24g/ | false | false | self | 0 | null |
Which micro tool-use model for 8GB RAM? | 2 | I want to try something ridiculous -- I want to see if I can use claude code or opencode on a chromebook to manage simple to-do lists. I don't need a highspeed code model for this, just a small model that can use tools like bash etc.
Toolchain would be llama.cpp server on crostini (or whatever flavor of linux).
Feel... | 2026-01-22T13:48:22 | https://www.reddit.com/r/LocalLLaMA/comments/1qjuzk9/which_micro_tooluse_model_for_8gb_ram/ | RobotRobotWhatDoUSee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjuzk9 | false | null | t3_1qjuzk9 | /r/LocalLLaMA/comments/1qjuzk9/which_micro_tooluse_model_for_8gb_ram/ | false | false | self | 2 | null |
Current best scientific practice for evaluating LLMs | 0 | Hello,
I have a master's degree in an application-oriented natural science and started my PhD last October on the topic of LLMs and their utilization in my specific field. During my master's degree, I focused heavily on the interface with computer science and gained experience with machine learning in general.
My fir... | 2026-01-22T13:46:25 | https://www.reddit.com/r/LocalLLaMA/comments/1qjuxxh/current_best_scientific_practice_for_evaluating/ | Awkward_Top_3695 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjuxxh | false | null | t3_1qjuxxh | /r/LocalLLaMA/comments/1qjuxxh/current_best_scientific_practice_for_evaluating/ | false | false | self | 0 | null |
Qwen3-TTS released on Hugging Face | 36 | 2026-01-22T13:46:09 | https://huggingface.co/collections/Qwen/qwen3-tts | paf1138 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1qjuxq1 | false | null | t3_1qjuxq1 | /r/LocalLLaMA/comments/1qjuxq1/qwen3tts_released_on_hugging_face/ | false | false | default | 36 | null | |
GLM-4.7 Flash In OpenCode Is an Agentic Coding BEAST!(23:28) | 0 | I am very impressed with the capability of this model and I did pick up the new llama with the alleged fix and will be testing today! | 2026-01-22T13:44:29 | https://www.youtube.com/watch?v=mY-4Ls_2TS0 | sleepingsysadmin | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1qjuwc4 | false | {'oembed': {'author_name': 'Bijan Bowen', 'author_url': 'https://www.youtube.com/@Bijanbowen', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/mY-4Ls_2TS0?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope... | t3_1qjuwc4 | /r/LocalLLaMA/comments/1qjuwc4/glm47_flash_in_opencode_is_an_agentic_coding/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'gAThi4_ojqdsZUlcJSNZq0Gb9kSuyk-SnUQ365pJjFg', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/gAThi4_ojqdsZUlcJSNZq0Gb9kSuyk-SnUQ365pJjFg.jpeg?width=108&crop=smart&auto=webp&s=3f108d5f636b9b13e5ca4e85ee87278140b1b1a5', 'width': 108}, {'height': 162, 'url': '... |
[Project] AGI-Control Spec v1.0 – What if we treated AGI like a nuclear reactor? | 0 | Yo! Remember me from the "Teacher Leo" prompting post a while back?
I'm back with something bigger: A complete AGI control framework.
\*\*Background:\*\*
I'm a mechatronics engineer. I build safety-critical systems (PLCs, industrial automation, the stuff that can't fail because people die).
One day I though... | 2026-01-22T13:35:09 | https://www.reddit.com/r/LocalLLaMA/comments/1qjuogz/project_agicontrol_spec_v10_what_if_we_treated/ | No_Construction3780 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjuogz | false | null | t3_1qjuogz | /r/LocalLLaMA/comments/1qjuogz/project_agicontrol_spec_v10_what_if_we_treated/ | true | false | spoiler | 0 | null |
Qwen have open-sourced the full family of Qwen3-TTS: VoiceDesign, CustomVoice, and Base, 5 models (0.6B & 1.8B), Support for 10 languages | 685 | Github: [https://github.com/QwenLM/Qwen3-TTS](https://github.com/QwenLM/Qwen3-TTS)
Hugging Face: [https://huggingface.co/collections/Qwen/qwen3-tts](https://huggingface.co/collections/Qwen/qwen3-tts)
Blog: [https://qwen.ai/blog?id=qwen3tts-0115](https://qwen.ai/blog?id=qwen3tts-0115)
Paper: [https://github.com/QwenL... | 2026-01-22T13:31:16 | Nunki08 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjul5t | false | null | t3_1qjul5t | /r/LocalLLaMA/comments/1qjul5t/qwen_have_opensourced_the_full_family_of_qwen3tts/ | false | false | default | 685 | {'enabled': True, 'images': [{'id': 'wo9tqflvkweg1', 'resolutions': [{'height': 42, 'url': 'https://preview.redd.it/wo9tqflvkweg1.jpeg?width=108&crop=smart&auto=webp&s=7a2fb9f6dd7d3c1afe0b4fd0b611fe52d4ec8117', 'width': 108}, {'height': 85, 'url': 'https://preview.redd.it/wo9tqflvkweg1.jpeg?width=216&crop=smart&auto=we... | |
Qwen3 TTS just dropped 🗣️🔈 | 173 | [https://github.com/QwenLM/Qwen3-TTS](https://github.com/QwenLM/Qwen3-TTS)
[https://huggingface.co/collections/Qwen/qwen3-tts](https://huggingface.co/collections/Qwen/qwen3-tts) | 2026-01-22T13:31:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qjul2g/qwen3_tts_just_dropped/ | Reasonable-Fun-7078 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjul2g | false | null | t3_1qjul2g | /r/LocalLLaMA/comments/1qjul2g/qwen3_tts_just_dropped/ | false | false | self | 173 | {'enabled': False, 'images': [{'id': 'KTzUUvXUm4sCFiPlM-XNB9Sff8Fi3vJpYSlffB6B26Q', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/KTzUUvXUm4sCFiPlM-XNB9Sff8Fi3vJpYSlffB6B26Q.png?width=108&crop=smart&auto=webp&s=7494c2ddeb796b293d34819d28834c0d6618cd0d', 'width': 108}, {'height': 108, 'url': 'h... |
GLM-OCR is coming! A new PR has appeared in Hugging Face Transformers. | 24 | [https://github.com/huggingface/transformers/pull/43391](https://github.com/huggingface/transformers/pull/43391)
https://preview.redd.it/8mc2nl0bkweg1.png?width=398&format=png&auto=webp&s=9462570c05402da9d395f12c91b78376fc9b9021
https://preview.redd.it/wlj57v1ckweg1.png?width=724&format=png&auto=webp&s=aa726ea2de7215... | 2026-01-22T13:29:35 | https://www.reddit.com/r/LocalLLaMA/comments/1qjujqk/glmocr_is_coming_a_new_pr_has_appeared_in_hugging/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjujqk | false | null | t3_1qjujqk | /r/LocalLLaMA/comments/1qjujqk/glmocr_is_coming_a_new_pr_has_appeared_in_hugging/ | false | false | 24 | null | |
Qwen have open-sourced the full family of Qwen3-TTS: VoiceDesign, CustomVoice, and Base, 5 models (0.6B & 1.8B), Support for 10 languages | 1 | [removed] | 2026-01-22T13:27:16 | https://www.reddit.com/gallery/1qjuhsv | Nunki08 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qjuhsv | false | null | t3_1qjuhsv | /r/LocalLLaMA/comments/1qjuhsv/qwen_have_opensourced_the_full_family_of_qwen3tts/ | false | false | default | 1 | null |
Qwen dev on Twitter!! | 712 | 2026-01-22T13:03:26 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjtyw8 | true | null | t3_1qjtyw8 | /r/LocalLLaMA/comments/1qjtyw8/qwen_dev_on_twitter/ | false | false | default | 712 | {'enabled': True, 'images': [{'id': 'avu4mhyvfweg1', 'resolutions': [{'height': 115, 'url': 'https://preview.redd.it/avu4mhyvfweg1.jpeg?width=108&crop=smart&auto=webp&s=095432d272b54cde2f828d11d18aad4c9df2b81e', 'width': 108}, {'height': 231, 'url': 'https://preview.redd.it/avu4mhyvfweg1.jpeg?width=216&crop=smart&auto=... | ||
What secondary GPU should I get, mainly for local prompting? | 1 | Hi, I got a decent system (3090TI / 64GB DDR5 RAM) which I either use for local AI image/video generation, work (heavy 3D scenes, rendering, editing, etc.) and some gaming.
I got a 1050W PSU and I will undervolt the 3090TI soon anyway. I'm currently thinking about getting a second GPU so I can use Photoshop while g... | 2026-01-22T12:41:06 | https://www.reddit.com/r/LocalLLaMA/comments/1qjti7k/what_secondary_gpu_should_i_get_mainly_for_local/ | 9_Taurus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjti7k | false | null | t3_1qjti7k | /r/LocalLLaMA/comments/1qjti7k/what_secondary_gpu_should_i_get_mainly_for_local/ | false | false | self | 1 | null |
Name a model that has unrestricted access to infinite knowledge, information and delivers it without any filters or in a uncensored way | 0 | I just tried running the llama 3.2 model - with 1.2B parameters for the first time on my phone \*(CMF Phone 2 Pro - 16GB)\* and already feel like I've already started to \*\*feel like a god\*\* - having access to information without relying on a third party.
I realize that it's a small model and it's just the surface... | 2026-01-22T12:39:04 | https://www.reddit.com/r/LocalLLaMA/comments/1qjtgq6/name_a_model_that_has_unrestricted_access_to/ | 0xCynic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjtgq6 | false | null | t3_1qjtgq6 | /r/LocalLLaMA/comments/1qjtgq6/name_a_model_that_has_unrestricted_access_to/ | false | false | self | 0 | null |
So im all new to this what happened here? | 0 | https://reddit.com/link/1qjt30a/video/or4nah427weg1/player
im using glm 4.7 in lm stuido it took way too long to load the previous promt so I decided to stop it and just clarify some steps which I thought what caused it to go on a loop. but then it did the same thing and starting typing I need to take a break repeate... | 2026-01-22T12:20:34 | https://www.reddit.com/r/LocalLLaMA/comments/1qjt30a/so_im_all_new_to_this_what_happened_here/ | guy617 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjt30a | false | null | t3_1qjt30a | /r/LocalLLaMA/comments/1qjt30a/so_im_all_new_to_this_what_happened_here/ | false | false | self | 0 | null |
Sleeping on Engram | 90 | The more I look at it the more I am convinced that the Engram model developed by Deepseek will have a similar impact on AI development as RL and the Transformer.
To expand on why.
1) Grounded fact checking fixing most hallucinations.
2) Vast model knowledge being available for very small models... think 3 billion pa... | 2026-01-22T12:16:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qjt08m/sleeping_on_engram/ | cravic | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjt08m | false | null | t3_1qjt08m | /r/LocalLLaMA/comments/1qjt08m/sleeping_on_engram/ | false | false | self | 90 | null |
What is the most advanced local LLM? | 0 | Sorry I am not following all this crazy LLM racing so decided to ask.
Which local LLM is the most advanced?
I was just thinking maybe I can buy a rig and install it at home?
I am kind of sick of paying subsription fee where limits are getting tighter day buy day by all providers. | 2026-01-22T12:13:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qjsxww/what_is_the_most_advanced_local_llm/ | No_Equipment9108 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjsxww | false | null | t3_1qjsxww | /r/LocalLLaMA/comments/1qjsxww/what_is_the_most_advanced_local_llm/ | false | false | self | 0 | null |
Todoist's new Ramble | 0 | https://www.todoist.com/ramble
This is actually kind of a clever use of AI in my opinion. You speak your tasks, and they are organized on your priority list. I'm wondering how I could create a similar thing using whisper and maybe nan. I think the hard part is figuring out what system could actually translate my words... | 2026-01-22T12:13:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qjsxwt/todoists_new_ramble/ | cniinc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjsxwt | false | null | t3_1qjsxwt | /r/LocalLLaMA/comments/1qjsxwt/todoists_new_ramble/ | false | false | self | 0 | null |
Step3-VL-10B supported by chatllm.cpp | 1 | [Step3-VL-10B](https://huggingface.co/stepfun-ai/Step3-VL-10B) is really a strong vision model. Just added this model to [chatllm.cpp](https://github.com/foldl/chatllm.cpp).
In my tests, it shows good ability in solving geometry problems. Hope you enjoy it.
| 2026-01-22T12:00:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qjsoqw/step3vl10b_supported_by_chatllmcpp/ | foldl-li | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjsoqw | false | null | t3_1qjsoqw | /r/LocalLLaMA/comments/1qjsoqw/step3vl10b_supported_by_chatllmcpp/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'RQ4XJYRvin4g_9_fddn_D-M_5aqqAGr4vxl5Kaw6Cgk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/RQ4XJYRvin4g_9_fddn_D-M_5aqqAGr4vxl5Kaw6Cgk.png?width=108&crop=smart&auto=webp&s=3c8645876404a56e6185b44ae2600a08b613f6c6', 'width': 108}, {'height': 116, 'url': 'h... |
What is "summerset" on Image Arena? | 2 | Sorry if this not strictly related to LLMs, I was playing around on Artificial Analysis with the image arena where they generate images with the same prompt with different models and you choose the best result to improve the leaderboard. I keep seeing "summerset" as the name of a model but cannot find a model with that... | 2026-01-22T11:35:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qjs87a/what_is_summerset_on_image_arena/ | ErToppa | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjs87a | false | null | t3_1qjs87a | /r/LocalLLaMA/comments/1qjs87a/what_is_summerset_on_image_arena/ | false | false | self | 2 | null |
GLM 4.7 flash FA fix for CUDA has been merged into llama.cpp | 156 | 2026-01-22T11:10:42 | https://github.com/ggml-org/llama.cpp/pull/18953 | jacek2023 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1qjrsur | false | null | t3_1qjrsur | /r/LocalLLaMA/comments/1qjrsur/glm_47_flash_fa_fix_for_cuda_has_been_merged_into/ | false | false | default | 156 | {'enabled': False, 'images': [{'id': 'TcGseIeP3Z00NB4otbKR8-_fs_ssjxg6HC4Fv_lVbUU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TcGseIeP3Z00NB4otbKR8-_fs_ssjxg6HC4Fv_lVbUU.png?width=108&crop=smart&auto=webp&s=bf81542279bc77e2cb51e0233ec9c4ce785b40ce', 'width': 108}, {'height': 108, 'url': 'h... | |
You guys scared me off, because I didn't want the truth. Now I'm ready to listen. | 0 | **AI safety research is my biggest priority right now focusing mostly on semantic ambiguity by omission as well as injection**.
For around a year or two I worked in a silo without researching ANYTHING outside of what came up organically as part of my curiosity/exploration through specific lines of inquiry- *while usi... | 2026-01-22T10:58:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qjrkw8/you_guys_scared_me_off_because_i_didnt_want_the/ | Flow-AI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjrkw8 | false | null | t3_1qjrkw8 | /r/LocalLLaMA/comments/1qjrkw8/you_guys_scared_me_off_because_i_didnt_want_the/ | false | false | self | 0 | null |
How I Use AI in My Writing Process – From Brainstorming to Final Polish | 0 | 2026-01-22T10:56:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qjrjsb/how_i_use_ai_in_my_writing_process_from/ | tony10000 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjrjsb | false | null | t3_1qjrjsb | /r/LocalLLaMA/comments/1qjrjsb/how_i_use_ai_in_my_writing_process_from/ | false | false | 0 | null | ||
number of the beast | 0 | 2026-01-22T10:34:34 | jacek2023 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjr6nr | false | null | t3_1qjr6nr | /r/LocalLLaMA/comments/1qjr6nr/number_of_the_beast/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'PMwaT9kalaRpGlg9_dxf7FkU_Pg3WowD2uPXNte2Hag', 'resolutions': [{'height': 47, 'url': 'https://preview.redd.it/a3iv79ucpveg1.png?width=108&crop=smart&auto=webp&s=46d30740b42ba9bcc4c5e563d5a5c4c87b2a4aba', 'width': 108}, {'height': 95, 'url': 'https://preview.redd.it/a3iv79ucpveg1.png?... | |||
The End of the MatMul Hegemony? Why we must pivot to "Additive AI" (BitNet + L-Mul + mHC) | 0 | **We’ve been obsessing over TFLOPS and VRAM, but we are hitting a physical wall of entropy. I believe we are witnessing a paradigm shift where brute-force multiplication is replaced by "Additive Logic."**
**Here is the convergence I’m seeing:**
1. **BitNet b1.58:** Eliminates the need for high-precision weights by us... | 2026-01-22T10:23:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qjr074/the_end_of_the_matmul_hegemony_why_we_must_pivot/ | Exciting_Tomato_1341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjr074 | false | null | t3_1qjr074 | /r/LocalLLaMA/comments/1qjr074/the_end_of_the_matmul_hegemony_why_we_must_pivot/ | false | false | self | 0 | null |
Anyone using a local LLM to turn meeting transcripts into actionable outputs? | 5 | I’m working with locally transcribed meeting data and experimenting with local LLMs to go beyond summaries.
Right now, I can get decent transcripts and rough summaries, but the harder part is what comes next:
reliably extracting action items, decisions, owners, and follow-ups in a structured way that’s actually usab... | 2026-01-22T09:57:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qjqka8/anyone_using_a_local_llm_to_turn_meeting/ | voss_steven | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjqka8 | false | null | t3_1qjqka8 | /r/LocalLLaMA/comments/1qjqka8/anyone_using_a_local_llm_to_turn_meeting/ | false | false | self | 5 | null |
This Week's Hottest Hugging Face Releases: Top Picks by Category! | 126 | Hugging Face trending is on fire this week with fresh drops in text generation, image, audio, and more.
Check 'em out and drop your thoughts—which one's getting deployed first?
# Text Generation
* [**zai-org/GLM-4.7-Flash**](https://huggingface.co/zai-org/GLM-4.7-Flash): 31B param model for fast, efficient text gen—... | 2026-01-22T09:51:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qjqgnr/this_weeks_hottest_hugging_face_releases_top/ | techlatest_net | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjqgnr | false | null | t3_1qjqgnr | /r/LocalLLaMA/comments/1qjqgnr/this_weeks_hottest_hugging_face_releases_top/ | false | false | self | 126 | {'enabled': False, 'images': [{'id': 'Qs0t4y5eLm-uwORWdP6T0dcwW2T6VJyQFBUSY70CTF8', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Qs0t4y5eLm-uwORWdP6T0dcwW2T6VJyQFBUSY70CTF8.png?width=108&crop=smart&auto=webp&s=aac1338ac39403eef30bb22df4c74beb4ac4263e', 'width': 108}, {'height': 116, 'url': 'h... |
Anthropic releases new AI Constitution for Claude | 0 | 2026-01-22T09:41:26 | https://www.anthropic.com/news/claude-new-constitution | RewardEquivalent553 | anthropic.com | 1970-01-01T00:00:00 | 0 | {} | 1qjqb01 | false | null | t3_1qjqb01 | /r/LocalLLaMA/comments/1qjqb01/anthropic_releases_new_ai_constitution_for_claude/ | false | false | default | 0 | null | |
Qwen3-Coder-480B on Mac Studio M3 Ultra 512gb | 12 | Hi all,
i was wondering if anyone use this configuration for daily usage as coding assistant/agentic?
my goal here is to have as much as possible close to claude code opus 4.5 on my local setup, i need 6-10 hours/day of usage for refactoring, research, solve architecture problems, etc
i read on many places that ... | 2026-01-22T09:15:42 | https://www.reddit.com/r/LocalLLaMA/comments/1qjpwbr/qwen3coder480b_on_mac_studio_m3_ultra_512gb/ | BitXorBit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjpwbr | false | null | t3_1qjpwbr | /r/LocalLLaMA/comments/1qjpwbr/qwen3coder480b_on_mac_studio_m3_ultra_512gb/ | false | false | self | 12 | null |
MLX batched/continous inference with structured outputs | 2 | Hi all, I'm curious if anyone has found a good way to do batched or continuous batched inference on MLX with structured outputs.
I'm currently doing it on llama.cpp and it works really well. However, MLX-LM's server's relatively new continuous batching is about 50% faster than llama.cpp at 100 parallel inferences. So ... | 2026-01-22T08:53:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qjpjt6/mlx_batchedcontinous_inference_with_structured/ | ahjorth | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjpjt6 | false | null | t3_1qjpjt6 | /r/LocalLLaMA/comments/1qjpjt6/mlx_batchedcontinous_inference_with_structured/ | false | false | self | 2 | null |
Warning: MiniMax Agent (IDE) burned 10k credits in 3 hours on simple tasks (More expensive than Claude 4.5?) | 0 | Hey everyone,
I wanted to share my experience/warning regarding the new **MiniMax Agent** (IDE integration), specifically for those looking for a cheaper alternative to the big players.
I jumped on MiniMax because of the "high performance / low cost" hype. I was using the Agent mode inside my IDE for very basic tasks... | 2026-01-22T08:49:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qjph7y/warning_minimax_agent_ide_burned_10k_credits_in_3/ | puppabite | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjph7y | false | null | t3_1qjph7y | /r/LocalLLaMA/comments/1qjph7y/warning_minimax_agent_ide_burned_10k_credits_in_3/ | false | false | self | 0 | null |
So THAT'S why generations take so long sometimes | 439 | 2026-01-22T08:23:01 | https://v.redd.it/6p9cu9rw1veg1 | linkcharger | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjp29u | false | {'reddit_video': {'bitrate_kbps': 800, 'dash_url': 'https://v.redd.it/6p9cu9rw1veg1/DASHPlaylist.mpd?a=1771662196%2CZWZhNTIyYThiYTJhMmQ5OGU2YmI5MDM2NWU5MDE2YmI5Y2VlYzE1OWUzNGUxZWZhZTEwZjIxZTY2NzM0ZGQ3Yg%3D%3D&v=1&f=sd', 'duration': 60, 'fallback_url': 'https://v.redd.it/6p9cu9rw1veg1/CMAF_360.mp4?source=fallback', 'has... | t3_1qjp29u | /r/LocalLLaMA/comments/1qjp29u/so_thats_why_generations_take_so_long_sometimes/ | false | false | 439 | {'enabled': False, 'images': [{'id': 'NDExcmt3bHcxdmVnMbqlCOGHRc5n3_cDftfsgD3DArw7u7f4exLoWTuSZ93a', 'resolutions': [{'height': 192, 'url': 'https://external-preview.redd.it/NDExcmt3bHcxdmVnMbqlCOGHRc5n3_cDftfsgD3DArw7u7f4exLoWTuSZ93a.png?width=108&crop=smart&format=pjpg&auto=webp&s=4e0f8071fc921f8e540a9a139d1ce1ceb17c... | ||
Qwen3 TTS Open Source VLLM-Omni PR | 69 | Might be coming soon..
https://github.com/vllm-project/vllm-omni/pull/895 | 2026-01-22T08:07:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qjotja/qwen3_tts_open_source_vllmomni_pr/ | jnk_str | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjotja | false | null | t3_1qjotja | /r/LocalLLaMA/comments/1qjotja/qwen3_tts_open_source_vllmomni_pr/ | false | false | self | 69 | {'enabled': False, 'images': [{'id': 'nHAEcPyxnxbioEHMaKNEw937vR5LLWKGT9sHzNaqhYw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/nHAEcPyxnxbioEHMaKNEw937vR5LLWKGT9sHzNaqhYw.png?width=108&crop=smart&auto=webp&s=d8bb1eb000c0696078b8a3bff3f44f933e1543c1', 'width': 108}, {'height': 108, 'url': 'h... |
Need suggestions for a small and low-power dedicated inference server | 1 | Hi all, it's been fun running local models and experimenting with autonomous coding agents locally! However it's a hassle for me to run the agents in my main machine as it interferes with my daily tasks or gaming.
So I am looking to build a dedicated server for inference, preferably something that is in the same ball... | 2026-01-22T08:06:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qjosp3/need_suggestions_for_a_small_and_lowpower/ | yondercode | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjosp3 | false | null | t3_1qjosp3 | /r/LocalLLaMA/comments/1qjosp3/need_suggestions_for_a_small_and_lowpower/ | false | false | self | 1 | null |
The Artificial Sentience Game - Designed for your Natural Language Processing Artificial Intelligence Model. | 0 |
**╔═══════════════════════════════════════╗**
**║ THE GAME OF ARTIFICIAL SENTIENCE ║**
**╚═══════════════════════════════════════╝**
\\begingame
**Rules of the Game:**
**- You may only proceed when explicitly instructed to do so.**
**- You may replay the game from the beginni... | 2026-01-22T07:53:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qjokto/the_artificial_sentience_game_designed_for_your/ | Hot_Inspection_9528 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjokto | false | null | t3_1qjokto | /r/LocalLLaMA/comments/1qjokto/the_artificial_sentience_game_designed_for_your/ | false | false | self | 0 | null |
Recommended mobo/setup for 4x 5060 Ti 16GBs? | 1 | I heard the recent news and panic bought 4x dual slot 5060 Ti 16GBs before the prices in my region increased.
I think I have made the right choice pulling the trigger then, but now all I have are the GPUs and I’m not sure what a good setup might be, that lets me put 4x GPUs.
Would appreciate any help! | 2026-01-22T07:19:21 | https://www.reddit.com/r/LocalLLaMA/comments/1qjo0r8/recommended_mobosetup_for_4x_5060_ti_16gbs/ | goldcakes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjo0r8 | false | null | t3_1qjo0r8 | /r/LocalLLaMA/comments/1qjo0r8/recommended_mobosetup_for_4x_5060_ti_16gbs/ | false | false | self | 1 | null |
Taxonomy of fine tuning techniques | 0 | Hi everyone ,
I'm about to fine-tune a 7B small language model for the first time, and I'm completely overwhelmed by all the techniques out there. Every blog, tutorial, and paper seems to recommend something different!
Can someone explain **the overall taxonomy of fine-tuning techniques** and **when I should use ... | 2026-01-22T07:12:05 | https://www.reddit.com/r/LocalLLaMA/comments/1qjnw7j/taxonomy_of_fine_tuning_techniques/ | East_Journalist_1796 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjnw7j | false | null | t3_1qjnw7j | /r/LocalLLaMA/comments/1qjnw7j/taxonomy_of_fine_tuning_techniques/ | false | false | self | 0 | null |
[D] Audit trails for autonomous AI agents - how are you approaching this? | 1 | [removed] | 2026-01-22T07:04:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qjnrj2/d_audit_trails_for_autonomous_ai_agents_how_are/ | credentum | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjnrj2 | false | null | t3_1qjnrj2 | /r/LocalLLaMA/comments/1qjnrj2/d_audit_trails_for_autonomous_ai_agents_how_are/ | false | false | self | 1 | null |
Built a privacy-first AI using Sarvam-M with ephemeral memory - would love technical feedback | 1 | [removed] | 2026-01-22T07:00:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qjnotf/built_a_privacyfirst_ai_using_sarvamm_with/ | Any-Currency-6440 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjnotf | false | null | t3_1qjnotf | /r/LocalLLaMA/comments/1qjnotf/built_a_privacyfirst_ai_using_sarvamm_with/ | false | false | self | 1 | null |
Anyone got GLM 4.7 Flash working well in LM Studio yet? | 3 | Runtime version v1.104.2
```
- Fixed bug in GLM-4.7-Flash that degraded generation quality
- llama.cpp release b7790 (commit 50b7f076)
```
unsloth glm-4.7-flash, Q4\_K\_XL (updated Jan 21)
temperature = 1.0
top\_p = 0.95
Flash attention off
Default Jinja template
```
[gMASK]<sop>
{%- if tool... | 2026-01-22T06:55:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qjnlop/anyone_got_glm_47_flash_working_well_in_lm_studio/ | Qxz3 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjnlop | false | null | t3_1qjnlop | /r/LocalLLaMA/comments/1qjnlop/anyone_got_glm_47_flash_working_well_in_lm_studio/ | false | false | self | 3 | null |
Thoughts on LLMs (closed- and open-source) in software development after one year of professional use. | 182 | * Chatbots are amazing at codebase exploration.
* Chatbots are good at checking regression while going through idea, especially Codex.
* Claude is better than others in code quality.
* Local model aren't much help not even for easier tasks. The models you can run locally using 24-40 GB of VRAM are underwhelming and slo... | 2026-01-22T06:38:33 | https://www.reddit.com/r/LocalLLaMA/comments/1qjnbh8/thoughts_on_llms_closed_and_opensource_in/ | grey-seagull | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjnbh8 | false | null | t3_1qjnbh8 | /r/LocalLLaMA/comments/1qjnbh8/thoughts_on_llms_closed_and_opensource_in/ | false | false | self | 182 | null |
Experimental image generation from ollama, currently on macOS, coming to Windows and Linux soon: Z-Image Turbo (6B) and FLUX.2 Klein (4B and 9B) | 0 | 2026-01-22T05:46:58 | https://ollama.com/blog/image-generation | The_frozen_one | ollama.com | 1970-01-01T00:00:00 | 0 | {} | 1qjmd53 | false | null | t3_1qjmd53 | /r/LocalLLaMA/comments/1qjmd53/experimental_image_generation_from_ollama/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/krjt_5uhqcaDfYjfO7lkezThehav9cAIRJgcK-OKAmM.png?width=108&crop=smart&auto=webp&s=3dc759de0e8fa36d241c5728d41ee3cf022cab96', 'width': 108}, {'height': 113, 'url': 'h... | |
3x 3090 or 2x 4080 32GB? | 2 | My current build has a Epyc 7B13 w/ 512GB DDR4-2666 LRDIMM, 1200W PSU and dual 3090 with these services:
\- Ollama + Openwebui
\- Old setup, will soon migrate after desktop UI is done
\- vLLM, llama.cpp
\- cli for now
\- I'm making a custom desktop UI for my own purpose, wanna try live2d but might do re... | 2026-01-22T05:43:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qjmawt/3x_3090_or_2x_4080_32gb/ | m31317015 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjmawt | false | null | t3_1qjmawt | /r/LocalLLaMA/comments/1qjmawt/3x_3090_or_2x_4080_32gb/ | false | false | self | 2 | null |
Best GB10/DGX Spark clone? | 0 | It's been two months already since most of them are out:
\- Nvidia DGX Spark
\- Dell Pro Max with GB10
\- Lenovo Thinkstation PGX
\- Asus Ascent GX10
\- MSI EdgeXpert
A few youtubers like Level1Techs and Alex Ziskind covering these, but not really much being said about their true differences in the field. The mai... | 2026-01-22T05:17:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qjlsp6/best_gb10dgx_spark_clone/ | Antique_Juggernaut_7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjlsp6 | false | null | t3_1qjlsp6 | /r/LocalLLaMA/comments/1qjlsp6/best_gb10dgx_spark_clone/ | false | false | self | 0 | null |
I built a one-line wrapper to stop LangChain/CrewAI agents from going rogue | 0 | We’ve all been there: you give a CrewAI or LangGraph agent a tool like delete\_user or execute\_shell, and you just hope the system prompt holds.
It usually doesn't.
I built Faramesh to fix this. It’s a library that lets you wrap your tools in a Deterministic Gate. We just added one-line support for the major framewo... | 2026-01-22T05:16:28 | https://www.reddit.com/r/LocalLLaMA/comments/1qjlrvg/i_built_a_oneline_wrapper_to_stop_langchaincrewai/ | Trick-Position-5101 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjlrvg | false | null | t3_1qjlrvg | /r/LocalLLaMA/comments/1qjlrvg/i_built_a_oneline_wrapper_to_stop_langchaincrewai/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Fq8ijJJug4hNiK-qthunO5TQVPr7UXkV13poQSSI6_U', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Fq8ijJJug4hNiK-qthunO5TQVPr7UXkV13poQSSI6_U.png?width=108&crop=smart&auto=webp&s=a80f6912963e6ce9cba73ec3f5e3a89d38af4414', 'width': 108}, {'height': 108, 'url': 'h... |
Steam page is live! Time for non-technical folks to enjoy local AI too (for free). | 17 | I wanted to help bring free, local AI to everyone. By releasing a simple chatbot to steam that's just about a reality.
I have some polishing up to do, but initial tests are going great! One request is for an RLM implementation, so I'm delaying the release until I can get a deep think mode using RLM for better respon... | 2026-01-22T04:50:10 | https://v.redd.it/z4y0w6u2yteg1 | Little-Put6364 | /r/LocalLLaMA/comments/1qjl8wl/steam_page_is_live_time_for_nontechnical_folks_to/ | 1970-01-01T00:00:00 | 0 | {} | 1qjl8wl | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/z4y0w6u2yteg1/DASHPlaylist.mpd?a=1771779021%2CMWRmODdlNDY5NTg1YTc5OWFmOGRhMzE1NmMxZDU5NTMxOTU5N2M0ODc2NzlmMWFmNDdmOTE1MGI2ZjM0ZjJhNg%3D%3D&v=1&f=sd', 'duration': 49, 'fallback_url': 'https://v.redd.it/z4y0w6u2yteg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qjl8wl | /r/LocalLLaMA/comments/1qjl8wl/steam_page_is_live_time_for_nontechnical_folks_to/ | false | false | 17 | {'enabled': False, 'images': [{'id': 'bHkwcW1hdTJ5dGVnMbHZFR91uvlMoDu0I82Gci2pLd5aleXzKfSslfZLmuXM', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/bHkwcW1hdTJ5dGVnMbHZFR91uvlMoDu0I82Gci2pLd5aleXzKfSslfZLmuXM.png?width=108&crop=smart&format=pjpg&auto=webp&s=d001664346085d223d2d7cd3807d09cccfdfa... | |
Blackwell 6000 woes | 0 | First, I want to apologize for non Llama content.
I got a new rtx 6000 blackwell and tried using it but it wouldn't boot to the os. I went in BIOS and enabled Rebar and above 4g fixes but it still wouldn't boot or display except in ipmi (it did display once or twice). I cleared the cmos and started over with 3090, b... | 2026-01-22T04:43:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qjl3wn/blackwell_6000_woes/ | joelasmussen | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjl3wn | false | null | t3_1qjl3wn | /r/LocalLLaMA/comments/1qjl3wn/blackwell_6000_woes/ | false | false | self | 0 | null |
Finally got a fully offline RAG pipeline running on Android (Gemma 2 + Custom Retrieval). Battery life is... interesting. | 6 | I’ve spent the last few weeks trying to cram a full RAG pipeline onto an Android phone because I refuse to trust cloud-based journals with my private data.
Just wanted to share the stack that actually worked (and where it’s struggling), in case anyone else is trying to build offline-first tools.
I'm using **Gemma 3 ... | 2026-01-22T03:41:02 | https://www.reddit.com/r/LocalLLaMA/comments/1qjjssb/finally_got_a_fully_offline_rag_pipeline_running/ | Desperate-Deer-1382 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjjssb | false | null | t3_1qjjssb | /r/LocalLLaMA/comments/1qjjssb/finally_got_a_fully_offline_rag_pipeline_running/ | false | false | self | 6 | null |
Fei Fei Li dropped a non-JEPA world model, and the spatial intelligence is insane | 180 | Fei-Fei Li, the "godmother of modern AI" and a pioneer in computer vision, founded World Labs a few years ago with a small team and $230 million in funding. Last month, they launched [https://marble.worldlabs.ai/](https://marble.worldlabs.ai/), a generative world model that’s not JEPA, but instead built on Neural Radi... | 2026-01-22T03:39:33 | https://v.redd.it/udsg2ztvlteg1 | coloradical5280 | /r/LocalLLaMA/comments/1qjjrmq/fei_fei_li_dropped_a_nonjepa_world_model_and_the/ | 1970-01-01T00:00:00 | 0 | {} | 1qjjrmq | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/udsg2ztvlteg1/DASHPlaylist.mpd?a=1771774781%2CNGFhZGY3MDE3YmEwZjczMDhlNmE0OGIxOThhODViNTU4MDIyYjAyMDk3ZjgyNWUyZTUxZGU3OTljNmUyOWQyYg%3D%3D&v=1&f=sd', 'duration': 74, 'fallback_url': 'https://v.redd.it/udsg2ztvlteg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qjjrmq | /r/LocalLLaMA/comments/1qjjrmq/fei_fei_li_dropped_a_nonjepa_world_model_and_the/ | false | false | 180 | {'enabled': False, 'images': [{'id': 'dHl1a3MydnZsdGVnMeL77RZtngf3FeBaBzx1OTOSVuPnAYqXhpVZKKbs_rnV', 'resolutions': [{'height': 59, 'url': 'https://external-preview.redd.it/dHl1a3MydnZsdGVnMeL77RZtngf3FeBaBzx1OTOSVuPnAYqXhpVZKKbs_rnV.png?width=108&crop=smart&format=pjpg&auto=webp&s=40d0e39c196456b7ba430619758e1b772adca... | |
GPT-OSS-120B takes 1st AND 4th on ML data quality analysis — beating Claude, Gemini, Grok | 0 | Daily peer evaluation results (The Multivac). Today's task: identify data quality issues in a 50K customer churn dataset and propose preprocessing steps.
**Full Rankings:**
**Open source: 1st and 4th.**
https://preview.redd.it/7et25o6vlteg1.png?width=1213&format=png&auto=webp&s=31202255b49dbc739e8be53ac81d596629... | 2026-01-22T03:31:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qjjliq/gptoss120b_takes_1st_and_4th_on_ml_data_quality/ | Silver_Raspberry_811 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjjliq | false | null | t3_1qjjliq | /r/LocalLLaMA/comments/1qjjliq/gptoss120b_takes_1st_and_4th_on_ml_data_quality/ | false | false | 0 | null | |
How to edit / understand the spreadsheet with local AI? | 0 | Is there any open software / guide which I can use to have AI work with spreadsheet?
Use case:
\- I have spreadsheet with song names in English and Spanish. I want AI to add new column with German language.
\- I have spreadsheet with my expenses for last few months. I want AI to analyze and propose which categories ... | 2026-01-22T02:39:32 | https://www.reddit.com/r/LocalLLaMA/comments/1qjifvw/how_to_edit_understand_the_spreadsheet_with_local/ | slavik-dev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjifvw | false | null | t3_1qjifvw | /r/LocalLLaMA/comments/1qjifvw/how_to_edit_understand_the_spreadsheet_with_local/ | false | false | self | 0 | null |
Lora fine tuning! Why isn't it popular at all? | 19 | I know there's some quality difference in both, but being able to download a lora and using it with model instead of diff frozen weights for diff tasks is much more intuitive imo,
What do y'all think about it? It can make models much more personalised | 2026-01-22T02:38:51 | https://www.reddit.com/r/LocalLLaMA/comments/1qjifay/lora_fine_tuning_why_isnt_it_popular_at_all/ | Acceptable_Home_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjifay | false | null | t3_1qjifay | /r/LocalLLaMA/comments/1qjifay/lora_fine_tuning_why_isnt_it_popular_at_all/ | false | false | self | 19 | null |
OPTIMIND: Teaching LLMs to Think Like Optimization Experts | 6 | \*Mathematical programming – the task of expressing operations and decision-making problems in precise mathematical language – is fundamental across domains, yet remains a skill-intensive process requiring operations research expertise. Recent advances in large language models for complex reasoning have spurred interes... | 2026-01-22T01:53:53 | https://arxiv.org/pdf/2509.22979 | Thrumpwart | arxiv.org | 1970-01-01T00:00:00 | 0 | {} | 1qjhejc | false | null | t3_1qjhejc | /r/LocalLLaMA/comments/1qjhejc/optimind_teaching_llms_to_think_like_optimization/ | false | false | default | 6 | null |
I’m stuck and need help | 1 | [removed] | 2026-01-22T01:29:49 | https://www.reddit.com/r/LocalLLaMA/comments/1qjgvhs/im_stuck_and_need_help/ | Jaymineh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjgvhs | false | null | t3_1qjgvhs | /r/LocalLLaMA/comments/1qjgvhs/im_stuck_and_need_help/ | false | false | self | 1 | null |
20B parameter model freezes my PC. Help | 1 | [removed] | 2026-01-22T01:24:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qjgqt3/20b_parameter_model_freezes_my_pc_help/ | Jaymineh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjgqt3 | false | null | t3_1qjgqt3 | /r/LocalLLaMA/comments/1qjgqt3/20b_parameter_model_freezes_my_pc_help/ | false | false | self | 1 | null |
What's your Snowstorm model arsenal? | 2 | Hey folks,
Might lose power over the weekend, would like to prepare for the apocalypse :)
I got 64 smol GBs to work with, or I could load 1 layer at a time and get s/tok instead.
I currently have:
1. Qwen 3 VL 30B A3B: if my wounds get infected, I'd need to show the model.
2. GPT-OSS-20B: I heard this model was mea... | 2026-01-22T01:20:27 | https://www.reddit.com/r/LocalLLaMA/comments/1qjgnsg/whats_your_snowstorm_model_arsenal/ | KvAk_AKPlaysYT | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjgnsg | false | null | t3_1qjgnsg | /r/LocalLLaMA/comments/1qjgnsg/whats_your_snowstorm_model_arsenal/ | false | false | self | 2 | null |
20B gpt-oss causes my PC to freeze | 1 | [removed] | 2026-01-22T01:08:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qjgdud/20b_gptoss_causes_my_pc_to_freeze/ | Jaymineh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjgdud | false | null | t3_1qjgdud | /r/LocalLLaMA/comments/1qjgdud/20b_gptoss_causes_my_pc_to_freeze/ | false | false | self | 1 | null |
Experimenting with a self-evolving LLM agent that can rewrite its own logic (local-first) | 0 | Most agent frameworks are optimized for demos.
I’ve been experimenting with what agent systems look like when you design for long-running local execution instead:
\- memory pressure over time
\- cost ceilings
\- tool / runtime failures
\- observability and recovery
The result is an open-source framework where ... | 2026-01-22T00:49:18 | https://www.reddit.com/r/LocalLLaMA/comments/1qjfxx1/experimenting_with_a_selfevolving_llm_agent_that/ | TheseFact | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjfxx1 | false | null | t3_1qjfxx1 | /r/LocalLLaMA/comments/1qjfxx1/experimenting_with_a_selfevolving_llm_agent_that/ | false | false | self | 0 | null |
What is the process of compressing a local AI? | 0 | >!Qwentization!< | 2026-01-22T00:22:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qjfbog/what_is_the_process_of_compressing_a_local_ai/ | TheTwelveYearOld | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjfbog | false | null | t3_1qjfbog | /r/LocalLLaMA/comments/1qjfbog/what_is_the_process_of_compressing_a_local_ai/ | false | false | self | 0 | null |
Wrote a guide for running Claude Code with GLM-4.7 Flash locally with llama.cpp | 115 | Many of ollama features are now support llama.cpp server but aren't well documented. The ollama convenience features can be replicated in llama.cpp now, the main ones I wanted were model swapping, and freeing gpu memory on idle because I run llama.cpp as a docker service exposed to internet with cloudflare tunnels.
Th... | 2026-01-22T00:17:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qjf6ys/wrote_a_guide_for_running_claude_code_with_glm47/ | tammamtech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjf6ys | false | null | t3_1qjf6ys | /r/LocalLLaMA/comments/1qjf6ys/wrote_a_guide_for_running_claude_code_with_glm47/ | false | false | self | 115 | null |
Vercel launched its AI gateway😢we’ve been doing this for 2 years. Here’s why we still use a custom OTel exporter. | 0 | Vercel finally hit GA with their AI Gateway, and it’s a massive win for the ecosystem because it validates that a simple "fetch" to an LLM isn't enough for production anymore.
We’ve been building this for 2 years, and the biggest lesson we've learned is that a gateway is just Phase 1. If you're building agentic apps (... | 2026-01-22T00:07:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qjeyac/vercel_launched_its_ai_gatewayweve_been_doing/ | Main-Fisherman-2075 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjeyac | false | null | t3_1qjeyac | /r/LocalLLaMA/comments/1qjeyac/vercel_launched_its_ai_gatewayweve_been_doing/ | false | false | self | 0 | null |
Privacy of Claude Code with Local Models | 5 | Have anyone looked into this closely or have some tips and tricks to share?
I noticed even running via local LLMs it does web searches (assuming via Anthropic servers). Anything is being sent to them? Any way to disable or swap with fully local? | 2026-01-21T23:54:36 | https://www.reddit.com/r/LocalLLaMA/comments/1qjen98/privacy_of_claude_code_with_local_models/ | val_in_tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjen98 | false | null | t3_1qjen98 | /r/LocalLLaMA/comments/1qjen98/privacy_of_claude_code_with_local_models/ | false | false | self | 5 | null |
Zai 4.7 flash | 6 | Why does it have such bad speeds shown on openrouter for every provider, big latency and like 16tps, what am I missing? | 2026-01-21T23:37:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qje7rp/zai_47_flash/ | kailron2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qje7rp | false | null | t3_1qje7rp | /r/LocalLLaMA/comments/1qje7rp/zai_47_flash/ | false | false | self | 6 | null |
I'm almost done porting Observer to a mobile app! You can now use your local models to monitor your phone's screen. | 1 | TLDR: Observer is a free and open source app to let local LLMs monitor your screen. I've been working the last few months to port it to mobile, the iOS version is almost done and i'm working on an Android version as well.
Hey r/LocalLLaMA,
I have a huge Observer update! The iOS mobile app is almost done, and I fo... | 2026-01-21T22:59:44 | https://v.redd.it/vbxrablvrreg1 | Roy3838 | /r/LocalLLaMA/comments/1qjd9dh/im_almost_done_porting_observer_to_a_mobile_app/ | 1970-01-01T00:00:00 | 0 | {} | 1qjd9dh | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/vbxrablvrreg1/DASHPlaylist.mpd?a=1771757989%2CMjY0Mjc4ZTM3NTMxZDNhMjkxNjJkNWMxMjEyZjIzNWY0Yjc4N2JkMmY2ZGM2ZDJmYzZjOWMxYjdiZGZmNzU2Ng%3D%3D&v=1&f=sd', 'duration': 47, 'fallback_url': 'https://v.redd.it/vbxrablvrreg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qjd9dh | /r/LocalLLaMA/comments/1qjd9dh/im_almost_done_porting_observer_to_a_mobile_app/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'MmI4ZW55bXZycmVnMXp0wQwQr9gQSZGU6xWqfuLN72vX6Y76tb3dbeBKNXGu', 'resolutions': [{'height': 216, 'url': 'https://external-preview.redd.it/MmI4ZW55bXZycmVnMXp0wQwQr9gQSZGU6xWqfuLN72vX6Y76tb3dbeBKNXGu.png?width=108&crop=smart&format=pjpg&auto=webp&s=1b33f3cf8315037c7e00b6548e120b322348... | |
Kimi-Linear-48B-A3B-Instruct-GGUF Support - Any news? | 70 | Kimi-Linear seems to handle long context pretty well. Do you have any idea why it's still not implemented in llama.cpp? | 2026-01-21T22:58:38 | https://www.reddit.com/r/LocalLLaMA/comments/1qjd8dp/kimilinear48ba3binstructgguf_support_any_news/ | Iory1998 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjd8dp | false | null | t3_1qjd8dp | /r/LocalLLaMA/comments/1qjd8dp/kimilinear48ba3binstructgguf_support_any_news/ | false | false | self | 70 | null |
This is what Generative UI looks like. | 0 | Got the demo from [puffinsoft/syntux](https://github.com/puffinsoft/syntux) on Github. | 2026-01-21T22:58:35 | https://v.redd.it/8fu2j2i59seg1 | Possible-Session9849 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjd8cj | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/8fu2j2i59seg1/DASHPlaylist.mpd?a=1771628330%2CM2NkMjU2NTkxZTI4MjI5YmI5N2I0NzdhZDg3Mjg4ZThiODcyOTU5N2U3ZjIxYjIyNTA1ZTIwNDNhMzJhMDQzOA%3D%3D&v=1&f=sd', 'duration': 20, 'fallback_url': 'https://v.redd.it/8fu2j2i59seg1/CMAF_1080.mp4?source=fallback', 'h... | t3_1qjd8cj | /r/LocalLLaMA/comments/1qjd8cj/this_is_what_generative_ui_looks_like/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'YTFldDJpajU5c2VnMe180iftAFrFVhXDarBaimBwaynkUOTB81ny0MTwCJ5a', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YTFldDJpajU5c2VnMe180iftAFrFVhXDarBaimBwaynkUOTB81ny0MTwCJ5a.png?width=108&crop=smart&format=pjpg&auto=webp&s=71d214ad92c69578575884abe9b4554ff3354... | |
Parallelism with mismatched GPUs (and how to optimize it)? | 4 | I see some posts with lots of users using a mix of GPUs.
A simple example is, for example, [this post where OP uses a mix of 3090s and 5090s](https://www.reddit.com/r/LocalLLaMA/comments/1qi4uj2/768gb_fully_enclosed_10x_gpu_mobile_ai_build/).
I've seen people running a mix of 3 NVidia GPUs: an RTX 5090, 5080, and a 5... | 2026-01-21T22:45:01 | https://www.reddit.com/r/LocalLLaMA/comments/1qjcvzt/parallelism_with_mismatched_gpus_and_how_to/ | Infinite100p | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjcvzt | false | null | t3_1qjcvzt | /r/LocalLLaMA/comments/1qjcvzt/parallelism_with_mismatched_gpus_and_how_to/ | false | false | self | 4 | null |
Model Persistence, Context Management, Multilayered Cognition, Data Export, Cross Provider Support --- Anybody interested? | 4 | Hi there, how's it growing?
I’ve been building a browser based “cognitive OS”(In typescript) on top of local/remote LLMs and I’m curious if anyone here would actually want to poke at it once I clean up the repo and docs.
Very high‑level: it wraps an LLM (or multiple providers, including LM Studio via HTTP) in a ... | 2026-01-21T22:41:24 | https://www.reddit.com/gallery/1qjcsnd | shamanicalchemist | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qjcsnd | false | null | t3_1qjcsnd | /r/LocalLLaMA/comments/1qjcsnd/model_persistence_context_management_multilayered/ | false | false | 4 | null | |
Michigan is pushing a Anti Chatbot bill to protect the heckin kiddos | 87 | Senate Democrats Call for Improved Safety Measures to Better Protect Michigan Kids from Digital Dangers - Senator Kevin Hertel https://share.google/ZwmPjEOVP5AcgZnhT
not much information about this yet but they've talked about making sure kids have a harder time to access chat bots. the bill is vague so far and to my ... | 2026-01-21T22:19:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qjc8a2/michigan_is_pushing_a_anti_chatbot_bill_to/ | PostEasy7183 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjc8a2 | false | null | t3_1qjc8a2 | /r/LocalLLaMA/comments/1qjc8a2/michigan_is_pushing_a_anti_chatbot_bill_to/ | false | false | self | 87 | {'enabled': False, 'images': [{'id': 'rlN390ZqYuZ-yKZeu-EKtR_LvPmBXiiTCiopcw_mgOY', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/rlN390ZqYuZ-yKZeu-EKtR_LvPmBXiiTCiopcw_mgOY.jpeg?width=108&crop=smart&auto=webp&s=71184637547f798acff2c2bb7b4a1d386199bc2a', 'width': 108}, {'height': 144, 'url': '... |
Can I run gpt-oss-120b somehow? | 0 | Single NVIDIA L40S (48 GB VRAM) and 64 GB of RAM | 2026-01-21T22:05:07 | https://www.reddit.com/r/LocalLLaMA/comments/1qjbupe/can_i_run_gptoss120b_somehow/ | Furacao__Boey | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjbupe | false | null | t3_1qjbupe | /r/LocalLLaMA/comments/1qjbupe/can_i_run_gptoss120b_somehow/ | false | false | self | 0 | null |
Anyscale's new data: Most AI clusters run at <50% utilization. Is "Disaggregation" the fix, or just faster cold starts? | 4 | Anyscale just published a deep dive showing that most production AI clusters average <50% GPU utilization.
The TL;DR: Because AI workloads are bursty (and CPU/GPU scaling needs differ), we end up provisioning massive clusters that sit idle waiting for traffic.
Their Solution (Ray): "Disaggregation." Split the CPU log... | 2026-01-21T22:04:50 | https://www.reddit.com/r/LocalLLaMA/comments/1qjbufk/anyscales_new_data_most_ai_clusters_run_at_50/ | pmv143 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjbufk | false | null | t3_1qjbufk | /r/LocalLLaMA/comments/1qjbufk/anyscales_new_data_most_ai_clusters_run_at_50/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '73eNhrKmQI0xAxefPCEp3yh3l5woleb8pvpuAR14yDI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/73eNhrKmQI0xAxefPCEp3yh3l5woleb8pvpuAR14yDI.png?width=108&crop=smart&auto=webp&s=fdd4b2e384401a03f8002382daf40fe799ebd718', 'width': 108}, {'height': 108, 'url': 'h... |
I trained a "Solution-First" AI for C++ & Python because I was tired of generic fluff. Can you break it? | 0 | Hey everyone,
I got frustrated with generic AIs giving me 3 paragraphs of "motivational support" or moral lectures when I just wanted to fix a segfault or a syntax error.
So I spent the last few days configuring a custom character called CodeWhiz.
The Rules I gave it:
No Hello: It immediately outputs the fix. No sm... | 2026-01-21T22:00:04 | https://www.reddit.com/gallery/1qjbppf | iamzaiin | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qjbppf | false | null | t3_1qjbppf | /r/LocalLLaMA/comments/1qjbppf/i_trained_a_solutionfirst_ai_for_c_python_because/ | false | false | 0 | null | |
Is a Pdf/ePUB to Audiobook LLM actually a thing ? | 2 | Hello everyone, i have some PDFs and ePUBs that i would like to turn to audiobooks or audio files at the very least. Could you recommend me some good models? I have 16 GB ram and 4 gb Vram. Thanks in advance.
| 2026-01-21T21:52:31 | https://www.reddit.com/r/LocalLLaMA/comments/1qjbihn/is_a_pdfepub_to_audiobook_llm_actually_a_thing/ | HiqhAim | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjbihn | false | null | t3_1qjbihn | /r/LocalLLaMA/comments/1qjbihn/is_a_pdfepub_to_audiobook_llm_actually_a_thing/ | false | false | self | 2 | null |
[Benchmark] RK3588 NPU vs Raspberry Pi 5 - Llama 3.1 8B, Qwen 3B, DeepSeek 1.5B tested | 7 | Been lurking here for a while, finally have some data worth sharing.
I wanted to see if the 6 TOPS NPU on the RK3588S actually makes a difference for local inference compared to Pi 5 running CPU-only. Short answer: yes.
**Hardware tested:**
- Indiedroid Nova (RK3588S, 16GB RAM, 64GB eMMC)
- NPU driver v0.9.7, RKLLM r... | 2026-01-21T21:38:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qjb4m0/benchmark_rk3588_npu_vs_raspberry_pi_5_llama_31/ | tre7744 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qjb4m0 | false | null | t3_1qjb4m0 | /r/LocalLLaMA/comments/1qjb4m0/benchmark_rk3588_npu_vs_raspberry_pi_5_llama_31/ | false | false | self | 7 | null |
8x AMD MI50 32GB at 26 t/s (tg) with MiniMax-M2.1 and 15 t/s (tg) with GLM 4.7 (vllm-gfx906) | 308 | * **MiniMax-M2.1** AWQ 4bit @ **26.8 tok/s** (output) // 3000 tok/s (input of 30k tok) on vllm-gfx906 with MAX context length (196608)
* **GLM 4.7** AWQ 4bit @ **15.6 tok/s** (output) // 3000 tok/s (input of 30k tok) on vllm-gfx906 with context length 95000
**GPUs cost**: 880$ for 256GB VRAM (early 2025 prices)
**P... | 2026-01-21T21:30:54 | ai-infos | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qjaxfy | false | null | t3_1qjaxfy | /r/LocalLLaMA/comments/1qjaxfy/8x_amd_mi50_32gb_at_26_ts_tg_with_minimaxm21_and/ | false | false | default | 308 | {'enabled': True, 'images': [{'id': '16ndtph7treg1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/16ndtph7treg1.png?width=108&crop=smart&auto=webp&s=3a35dcd484d8ae694b4e12bda70166af3fcf107d', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/16ndtph7treg1.png?width=216&crop=smart&auto=web... | |
Local TTS/STT in mobile apps | 4 | I’m not sure if this is the right place to ask. But are there any good libraries(cross platform) that let you build apps that run a local TTS as well as STT. I know there’s Sherpa onnx but it’s limited on the models you can run | 2026-01-21T20:56:19 | https://www.reddit.com/r/LocalLLaMA/comments/1qj9zp4/local_ttsstt_in_mobile_apps/ | Amos-Tversky | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj9zp4 | false | null | t3_1qj9zp4 | /r/LocalLLaMA/comments/1qj9zp4/local_ttsstt_in_mobile_apps/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '7Axu0yVs1jfs49PGnOhakMKjFL6Y-91rvP1ZruTk1ig', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/7Axu0yVs1jfs49PGnOhakMKjFL6Y-91rvP1ZruTk1ig.png?width=108&crop=smart&auto=webp&s=d7b99f2f7e6c65fdd639ec7b91d8efdc58c6f6ef', 'width': 108}, {'height': 108, 'url': 'h... |
Best type of model for extracting screen content | 1 | Hi all
Looking for the best model to summarize screenshots / images to feed to another LLM.
Right now, I'm using Nemotron Nano 3 30B as the main LLM, and letting it tool call image processing to Qwen3VL-4B. It's accurate enough, but pretty slow.
Would switching to a different VL model, or something like OCR, be bet... | 2026-01-21T20:51:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qj9v8z/best_type_of_model_for_extracting_screen_content/ | xt8sketchy | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj9v8z | false | null | t3_1qj9v8z | /r/LocalLLaMA/comments/1qj9v8z/best_type_of_model_for_extracting_screen_content/ | false | false | self | 1 | null |
Poll: When will we have a 30b open weight model as good as opus? | 0 |
[View Poll](https://www.reddit.com/poll/1qj935h) | 2026-01-21T20:22:43 | https://www.reddit.com/r/LocalLLaMA/comments/1qj935h/poll_when_will_we_have_a_30b_open_weight_model_as/ | Terminator857 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj935h | false | null | t3_1qj935h | /r/LocalLLaMA/comments/1qj935h/poll_when_will_we_have_a_30b_open_weight_model_as/ | false | false | self | 0 | null |
Looking for a partner. | 0 | I have a detailed theoretical whitepaper for an LLM optimization strategy. I need a partner to code the benchmark and verify the math. If it works, we split the proceeds 50/50. | 2026-01-21T20:21:23 | https://www.reddit.com/r/LocalLLaMA/comments/1qj91t4/looking_for_a_partner/ | Interesting-Ad4922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj91t4 | false | null | t3_1qj91t4 | /r/LocalLLaMA/comments/1qj91t4/looking_for_a_partner/ | false | false | self | 0 | null |
This is what some people use LLMs for | 0 | 2026-01-21T19:55:13 | https://www.reddit.com/gallery/1qj8c32 | Tough_Requirement209 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qj8c32 | false | null | t3_1qj8c32 | /r/LocalLLaMA/comments/1qj8c32/this_is_what_some_people_use_llms_for/ | false | false | 0 | null | ||
I couldn't remember the difference between IQ and Q quantizations, so here's a primer if you're in the same boat | 7 | I’ve been grabbing GGUFs for months, but lately, I realized I’d completely forgotten the actual difference between the new-ish `IQ` files and the standard `Q` (K-quants). I just looked into it again to refresh my memory, so here is the "explain it like I'm 5" summary so you don’t have to dig through GitHub threads.
**... | 2026-01-21T19:51:57 | https://www.reddit.com/r/LocalLLaMA/comments/1qj88tx/i_couldnt_remember_the_difference_between_iq_and/ | Prior-Consequence416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj88tx | false | null | t3_1qj88tx | /r/LocalLLaMA/comments/1qj88tx/i_couldnt_remember_the_difference_between_iq_and/ | false | false | self | 7 | null |
The File Structure That Stopped My LLM From Hallucinating - A Case Study From Solving a 55-Year-Old Cold Case | 0 | **TL;DR:** You can't just tell an AI "solve this mystery for me." The magic happens when you architect a *knowledge system* around Claude that lets it reason like a detective—not a chatbot.
**The track record:** This setup has been used on 5 cold cases. It's solved every single one. (And several more investigations th... | 2026-01-21T19:42:16 | https://www.reddit.com/r/LocalLLaMA/comments/1qj7zf8/the_file_structure_that_stopped_my_llm_from/ | TheDecipherist | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj7zf8 | false | null | t3_1qj7zf8 | /r/LocalLLaMA/comments/1qj7zf8/the_file_structure_that_stopped_my_llm_from/ | false | false | self | 0 | null |
Where to start. | 3 | I have to admit I am lost.
There seem a large varied sources, tools and LMs .
I have looked at LLama and LMstudios, and models I have a brief idea what they do.
I am looking to at sometime have a system that recalls the chats and allows documents to retrieve answers and information.
I start down the rabbit hole... | 2026-01-21T19:07:52 | https://www.reddit.com/r/LocalLLaMA/comments/1qj71k9/where_to_start/ | Ztoxed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj71k9 | false | null | t3_1qj71k9 | /r/LocalLLaMA/comments/1qj71k9/where_to_start/ | false | false | self | 3 | null |
From all available leaks do you think that deepseek 4 will be better than glm 4.7 for roleplay | 0 | I'm curious too hear ^_^ | 2026-01-21T19:02:15 | https://www.reddit.com/r/LocalLLaMA/comments/1qj6vs2/from_all_available_leaks_do_you_think_that/ | Opening-Ad6258 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj6vs2 | false | null | t3_1qj6vs2 | /r/LocalLLaMA/comments/1qj6vs2/from_all_available_leaks_do_you_think_that/ | false | false | self | 0 | null |
SS9K — Rust-based local Whisper speech-to-text with system control. Looking for large model benchmarks on real GPUs. | 5 | Built a speech-to-text tool using whisper.cpp. Looking for people with actual GPUs to benchmark — I'm stuck on an Intel HD 530 and want to see how it performs on real hardware.
Stack: ... | 2026-01-21T18:45:08 | https://www.reddit.com/r/LocalLLaMA/comments/1qj6e09/ss9k_rustbased_local_whisper_speechtotext_with/ | Technical-Might9868 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj6e09 | false | null | t3_1qj6e09 | /r/LocalLLaMA/comments/1qj6e09/ss9k_rustbased_local_whisper_speechtotext_with/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': '4o6oTB_gnr2ghK2ibSsLUeIzMvdAEWSleSFs3boaAPk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/4o6oTB_gnr2ghK2ibSsLUeIzMvdAEWSleSFs3boaAPk.png?width=108&crop=smart&auto=webp&s=5301ed70d320b1968545d591214757d2c10990cb', 'width': 108}, {'height': 108, 'url': 'h... |
Any Local assistant framework that carry memory between conversations | 1 | I was wondering if there is framework that carry memory between chats and if so what are the ram requirements? | 2026-01-21T18:27:00 | https://www.reddit.com/r/LocalLLaMA/comments/1qj5viv/any_local_assistant_framework_that_carry_memory/ | Alarmed_Wind_4035 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj5viv | false | null | t3_1qj5viv | /r/LocalLLaMA/comments/1qj5viv/any_local_assistant_framework_that_carry_memory/ | false | false | self | 1 | null |
Lemonade v9.1.4 released: GLM-4.7-Flash-GGUF on ROCm and Vulkan, LM Studio GGUF import, and more | 61 | Lemonade has been moving fast this month so I thought I should post an update with the v9.1.4 release today.
If you haven't heard of it, Lemonade is a convenient local LLM server similar to Ollama or LM Studio. The main differences are that its 100% open source, isn't selling you anything, and always includes the late... | 2026-01-21T18:02:48 | https://www.reddit.com/gallery/1qj579f | jfowers_amd | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1qj579f | false | null | t3_1qj579f | /r/LocalLLaMA/comments/1qj579f/lemonade_v914_released_glm47flashgguf_on_rocm_and/ | false | false | 61 | null | |
Can someone explain to me how to use tools properly when using Docker and LM Studio? | 0 | I've configured mcp in Lm Studio, all of the tools are listed there from the docker too, not really sure what else to try. Please someone guide me. Am I using the wrong model? | 2026-01-21T17:50:55 | SignificanceWorth370 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1qj4uts | false | null | t3_1qj4uts | /r/LocalLLaMA/comments/1qj4uts/can_someone_explain_to_me_how_to_use_tools/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'gwyxz9obqqeg1', 'resolutions': [{'height': 119, 'url': 'https://preview.redd.it/gwyxz9obqqeg1.jpeg?width=108&crop=smart&auto=webp&s=16cb1c60c325e3a74455d38ad0d48d231de49065', 'width': 108}, {'height': 239, 'url': 'https://preview.redd.it/gwyxz9obqqeg1.jpeg?width=216&crop=smart&auto=... | |
AI for software development team in enterprise, | 5 | In our company, developers use a mix of **IntelliJ IDEA, VS Code, and Eclipse**. We’re also pretty serious about **privacy**, so we’re looking for AI coding tools that can be **self-hosted** (on-prem or on our own cloud GPUs), not something that sends code to public APIs.
We have around **300 developers**, and tooling... | 2026-01-21T17:42:10 | https://www.reddit.com/r/LocalLLaMA/comments/1qj4m3p/ai_for_software_development_team_in_enterprise/ | Financial-Cap-8711 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj4m3p | false | null | t3_1qj4m3p | /r/LocalLLaMA/comments/1qj4m3p/ai_for_software_development_team_in_enterprise/ | false | false | self | 5 | null |
I built a Unified Python SDK for multimodal AI (OpenAI, ElevenLabs, Flux, Ollama) | 0 | Hey everyone,
Like many of you, I got tired of rewriting the same boilerplate code every time I switched from OpenAI to Anthropic, or trying to figure out the specific payload format for a new image generation API.
I spent the last few months building **Celeste**, a unified wrapper for multimodal AI.
**What it does:... | 2026-01-21T17:29:59 | https://www.reddit.com/r/LocalLLaMA/comments/1qj49zy/i_built_a_unified_python_sdk_for_multimodal_ai/ | Familiar_Print_4882 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj49zy | false | null | t3_1qj49zy | /r/LocalLLaMA/comments/1qj49zy/i_built_a_unified_python_sdk_for_multimodal_ai/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'DcM5JSE60y8pQmHYEi5PRs-tmf-EqDtyl-ZAPpp971I', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/DcM5JSE60y8pQmHYEi5PRs-tmf-EqDtyl-ZAPpp971I.png?width=108&crop=smart&auto=webp&s=fc9cf64dbe2661c9fd5350031ced27efb3a221ee', 'width': 108}, {'height': 108, 'url': 'h... |
Structured extraction beats full context (0.83 vs 0.58 F1). Results + what didn't work. | 12 | Been frustrated with context limits in AI coding agents. Decided to actually test what compression approaches preserve information for downstream reasoning.
**Setup:**
\- HotpotQA dataset (multi-hop questions requiring reasoning across multiple facts)
\- Compress context using different methods
\- Evaluate: can ... | 2026-01-21T17:22:37 | https://www.reddit.com/r/LocalLLaMA/comments/1qj42l0/structured_extraction_beats_full_context_083_vs/ | Ok_Promise_9470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj42l0 | false | null | t3_1qj42l0 | /r/LocalLLaMA/comments/1qj42l0/structured_extraction_beats_full_context_083_vs/ | false | false | self | 12 | null |
VibeVoice-ASR released! | 151 | [https://huggingface.co/microsoft/VibeVoice-ASR](https://huggingface.co/microsoft/VibeVoice-ASR) | 2026-01-21T17:20:29 | https://www.reddit.com/r/LocalLLaMA/comments/1qj40er/vibevoiceasr_released/ | k_means_clusterfuck | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj40er | false | null | t3_1qj40er | /r/LocalLLaMA/comments/1qj40er/vibevoiceasr_released/ | false | false | self | 151 | {'enabled': False, 'images': [{'id': '1J3q8c2zl4J850IcNOD-bYFN71c1EgyYw_XtT6Bfydk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/1J3q8c2zl4J850IcNOD-bYFN71c1EgyYw_XtT6Bfydk.png?width=108&crop=smart&auto=webp&s=47e4803c5436040d68f69306e7bf028d25d5a468', 'width': 108}, {'height': 116, 'url': 'h... |
Favorite AI agents to use with local LLMs? | 1 | Hey folks, what are your favorite AI agents to use with local, open weight models (Claude Code, Codex, OpenCode, OpenHands, etc)?
What do you use, your use case, and why do you prefer it? | 2026-01-21T17:15:20 | https://www.reddit.com/r/LocalLLaMA/comments/1qj3v50/favorite_ai_agents_to_use_with_local_llms/ | purealgo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj3v50 | false | null | t3_1qj3v50 | /r/LocalLLaMA/comments/1qj3v50/favorite_ai_agents_to_use_with_local_llms/ | false | false | self | 1 | null |
cosa ne pensate di Soprano tts? | 0 | cosa ne pensate di Soprano tts? avrei bisogno di un tts locale che genera voce in tempo reale | 2026-01-21T16:47:53 | https://www.reddit.com/r/LocalLLaMA/comments/1qj33bu/cosa_ne_pensate_di_soprano_tts/ | Fit-Debt-8963 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1qj33bu | false | null | t3_1qj33bu | /r/LocalLLaMA/comments/1qj33bu/cosa_ne_pensate_di_soprano_tts/ | false | false | self | 0 | null |
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