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LLM trained from scratch on 1800s London texts (1.2B params, 90GB dataset) | 1 | [removed] | 2026-01-08T21:17:23 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1q7objl | false | null | t3_1q7objl | /r/LocalLLaMA/comments/1q7objl/llm_trained_from_scratch_on_1800s_london_texts/ | false | false | default | 1 | null | ||
GLM-4.7 on 4x RTX 3090 with ik_llama.cpp | 26 | With the help of Opus 4.5 I got unsloth/GLM-4.7-GGUF (Q4\_K\_M) running on my 4x RTX 3090 setup using ik\_llama.cpp in Docker. I wanted to share my benchmark results and configuration, and ask if these numbers are what I should expect - or if there's room for improvement.
# My Setup
|Component|Specs|
|:-|:-|
|Motherb... | 2026-01-08T21:14:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q7o8kl/glm47_on_4x_rtx_3090_with_ik_llamacpp/ | iamn0 | self.LocalLLaMA | 2026-01-08T21:17:27 | 0 | {} | 1q7o8kl | false | null | t3_1q7o8kl | /r/LocalLLaMA/comments/1q7o8kl/glm47_on_4x_rtx_3090_with_ik_llamacpp/ | false | false | self | 26 | null |
Creative Writing - anything under 150GB equal or close to Sonnet 3.7? | 1 | i know this question has been asked a few times before but its been some time since i've seen discussion around this and there a quite a few new kids (models) on the block. Wondering if anyone has had good experiences on models that are equal to or better than Sonnet 3.7 in terms of creative writing like fiction storie... | 2026-01-08T21:00:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q7nutq/creative_writing_anything_under_150gb_equal_or/ | elsung | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7nutq | false | null | t3_1q7nutq | /r/LocalLLaMA/comments/1q7nutq/creative_writing_anything_under_150gb_equal_or/ | false | false | self | 1 | null |
llama.cpp has Out-of-bounds Write in llama-server | 53 | Maybe good to know for some of you that might be running llama.cpp on a regular basis.
>llama.cpp is an inference of several LLM models in C/C++. In commits 55d4206c8 and prior, the n\_discard parameter is parsed directly from JSON input in the llama.cpp server's completion endpoints without validation to ensure it's ... | 2026-01-08T20:56:15 | https://www.cve.org/CVERecord?id=CVE-2026-21869 | radarsat1 | cve.org | 1970-01-01T00:00:00 | 0 | {} | 1q7nqxl | false | null | t3_1q7nqxl | /r/LocalLLaMA/comments/1q7nqxl/llamacpp_has_outofbounds_write_in_llamaserver/ | false | false | default | 53 | null |
Save tokens by skipping English grammar | 0 | I'm sure it is somewhat of a common knowledge, but valid english grammar is mostly optional for LLMs. Our "fluffy" way of expressing ourselves isn't strictly necessary for models that been trained on a lot of data containing math notation, Prolog, and other symbolic notations.
So, what would take you a few minute... | 2026-01-08T20:47:29 | Everlier | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7nio4 | false | null | t3_1q7nio4 | /r/LocalLLaMA/comments/1q7nio4/save_tokens_by_skipping_english_grammar/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'F9kEInJSNGmsqH5N-UrxQC8VO0o2hyBubY_qK4sZxvU', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/x6ophc1et6cg1.png?width=108&crop=smart&auto=webp&s=6a5a404dfeb2e0524b5800a1dbd7741daa76f61b', 'width': 108}, {'height': 151, 'url': 'https://preview.redd.it/x6ophc1et6cg1.png... | ||
Nothing crashed. Puppeteer MCP still broke my agent. | 2 | I was testing the Puppeteer MCP server, and everything looked fine at first. It connected, tools showed up, and no errors. But once the agent started running, things slowly went sideways. Clicks "worked", but nothing downstream knew what changed, so steps kept getting retried.
At first, it felt like LLM weirdness, so ... | 2026-01-08T20:47:15 | https://v.redd.it/q19le8det6cg1 | hack_the_developer | v.redd.it | 2026-01-08T20:53:54 | 0 | {} | 1q7nifj | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/q19le8det6cg1/DASHPlaylist.mpd?a=1770503344%2CZmFlYzM5M2RmOTVmNzMzOTUxNWI3ZTBlMjdiMzYwYmUxODNjMjFlMzI3N2JjOGRiMjNjNWY1OGU4YWI2ZjliZQ%3D%3D&v=1&f=sd', 'duration': 103, 'fallback_url': 'https://v.redd.it/q19le8det6cg1/CMAF_1080.mp4?source=fallback', '... | t3_1q7nifj | /r/LocalLLaMA/comments/1q7nifj/nothing_crashed_puppeteer_mcp_still_broke_my_agent/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'N2UydWhqZGV0NmNnMbZSoI9x_23KPtN2XOalGkhNuH3zGXLop-0uhZ_7QxRE', 'resolutions': [{'height': 68, 'url': 'https://external-preview.redd.it/N2UydWhqZGV0NmNnMbZSoI9x_23KPtN2XOalGkhNuH3zGXLop-0uhZ_7QxRE.png?width=108&crop=smart&format=pjpg&auto=webp&s=346bb4724b2b72401b738b624b1fbb64c36db... | |
Using Llama-3.1-8B’s perplexity scores to predict suicide risk (preprint + code) | 12 | We just uploaded a preprint where we used local Llama 3.1 to detect suicide risk 18 months in advance. We needed access to raw token probabilities to measure perplexity (the model's "surprise"), so open weights were mandatory.
The pipeline was pretty simple. We got recordings of people talking about their expected fut... | 2026-01-08T20:46:30 | https://www.reddit.com/r/LocalLLaMA/comments/1q7nhp0/using_llama318bs_perplexity_scores_to_predict/ | AI_Psych_Research | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7nhp0 | false | null | t3_1q7nhp0 | /r/LocalLLaMA/comments/1q7nhp0/using_llama318bs_perplexity_scores_to_predict/ | false | false | self | 12 | null |
Z.ai (the AI lab behind GLM) has officially IPO'd on the Hong Kong Stock Exchange | 248 | 2026-01-08T20:23:59 | https://x.com/Zai_org/status/2009290783678239032 | Old-School8916 | x.com | 1970-01-01T00:00:00 | 0 | {} | 1q7mvuf | false | null | t3_1q7mvuf | /r/LocalLLaMA/comments/1q7mvuf/zai_the_ai_lab_behind_glm_has_officially_ipod_on/ | false | false | default | 248 | null | |
GLM-4.6v 108b 4bit IQuant | 2 | Gemini said "impossible won't run".
Hardware: Threadripper 1920x, 64GB, 2* RTX5060TI 32GB.
It runs, starts with 11t/s, drops to around 4 t/s when context reaches 8k. And the output is...great. I have tried a nous Hermes 32b For story telling - it was catastrophic, maybe it got to dumb, will try again.
The GLM starts ... | 2026-01-08T20:23:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q7mv0t/glm46v_108b_4bit_iquant/ | Responsible-Stock462 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7mv0t | false | null | t3_1q7mv0t | /r/LocalLLaMA/comments/1q7mv0t/glm46v_108b_4bit_iquant/ | false | false | self | 2 | null |
Built a blind benchmark for coding models - which local models should I add? | 14 | [deleted] | 2026-01-08T19:54:08 | [deleted] | 2026-01-08T22:17:37 | 0 | {} | 1q7m2eh | false | null | t3_1q7m2eh | /r/LocalLLaMA/comments/1q7m2eh/built_a_blind_benchmark_for_coding_models_which/ | false | false | default | 14 | null | ||
Help Needed - Need to setup local AI server, with local file access. | 1 | Hi All,
After many days of research, i have come to the conclusion that i need someone smarter than me to help me out in my project.
Available hardware:
\- Lenovo SR655 server with AMD Epyc 7313 16c/32t cpu (willing to upgrade to 7703 64c/128t)
\- 64gb Ram ddr4 3200mhz ecc 2rx4 (2x32gb sticks. sadly i dont have mor... | 2026-01-08T19:37:11 | https://www.reddit.com/r/LocalLLaMA/comments/1q7lls5/help_needed_need_to_setup_local_ai_server_with/ | Puzzleheaded_Cake183 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7lls5 | false | null | t3_1q7lls5 | /r/LocalLLaMA/comments/1q7lls5/help_needed_need_to_setup_local_ai_server_with/ | false | false | self | 1 | null |
Kimi K2 Thinking, Q2, 3 nodes Strix Halo, llama.cpp. Has anyone tried a multiple-node setup using vLLM yet? And how it compares to Llama.cpp. Thank you. | 12 | Managed to run Kimi K2 Thinking, q2 on a 3-node Strix Halo setup. Got around 9t/s. | 2026-01-08T18:50:56 | el3mancee | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7kbbz | false | null | t3_1q7kbbz | /r/LocalLLaMA/comments/1q7kbbz/kimi_k2_thinking_q2_3_nodes_strix_halo_llamacpp/ | false | false | 12 | {'enabled': True, 'images': [{'id': 'eoDZLssZnR9mmGv8-dmmqfwVg-CK7e_XXHfk7dU1LRk', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/792wso0696cg1.jpeg?width=108&crop=smart&auto=webp&s=5a64768f5d8bca518d8795bbd1fe215724f96a72', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/792wso0696cg1.j... | ||
toy model | 17 | If anyone is interested in creating, training, and chatting with a toy model, I’ve created [https://github.com/EduardTalianu/toygpt](https://github.com/EduardTalianu/toygpt).
It includes:
* a model script to create a model
* a training script to train it on a`.txt` file
* a chat script to interact with the trained mo... | 2026-01-08T18:46:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q7k754/toy_model/ | Eduard_T | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7k754 | false | null | t3_1q7k754 | /r/LocalLLaMA/comments/1q7k754/toy_model/ | false | false | self | 17 | {'enabled': False, 'images': [{'id': 'ZxEc7lAOd1AqQFUpIwHNWlCOmHKDnnD4467Zu_m0pTI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZxEc7lAOd1AqQFUpIwHNWlCOmHKDnnD4467Zu_m0pTI.png?width=108&crop=smart&auto=webp&s=a63905621cf38b6ecc82522542fb3db060ed0fb6', 'width': 108}, {'height': 108, 'url': 'h... |
LFM2.5 1.2B Instruct is amazing | 147 | This model punches way above its weight. It outperforms every other model I've tried in this size range and runs smoothly on basically any hardware. If you haven't tried it yet, you definitely should.
Important note:
"""
We recommend using it for agentic tasks, data extraction, and RAG. It is not recommended for k... | 2026-01-08T18:17:04 | https://www.reddit.com/r/LocalLLaMA/comments/1q7jd1a/lfm25_12b_instruct_is_amazing/ | Paramecium_caudatum_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7jd1a | false | null | t3_1q7jd1a | /r/LocalLLaMA/comments/1q7jd1a/lfm25_12b_instruct_is_amazing/ | false | false | self | 147 | {'enabled': False, 'images': [{'id': 'BQiJ-6ZUj97C_2Ni9gnR18tZkBC66SLXgLxi9yY7v-I', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/BQiJ-6ZUj97C_2Ni9gnR18tZkBC66SLXgLxi9yY7v-I.png?width=108&crop=smart&auto=webp&s=eda864f6666258122641657b9833dd0a367333e2', 'width': 108}, {'height': 116, 'url': 'h... |
Why Does AI Refuse to Answer Certain Questions? | RLHF vs DPO - why DPO is becoming the go-to for alignment (eng sub/dub) | 0 | Why doesn’t AI answer certain dangerous questions?
Have you ever wondered how we teach AI where to draw the line?
High intelligence alone does not make an AI good.
Throughout 2025, I gave several talks under the theme
“Building Ethical LLM Solutions That Don’t Cross the Line.”
Unfortunately, due to technical is... | 2026-01-08T18:04:22 | https://www.reddit.com/r/LocalLLaMA/comments/1q7izqx/why_does_ai_refuse_to_answer_certain_questions/ | Old_Elk5091 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7izqx | false | null | t3_1q7izqx | /r/LocalLLaMA/comments/1q7izqx/why_does_ai_refuse_to_answer_certain_questions/ | false | false | 0 | null | |
Im planning on buying a single gpu to run llms and contemplating between two gpus | 5 | im planning on either getting an nvidia v100 (32gb version) or a mi50 (32gb version)
is the extra money to get the v100 worth it ?, or should i just buy the cheaper mi50 for around 200-300 usd | 2026-01-08T18:00:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q7ivay/im_planning_on_buying_a_single_gpu_to_run_llms/ | WhiteSupremacistMonk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7ivay | false | null | t3_1q7ivay | /r/LocalLLaMA/comments/1q7ivay/im_planning_on_buying_a_single_gpu_to_run_llms/ | false | false | self | 5 | null |
M2 Ultra 128gb ram 2TB ssd or PC with two rtx3090 64gb ram 2TB ssd? | 5 | Should I buy a M2 Ultra 128gb ram 2TB ssd or PC with two rtx3090 64gb ram 2TB ssd?
They are basically the same price $2500-3000 used for the Mac Studio
To build the PC with the two rtx3090 would be around the same price.
Would like to work with 70b models. | 2026-01-08T17:40:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q7iaul/m2_ultra_128gb_ram_2tb_ssd_or_pc_with_two_rtx3090/ | royal_robert | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7iaul | false | null | t3_1q7iaul | /r/LocalLLaMA/comments/1q7iaul/m2_ultra_128gb_ram_2tb_ssd_or_pc_with_two_rtx3090/ | false | false | self | 5 | null |
Weird model choices in LM Studio | 0 | Hi,
Does anyone know why LMStudio exposes such a weird range of models as 'first party' - say GLM 4.6 flash, but not Air, no DevStral 2, only the small variant, no full DeepSeek or Kimi etc?
I see some versions on repos like \`lmstudio-community/\` - or some other random repos, what's the deal there, are they '... | 2026-01-08T17:38:46 | anonXMR | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7i9ea | false | null | t3_1q7i9ea | /r/LocalLLaMA/comments/1q7i9ea/weird_model_choices_in_lm_studio/ | false | false | 0 | {'enabled': True, 'images': [{'id': '5gL90Yolq6n_ZaJSrNyfeofrxiuMBAaZPhcPMIEXUiA', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/191megm9w5cg1.png?width=108&crop=smart&auto=webp&s=6d852b3e0927e595cbd3b66cf5642b7d1affc6a9', 'width': 108}, {'height': 126, 'url': 'https://preview.redd.it/191megm9w5cg1.png... | ||
Why is there such an unusual list of models in LMStudio | 0 | Hi,
Does anyone know why LMStudio exposes such a weird range of models as 'first party' - say GLM 4.6 flash, but not Air, no DevStral 2, only the small variant, no full DeepSeek or Kimi etc?
I see some versions on repos like \`lmstudio-community/\` - or some other random repos, what's the deal there, are they '... | 2026-01-08T17:37:49 | anonXMR | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7i8fw | false | null | t3_1q7i8fw | /r/LocalLLaMA/comments/1q7i8fw/why_is_there_such_an_unusual_list_of_models_in/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'c5kzh9sfv5cg1', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/c5kzh9sfv5cg1.png?width=108&crop=smart&auto=webp&s=1080093633f75b504f940a54c09e5783747bec59', 'width': 108}, {'height': 127, 'url': 'https://preview.redd.it/c5kzh9sfv5cg1.png?width=216&crop=smart&auto=web... | |
How do you manage quality when AI agents write code faster than humans can review it? | 20 | We are shifting to an agentic workflow. My thesis is "Code at Inference Speed." My CTO's counter-argument is that **reviewing code is harder than writing it**.
His concern is simple: If AI increases code volume by 10x, human review becomes a fatal bottleneck. He predicts technical debt will explode because humans can’... | 2026-01-08T17:28:30 | https://www.reddit.com/r/LocalLLaMA/comments/1q7hywi/how_do_you_manage_quality_when_ai_agents_write/ | lostsoul8282 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7hywi | false | null | t3_1q7hywi | /r/LocalLLaMA/comments/1q7hywi/how_do_you_manage_quality_when_ai_agents_write/ | false | false | self | 20 | null |
Qwen3-4B-Instruct-2507 multilingual FT with upscaled Polish language | 23 | Hi,
Just wanted to share a preview of my latest finetuned model based on Qwen3-4B-Instruct-2507.
Languages ratio:
Polish - high
English - medium
Chinese - medium
Czech - medium/low
Ukrainian - medium/low
Russian - medium/low
[https://huggingface.co/piotr-ai/polanka\_4b\_v0.3\_preview\_260108\_qwen3\_gg... | 2026-01-08T17:12:08 | https://www.reddit.com/r/LocalLLaMA/comments/1q7hikw/qwen34binstruct2507_multilingual_ft_with_upscaled/ | Significant_Focus134 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7hikw | false | null | t3_1q7hikw | /r/LocalLLaMA/comments/1q7hikw/qwen34binstruct2507_multilingual_ft_with_upscaled/ | false | false | self | 23 | {'enabled': False, 'images': [{'id': 'IkLjK031A6rVr-BtLcWHSwwJVkVBpZ-cTp_Avs82NTc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/IkLjK031A6rVr-BtLcWHSwwJVkVBpZ-cTp_Avs82NTc.png?width=108&crop=smart&auto=webp&s=02c0b00d561e47cb29866724feda648a32f7a3d1', 'width': 108}, {'height': 116, 'url': 'h... |
I cant decide the best narration voice for my new true crime documentaries YouTube, any help? | 0 | I just started my YouTube channel, my voice is pathetic so I am considering elevenlabs for voice over. I have these two profiles that friends have recommended, they do well in documentaries particularly my niche "true crime". Could any expert here listen and recommend one that is perfect, i will so much appreciate; th... | 2026-01-08T17:09:25 | https://www.reddit.com/r/LocalLLaMA/comments/1q7hfup/i_cant_decide_the_best_narration_voice_for_my_new/ | Remarkable_Age_1838 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7hfup | false | null | t3_1q7hfup | /r/LocalLLaMA/comments/1q7hfup/i_cant_decide_the_best_narration_voice_for_my_new/ | false | false | self | 0 | null |
Belief Propagation is an Obscure Alternative to Backpropagation for Training Reasoning Models | 3 | Sudoku solvers are great for testing reasoning models. The paper 'Sinkhorn Solves Sudoku' showcases *Belief Propagation*, an alternative to backpropagation rooted in Optimal Transport theory.
The idea is somewhat analogous to performing a softmax but without the derivatives. It's pretty cool IMO.
| 2026-01-08T17:08:20 | https://leetarxiv.substack.com/p/sinkhorn-solves-sudoku | DataBaeBee | leetarxiv.substack.com | 1970-01-01T00:00:00 | 0 | {} | 1q7hetb | false | null | t3_1q7hetb | /r/LocalLLaMA/comments/1q7hetb/belief_propagation_is_an_obscure_alternative_to/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'Weurcl3TYPmG2Q6w9Iq6sjpwr7_UUsbhSjil3NRzaXM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Weurcl3TYPmG2Q6w9Iq6sjpwr7_UUsbhSjil3NRzaXM.jpeg?width=108&crop=smart&auto=webp&s=257fb8abfbacd89c18bbdfc2ab8572e4582b9d22', 'width': 108}, {'height': 108, 'url': '... | |
Why didn't AI “join the workforce” in 2025?, US Job Openings Decline to Lowest Level in More Than a Year and many other AI links from Hacker News | 0 | Hey everyone, I just sent [issue #15 of the Hacker New AI newsletter](https://eomail4.com/web-version?p=9ec639fc-ecad-11f0-8238-813784e870eb&pt=campaign&t=1767890678&s=77552741087ff895c759c805c4a68ada909a44b800f2abf8a2147c43bf57782e), a roundup of the best AI links and the discussions around them from Hacker News. See ... | 2026-01-08T17:04:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q7hbbc/why_didnt_ai_join_the_workforce_in_2025_us_job/ | alexeestec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7hbbc | false | null | t3_1q7hbbc | /r/LocalLLaMA/comments/1q7hbbc/why_didnt_ai_join_the_workforce_in_2025_us_job/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'jHCN_uva9TlmFhIEbDvKR9zNxIDOi2aspi2hVpOu-FI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/jHCN_uva9TlmFhIEbDvKR9zNxIDOi2aspi2hVpOu-FI.png?width=108&crop=smart&auto=webp&s=eaece91410aa19aa91a2dfaa236f1f51ab8d4011', 'width': 108}, {'height': 108, 'url': 'h... |
I fine-tuned a 7B model for reasoning on free Colab with GRPO + TRL | 11 | I just created a **Colab notebook** that lets you **add reasoning to 7B+ models** on free Colab(T4 GPU)!
Thanks to **TRL's full set of memory optimizations**, this setup reduces memory usage by **\~7×** compared to naive FP16, making it possible to fine-tune large models in a free Colab session.
Notebook:
👉 [GRPO ... | 2026-01-08T17:00:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q7h6hz/i_finetuned_a_7b_model_for_reasoning_on_free/ | External-Rub5414 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7h6hz | false | null | t3_1q7h6hz | /r/LocalLLaMA/comments/1q7h6hz/i_finetuned_a_7b_model_for_reasoning_on_free/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/nkhh65ujo5BznFJFojoMPaKjGuLSpPj6KGhRov-ykOg.png?width=108&crop=smart&auto=webp&s=3118973964e59402feea50688d746b67ecd3d2df', 'width': 108}, {'height': 216, 'url': '... |
Built a Research and Action Agent That Is 2x faster than ChatGPT Agent. | 0 | Hey everyone!
A weeks ago, I signed up to ChatGPT plan to try out their Agent mode (it was a free offer). After testing it with a few prompts, I was surprised with how slow the agent was even for small tasks.
So I built Resac, a research and action agent that is 2x faster than ChatGPT Agent.
It's free and open sourc... | 2026-01-08T16:57:24 | https://www.reddit.com/r/LocalLLaMA/comments/1q7h3qr/built_a_research_and_action_agent_that_is_2x/ | Comfortable-Rip-9277 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7h3qr | false | null | t3_1q7h3qr | /r/LocalLLaMA/comments/1q7h3qr/built_a_research_and_action_agent_that_is_2x/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '6pYslRE5J4DEk4EtAgd7IRJ9yTny6FiQrXvWv-nQUKU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6pYslRE5J4DEk4EtAgd7IRJ9yTny6FiQrXvWv-nQUKU.png?width=108&crop=smart&auto=webp&s=ca1dc42a12212983551d3624f1914e45a37a0262', 'width': 108}, {'height': 108, 'url': 'h... |
Storytelling Model | 3 | HI folks, I am looking for a model that will write fiction for me -- ideally, I'll give it the ideas and a rough outline, and it will be able to develop it into a full blown short story type item. it would be nice if it also comes in an abliterated version
do you have any recommendations? | 2026-01-08T16:57:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q7h3pi/storytelling_model/ | slrg1968 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7h3pi | false | null | t3_1q7h3pi | /r/LocalLLaMA/comments/1q7h3pi/storytelling_model/ | false | false | self | 3 | null |
Why is AnythingLLM significantly faster than the CLINE when using the same server of llama.cpp, same model, and same parameters? | 1 | 2026-01-08T16:54:18 | https://www.reddit.com/gallery/1q7h0oc | BitOk4326 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q7h0oc | false | null | t3_1q7h0oc | /r/LocalLLaMA/comments/1q7h0oc/why_is_anythingllm_significantly_faster_than_the/ | false | false | 1 | null | ||
Vision language models sub-4B for agentic | 1 | Hello looking for vision languages models for agentic workflows that are 4B paramaters or less
What have you found to be good in this area?
Is 4B enough to steer agentic flow? | 2026-01-08T16:53:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q7gzu4/vision_language_models_sub4b_for_agentic/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7gzu4 | false | null | t3_1q7gzu4 | /r/LocalLLaMA/comments/1q7gzu4/vision_language_models_sub4b_for_agentic/ | false | false | self | 1 | null |
Local Inference with big model shared over multiple GPUs with vLLM or Huggingface - Upgraded | 1 | Since I got some heat for my last post, and that it wasn't of good quality I wanted to better myself and provide more information regarding my problem :)
So I am trying the following:
\- Three GPUs (L40 - 48GB VRAM each)
\- Driver Version: 570.133.20 CUDA Version: 12.8
\- Model: "Qwen/Qwen2.5-72B"
\- Infe... | 2026-01-08T16:44:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q7gr9w/local_inference_with_big_model_shared_over/ | Lopsided-Dig-7625 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7gr9w | false | null | t3_1q7gr9w | /r/LocalLLaMA/comments/1q7gr9w/local_inference_with_big_model_shared_over/ | false | false | self | 1 | null |
Models that handle 2000-2500 a words text and re-write it | 0 | Hello everyone! As the title says, I'm looking for a model that can handle a text of approximately 2000-2500 words and re-write it completely in another form, maybe more explicit, or with a different registry, without changing the core or -what happened to me and this is why I'm looking for your help- does "EOS token f... | 2026-01-08T16:40:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q7gn4z/models_that_handle_20002500_a_words_text_and/ | Dedalus_art | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7gn4z | false | null | t3_1q7gn4z | /r/LocalLLaMA/comments/1q7gn4z/models_that_handle_20002500_a_words_text_and/ | false | false | nsfw | 0 | null |
/MiniMax-M2.1-REAP-50-W4A16 | 3 | [https://huggingface.co/0xSero/MiniMax-M2.1-REAP-50-W4A16](https://huggingface.co/0xSero/MiniMax-M2.1-REAP-50-W4A16)
Can I run Claude code locally using just this on my 5090+ram ?
|Size|\~59GB|
|:-|:-|
| 2026-01-08T16:40:08 | https://www.reddit.com/r/LocalLLaMA/comments/1q7gmre/minimaxm21reap50w4a16/ | xSNYPSx777 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7gmre | false | null | t3_1q7gmre | /r/LocalLLaMA/comments/1q7gmre/minimaxm21reap50w4a16/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'Va3GPO0oTDABLO-Y4LTLiAcYvAPUC9eLmXUoUndW48c', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/Va3GPO0oTDABLO-Y4LTLiAcYvAPUC9eLmXUoUndW48c.png?width=108&crop=smart&auto=webp&s=b09c07d8b2f30e6bb5d6d6f744cc5512c52b0fef', 'width': 108}, {'height': 116, 'url': 'h... |
I built a tool that visualizes RAG retrieval in real-time (Interactive Graph Demo) | 0 |
Hey everyone,
I've been working on **VeritasGraph**, and I just pushed a new update that I think this community will appreciate.
We all know RAG is powerful, but debugging the retrieval step can be a pain. I wanted a way to visually inspect exactly what the LLM is "looking at" when generating a response.
**What’s ... | 2026-01-08T16:38:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q7gl4b/i_built_a_tool_that_visualizes_rag_retrieval_in/ | BitterHouse8234 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7gl4b | false | null | t3_1q7gl4b | /r/LocalLLaMA/comments/1q7gl4b/i_built_a_tool_that_visualizes_rag_retrieval_in/ | false | false | 0 | null | |
How I stopped writing long prompts and let Codex just run | 0 | Lately I’ve been avoiding long prompts and planning loops.
What worked better for me was switching to a skills-based workflow: I tell the model which mode to run, not how to reason.
Example of what I paste into Codex:
use vf: build a login page
That tells the AI to plan, execute, test, and finish without asking me ... | 2026-01-08T16:07:43 | https://www.reddit.com/r/LocalLLaMA/comments/1q7frcu/how_i_stopped_writing_long_prompts_and_let_codex/ | Wise_Secretary8790 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7frcu | false | null | t3_1q7frcu | /r/LocalLLaMA/comments/1q7frcu/how_i_stopped_writing_long_prompts_and_let_codex/ | false | false | self | 0 | null |
What LLM should I use. | 0 | What is the best LLM to help me learn hypnosis. Most I tried on ChatGPT and Gemini got censured for no reason | 2026-01-08T16:06:20 | https://www.reddit.com/r/LocalLLaMA/comments/1q7fpzi/what_llm_should_i_use/ | Funnytingles | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7fpzi | false | null | t3_1q7fpzi | /r/LocalLLaMA/comments/1q7fpzi/what_llm_should_i_use/ | false | false | self | 0 | null |
Are MiniMax M2.1 quants usable for coding? | 16 | Please share your real life experience. Especially interesting to hear from someone who had a chance to compare higher quants with lower ones.
Also, speaking of the model itself - do you feel it's worth the buzz around it?
Use case - coding via opencode or claude proxy.
Thank you! | 2026-01-08T15:54:30 | https://www.reddit.com/r/LocalLLaMA/comments/1q7fejp/are_minimax_m21_quants_usable_for_coding/ | val_in_tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7fejp | false | null | t3_1q7fejp | /r/LocalLLaMA/comments/1q7fejp/are_minimax_m21_quants_usable_for_coding/ | false | false | self | 16 | null |
Recommendations for local RAG setup with TXT, DOC and PDF corpus | 2 | Hi everyone,
This is my first post in the community, so please excuse any rookie mistakes.
I am looking to self-host a RAG setup with a document corpus comprised of TXT, DOC and PDF documents only. All of these documents are well-formed (i.e. no image scans as PDF) and the LLM applications I am looking at are primari... | 2026-01-08T15:52:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q7fcvu/recommendations_for_local_rag_setup_with_txt_doc/ | sizag | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7fcvu | false | null | t3_1q7fcvu | /r/LocalLLaMA/comments/1q7fcvu/recommendations_for_local_rag_setup_with_txt_doc/ | false | false | self | 2 | null |
I've got an Rtx 4070 and about 32 GB of ram, I hate Chatgpt/Gemini but would like to run my own personal AI model in my own system locally. What would be the best model to run via Ollama on my system? | 0 | Not really much else to add, i just want a small but fast and reasonably smart AI model to help with little questions and minor tasks like re-writing things. Not really interested in an AI capable of finding the cure for aging just one no better than a glorified writing aid that can do 8th Grade math. | 2026-01-08T15:19:56 | https://www.reddit.com/r/LocalLLaMA/comments/1q7ei24/ive_got_an_rtx_4070_and_about_32_gb_of_ram_i_hate/ | Killmelmaoxd | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7ei24 | false | null | t3_1q7ei24 | /r/LocalLLaMA/comments/1q7ei24/ive_got_an_rtx_4070_and_about_32_gb_of_ram_i_hate/ | false | false | self | 0 | null |
Starter AI Rig running into issues | 0 | I decided to try to take the jump into a dedicated AI rig. I bought a former Miner rig with a 3090 ( I know some may have advised against this). My rig so far( 1k cost from a guy who was selling multiple you from his mining project):
2x 1000w gold power supply
3 tier mining frame
Ryzen 5 3500 processor ( supposedly no... | 2026-01-08T15:07:34 | https://www.reddit.com/gallery/1q7e6iw | Fickle_Debate_9746 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q7e6iw | false | null | t3_1q7e6iw | /r/LocalLLaMA/comments/1q7e6iw/starter_ai_rig_running_into_issues/ | false | false | default | 0 | null |
Unsloth published a guide on how to run Qwen-Image diffusion models locally! | 0 | Guide: [https://unsloth.ai/docs/models/qwen-image-2512](https://unsloth.ai/docs/models/qwen-image-2512)
Learn to:
• Run Qwen-Image-2512 and Edit-2511
• Use GGUF, FP8 in ComfyUI, stable-diffusion.cpp, diffusers
• Create workflows & prompts
• Adjust hyperparams (sampling, guidance) | 2026-01-08T15:06:32 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7e5jk | false | null | t3_1q7e5jk | /r/LocalLLaMA/comments/1q7e5jk/unsloth_published_a_guide_on_how_to_run_qwenimage/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'pdri6tx055cg1', 'resolutions': [{'height': 121, 'url': 'https://preview.redd.it/pdri6tx055cg1.jpeg?width=108&crop=smart&auto=webp&s=2d213951183c4e7c48f988488ded707846140160', 'width': 108}, {'height': 243, 'url': 'https://preview.redd.it/pdri6tx055cg1.jpeg?width=216&crop=smart&auto=... | |
Nucleus - AI prompt framework | 0 | Nucleus is an experimental mathematical framework for prompting AI. It's a 3 line prompt that makes practically any text generation AI better.
Adopt these operating principles:
[phi fractal euler tao pi mu] | [Δ λ ∞/0 | ε⚡φ Σ⚡μ c⚡h] | OODA
Human ⊗ AI | 2026-01-08T15:01:05 | https://github.com/michaelwhitford/nucleus | Affectionate-Job9855 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q7e0hl | false | null | t3_1q7e0hl | /r/LocalLLaMA/comments/1q7e0hl/nucleus_ai_prompt_framework/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': '425fYZJFJTb9oxk0e2HJUV2YIZ4X3mDvPvlGObQtZoU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/425fYZJFJTb9oxk0e2HJUV2YIZ4X3mDvPvlGObQtZoU.png?width=108&crop=smart&auto=webp&s=ebb3b18a4677351aed0a877b106a7a3e58109a20', 'width': 108}, {'height': 108, 'url': 'h... |
How to use llama.cpp to inference MinerU2.5 VL Doc OCR model | 1 | [removed] | 2026-01-08T14:53:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q7dtcg/how_to_use_llamacpp_to_inference_mineru25_vl_doc/ | Natural-Marsupial903 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7dtcg | false | null | t3_1q7dtcg | /r/LocalLLaMA/comments/1q7dtcg/how_to_use_llamacpp_to_inference_mineru25_vl_doc/ | false | false | self | 1 | null |
[Project] Local voice cloning on Mac with Metal/MPS - demo inside | 0 | Got RVC (Retrieval-based Voice Conversion) running locally on my M1 Mac using Metal/MPS acceleration. Thought I'd share since this sub loves local inference!
\*\*Demo:\*\* Gettysburg Address converted to Trump's voice
[https://files.catbox.moe/3luof4.wav](https://files.catbox.moe/3luof4.wav)
\*\*Setup:\*\*
\-... | 2026-01-08T14:52:54 | https://www.reddit.com/r/LocalLLaMA/comments/1q7dsqm/project_local_voice_cloning_on_mac_with_metalmps/ | Past_Pitch3089 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7dsqm | false | null | t3_1q7dsqm | /r/LocalLLaMA/comments/1q7dsqm/project_local_voice_cloning_on_mac_with_metalmps/ | false | false | self | 0 | null |
Qwen3-VL-Reranker - a Qwen Collection | 109 | 2026-01-08T14:45:00 | https://huggingface.co/collections/Qwen/qwen3-vl-reranker | LinkSea8324 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q7dlkn | false | null | t3_1q7dlkn | /r/LocalLLaMA/comments/1q7dlkn/qwen3vlreranker_a_qwen_collection/ | false | false | default | 109 | {'enabled': False, 'images': [{'id': 'p_EUBuVnZfgcYfu2zAo996Hix2TFsBWGTVl7mQyY9Tk', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/p_EUBuVnZfgcYfu2zAo996Hix2TFsBWGTVl7mQyY9Tk.png?width=108&crop=smart&auto=webp&s=3d7638e89ad1fd8e9b59cc55f3125b96dda11c49', 'width': 108}, {'height': 116, 'url': 'h... | |
Jensen Huang saying "AI" 121 times during the NVIDIA CES keynote - cut with one prompt | 847 | Someone had to count it. Turns out Jensen said "AI" exactly 121 times in the CES 2025 keynote.
I used [https://github.com/OpenAgentPlatform/Dive](https://github.com/OpenAgentPlatform/Dive) (open-source MCP client) + two MCPs I made:
\- [https://github.com/kevinwatt/yt-dlp-mcp](https://github.com/kevinwatt/yt-... | 2026-01-08T14:29:47 | https://v.redd.it/hein55gpx4cg1 | Prior-Arm-6705 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7d8bj | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/hein55gpx4cg1/DASHPlaylist.mpd?a=1770474602%2CZmE2YWE3ZGQzZDQ1NjM1ODA0Njc5MmVjYTEwNTNlNjAwNDU4MjVlYzNmYjRiYWY1YzhiOGE2OWE0ZDE0YWIwMQ%3D%3D&v=1&f=sd', 'duration': 63, 'fallback_url': 'https://v.redd.it/hein55gpx4cg1/CMAF_720.mp4?source=fallback', 'ha... | t3_1q7d8bj | /r/LocalLLaMA/comments/1q7d8bj/jensen_huang_saying_ai_121_times_during_the/ | false | false | 847 | {'enabled': False, 'images': [{'id': 'M2cyNzBqaHB4NGNnMeuNas4_kS8fQc08s_eqp1ss4JB4szq45v23OyPEbFog', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/M2cyNzBqaHB4NGNnMeuNas4_kS8fQc08s_eqp1ss4JB4szq45v23OyPEbFog.png?width=108&crop=smart&format=pjpg&auto=webp&s=2b3d068f25992f873dd8e37fed8002d3e71ef... | |
4 x V100s --- worth it? | 1 | Heyo friends. Lurker here. Recently I was able to purchase from my employer an older Threadripper workstation for cheeeeap. They were going through old equipment not in use, etc. This workstation though has 4 nvidia Tesla V100 GPUs with 32GB of ram each... it also has 256GB of system RAM which would be good for offload... | 2026-01-08T14:05:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q7cnif/4_x_v100s_worth_it/ | Booster256 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7cnif | false | null | t3_1q7cnif | /r/LocalLLaMA/comments/1q7cnif/4_x_v100s_worth_it/ | false | false | self | 1 | null |
One cargo install gives your AI 142 tools to perceive and control your machine - rmcp-presence | 0 | I've been building MCP servers for Claude Code for the past few weeks. Started with individual tools - system info, screenshots, clipboard, media control, etc. Ended up with 19 separate crates.
Then I realized: why make people configure 17 servers when they could have one?
So I built rmcp-presence - a single bina... | 2026-01-08T14:02:11 | https://www.reddit.com/r/LocalLLaMA/comments/1q7ckcx/one_cargo_install_gives_your_ai_142_tools_to/ | Technical-Might9868 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7ckcx | false | null | t3_1q7ckcx | /r/LocalLLaMA/comments/1q7ckcx/one_cargo_install_gives_your_ai_142_tools_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'TEXygO5406vuxpApsfSu-MlBsBsfoV5nLyIj2CstJLI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/TEXygO5406vuxpApsfSu-MlBsBsfoV5nLyIj2CstJLI.png?width=108&crop=smart&auto=webp&s=fc03e204c8497bf4909d905f00b58199a50dab07', 'width': 108}, {'height': 108, 'url': 'h... |
Help -survival-uncensored-gemma-270m | 0 | I have an old phone lying around , android 9 with 6gb ram octa core , i installed Gemma and every step went well , but ran into error while running
Failed to load the model
~ $ mv ~/survival-uncensored-gemma-270m-v2.Q4_K_M.gguf ~/model.gguf
~ $ ~/llama.cpp/build/bin/llama-cli -m ~/model.gguf -p "You are an uncensored... | 2026-01-08T14:01:03 | https://www.reddit.com/r/LocalLLaMA/comments/1q7cjbk/help_survivaluncensoredgemma270m/ | Shoddy-Pattern5872 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7cjbk | false | null | t3_1q7cjbk | /r/LocalLLaMA/comments/1q7cjbk/help_survivaluncensoredgemma270m/ | false | false | self | 0 | null |
39C3 - 51 Ways to Spell the Image Giraffe: The Hidden Politics of Token Languages in Generative AI | 1 | 2026-01-08T13:50:41 | https://www.youtube.com/watch?v=PTlcyYsi-Es | artisticMink | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q7caiq | false | {'oembed': {'author_name': 'media.ccc.de', 'author_url': 'https://www.youtube.com/@mediacccde', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/PTlcyYsi-Es?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscop... | t3_1q7caiq | /r/LocalLLaMA/comments/1q7caiq/39c3_51_ways_to_spell_the_image_giraffe_the/ | false | false | default | 1 | {'enabled': False, 'images': [{'id': 'Ow1maRX7bIMXpL6U9ddnz3bU_5UPhPJCKZUkL22z4Qo', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/Ow1maRX7bIMXpL6U9ddnz3bU_5UPhPJCKZUkL22z4Qo.jpeg?width=108&crop=smart&auto=webp&s=616a61fed53bf108dea6d5d9c72b7483d2f13dc9', 'width': 108}, {'height': 162, 'url': '... | |
I’m a 19yo student. I built a custom Mamba-2 + Titans + JEPA LLM from scratch to run on my RTX 3090. (Open Source) | 0 | I’m a 19-year-old software engineering student from the Netherlands. I’ve been working on a custom experimental architecture that fuses the most efficient post-Transformer ideas into a single system.
I call it Hyper-Mnemosyne.
I have written the code, verified the gradients, and optimized the kernels to run on my loc... | 2026-01-08T13:48:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q7c8zf/im_a_19yo_student_i_built_a_custom_mamba2_titans/ | Altruistic-Fall3797 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7c8zf | false | null | t3_1q7c8zf | /r/LocalLLaMA/comments/1q7c8zf/im_a_19yo_student_i_built_a_custom_mamba2_titans/ | false | false | self | 0 | null |
AI21 releases Jamba2 3B and Jamba2 Mini, built for grounding and instruction following | 46 | *Disclaimer: I work for AI21, creator of the Jamba model family.*
We’re excited to announce the public release of Jamba2 3B and Jamba2 Mini.
The Jamba2 family aims to give enterprises cost-effective models that will integrate well into production agent stacks.
These models are designed for reliable instruction follo... | 2026-01-08T13:38:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q7c0pd/ai21_releases_jamba2_3b_and_jamba2_mini_built_for/ | zennaxxarion | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7c0pd | false | null | t3_1q7c0pd | /r/LocalLLaMA/comments/1q7c0pd/ai21_releases_jamba2_3b_and_jamba2_mini_built_for/ | false | false | self | 46 | {'images': [{'source': {'url': 'https://external-preview.redd.it/xxaSFhm6_8iQoF7zXqpio9ocD-aPxQhEFqToF_qZp1w.jpeg?auto=webp&s=93f5f793f92e51aae1b6eaba0908e4360716c1cf', 'width': 1024, 'height': 576}, 'resolutions': [{'url': 'https://external-preview.redd.it/xxaSFhm6_8iQoF7zXqpio9ocD-aPxQhEFqToF_qZp1w.jpeg?width=108&cro... |
Is there a Javascript library for running GGUF files in the browser? | 2 | Hi. I know about WebLLM and Transformers.js, but they don't seem to support arbitrary gguf files. Right? Is there any other library I can use to run a GGUF file fully inside the browser?
Thanks | 2026-01-08T13:20:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q7blyr/is_there_a_javascript_library_for_running_gguf/ | ihatebeinganonymous | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7blyr | false | null | t3_1q7blyr | /r/LocalLLaMA/comments/1q7blyr/is_there_a_javascript_library_for_running_gguf/ | false | false | self | 2 | null |
Local friendly open source background writing assistant with full prompt control | 2 | 2026-01-08T13:18:16 | https://www.reddit.com/r/LocalLLaMA/comments/1q7bk2m/local_friendly_open_source_background_writing/ | cgs019283 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7bk2m | false | null | t3_1q7bk2m | /r/LocalLLaMA/comments/1q7bk2m/local_friendly_open_source_background_writing/ | false | false | 2 | null | ||
I built instant persistent memory for local LLMs (binary KV cache save/restore, sub-second restore, 67% VRAM savings) | 6 | I'm not a professional developer, I used AI and a lot of free time over 18 months specifically building this. I am Technical Support professional with zero programming experience, learned C++, CUDA, Qt6, and llama.cpp integration entirely through AI-assisted learning and trial-and-error.
This project is part of VyreVa... | 2026-01-08T13:14:36 | https://www.reddit.com/r/LocalLLaMA/comments/1q7bh5h/i_built_instant_persistent_memory_for_local_llms/ | thejosephBlanco | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7bh5h | false | null | t3_1q7bh5h | /r/LocalLLaMA/comments/1q7bh5h/i_built_instant_persistent_memory_for_local_llms/ | false | false | self | 6 | null |
Need help with packaging my app which uses 2 local llms | 0 | Hey folks, I am building an application (which would run on servers/ laptops).
The app is a python based utility that makes calls to local LLM models (installed via Ollama).
The app is in dev right now, it's function is to convert code from a target language X to a target language Y.
App uses gpt-oss:20b to tran... | 2026-01-08T13:13:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q7bgea/need_help_with_packaging_my_app_which_uses_2/ | 7_Taha | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7bgea | false | null | t3_1q7bgea | /r/LocalLLaMA/comments/1q7bgea/need_help_with_packaging_my_app_which_uses_2/ | false | false | self | 0 | null |
LLM-Shield: Privacy proxy - masks PII or routes to local LLM | 4 | Using cloud LLMs but worried about sending client data? Built a proxy for that.
OpenAI-compatible proxy with two privacy modes:
**Mask Mode** (no GPU needed):
You send: "Email john@acme.com about meeting with Sarah Miller"
OpenAI receives: "Email <EMAIL_1> about meeting with <PERSON_1>"
You get ba... | 2026-01-08T13:11:21 | sgasser88 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7bei7 | false | null | t3_1q7bei7 | /r/LocalLLaMA/comments/1q7bei7/llmshield_privacy_proxy_masks_pii_or_routes_to/ | false | false | default | 4 | {'enabled': True, 'images': [{'id': 'n48hxqs274cg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/n48hxqs274cg1.png?width=108&crop=smart&auto=webp&s=1ddf403f0973193b0d4eb32503666fa5461a81cf', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/n48hxqs274cg1.png?width=216&crop=smart&auto=web... | |
It's so hard to run llm on android. | 0 | I don't think this is very good.
Lately, I’ve been fine-tuning Gemma 3 1B using multi-turn chat data, then converting it to TFLite/Task to test in my app. I was aiming for something like those character chat sites, but the accuracy in the app has been terrible no matter what I do.
The weird part is, when I converted th... | 2026-01-08T13:00:41 | shoonee_balavolka | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q7b68v | false | null | t3_1q7b68v | /r/LocalLLaMA/comments/1q7b68v/its_so_hard_to_run_llm_on_android/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'wkxdt8uoi4cg1', 'resolutions': [{'height': 100, 'url': 'https://preview.redd.it/wkxdt8uoi4cg1.jpeg?width=108&crop=smart&auto=webp&s=84c4debb4dd3ba795abd3568c29395a216e0c22d', 'width': 108}, {'height': 200, 'url': 'https://preview.redd.it/wkxdt8uoi4cg1.jpeg?width=216&crop=smart&auto=... | |
A 2.5M 10MB TinyStories model trained using GRU and attention (vs.TinyStories-1M) | 13 | Using a 20MB TinyStories datasheet, this TinyStories model 5x smaller than TinyStories-1M.
Since this was trained on google colab free(nvidia t4), the loss is only converged to \~0.75.
The architecture used was a hybrid of GRU, particularly GRUcell with a single attention layer.
In a single, large GRUcell l... | 2026-01-08T12:57:45 | https://www.reddit.com/r/LocalLLaMA/comments/1q7b3wy/a_25m_10mb_tinystories_model_trained_using_gru/ | ValuableLucky8566 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7b3wy | false | null | t3_1q7b3wy | /r/LocalLLaMA/comments/1q7b3wy/a_25m_10mb_tinystories_model_trained_using_gru/ | false | false | self | 13 | null |
NVFP4 for local inference | 0 | I recently got a 5060Ti 16G and was toying around with some models. I decided to explore how much boost NVFP4 gives to the token generation performance. So benchmarked two models for local inference:
1. Ollama serving qwen3:8b-q4\_K\_M = 70 t/s
2. VLLM serving nvidia/Qwen3-8B-NVFP4 = 60 t/s
Both generated \~1000 tok... | 2026-01-08T12:33:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q7amat/nvfp4_for_local_inference/ | v01dm4n | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7amat | false | null | t3_1q7amat | /r/LocalLLaMA/comments/1q7amat/nvfp4_for_local_inference/ | false | false | self | 0 | null |
I built my own personal AI exocortex (local, private, learns my style) — and it now does 80–90% of my work and called it BuddAI | 0 | For the last 8 years I’ve been building a system I could never quite name. Something between a second brain, a coding partner, and a digital version of myself.
Today it finally clicked:
BuddAI — my personal AI exocortex.
It runs 100% locally using Ollama models.
It’s trained on my repos, my notes, my documentatio... | 2026-01-08T12:14:56 | https://www.reddit.com/r/LocalLLaMA/comments/1q7a9di/i_built_my_own_personal_ai_exocortex_local/ | Pitiful-Fault-8109 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7a9di | false | null | t3_1q7a9di | /r/LocalLLaMA/comments/1q7a9di/i_built_my_own_personal_ai_exocortex_local/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'zBfsHcXQI0KDo3_6Jn0-dk602EdLtSJ-EbZMbxnmUwI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/zBfsHcXQI0KDo3_6Jn0-dk602EdLtSJ-EbZMbxnmUwI.png?width=108&crop=smart&auto=webp&s=1e36d8a6235db6aa574aa5ed39f88bdf54ed3e97', 'width': 108}, {'height': 108, 'url': 'h... |
Is reinforcement learning finally becoming practical again at trillion-parameter scale? | 1 | For a while, it felt like reinforcement learning quietly stopped scaling. Once models crossed into the hundreds of billions of parameters, RL often became the first thing teams cut due to cost, instability, or tooling limits.
Lately though, I’ve been seeing signs that this might be shifting particularly around paramet... | 2026-01-08T12:12:20 | https://www.reddit.com/r/LocalLLaMA/comments/1q7a7jh/is_reinforcement_learning_finally_becoming/ | Alarmed-Ferret-605 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7a7jh | false | null | t3_1q7a7jh | /r/LocalLLaMA/comments/1q7a7jh/is_reinforcement_learning_finally_becoming/ | false | false | self | 1 | null |
AI21 Labs releases Jamba2 | 133 | It looks like Jamba 2 models are being uploaded right now:
51B [https://huggingface.co/ai21labs/AI21-Jamba2-Mini](https://huggingface.co/ai21labs/AI21-Jamba2-Mini)
3B [https://huggingface.co/ai21labs/AI21-Jamba2-3B](https://huggingface.co/ai21labs/AI21-Jamba2-3B)
First generation of Jamba models:
399B [ht... | 2026-01-08T12:10:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q7a62a/ai21_labs_releases_jamba2/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7a62a | false | null | t3_1q7a62a | /r/LocalLLaMA/comments/1q7a62a/ai21_labs_releases_jamba2/ | false | false | self | 133 | null |
I was trying out an activation-steering method for Qwen3-Next, but I accidentally corrupted the model weights. Somehow, the model still had enough “conscience” to realize something was wrong and freak out. | 34 | I now feel bad seeing the model realize it was losing its mind and struggling with it, it feels like I was torturing it :( | 2026-01-08T11:42:44 | https://www.reddit.com/gallery/1q79n6x | ikergarcia1996 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q79n6x | false | null | t3_1q79n6x | /r/LocalLLaMA/comments/1q79n6x/i_was_trying_out_an_activationsteering_method_for/ | false | false | 34 | null | |
Best RP Uncensored Model for my Specs | 0 | So, i'm searching for the best open source model for uncensored RP, i like very much of Claude's Opus 4.5 Thinking writing style, i wish for narrations that are like this one:
\# The Crossing
The convenience store door's chime still echoes in your ears when you blink.
And the world changes.
The smell of wet asphalt... | 2026-01-08T11:37:19 | https://www.reddit.com/r/LocalLLaMA/comments/1q79jm8/best_rp_uncensored_model_for_my_specs/ | Luuthh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q79jm8 | false | null | t3_1q79jm8 | /r/LocalLLaMA/comments/1q79jm8/best_rp_uncensored_model_for_my_specs/ | false | false | self | 0 | null |
Rethinking RAG: How Agents Learn to Operate | 0 |
**Runtime Evolution, From Static to Dynamic Agents, Through Retrieval**
Hey reddit builders,
You have an agent. You add documents. You retrieve text. You paste it into context.
And that’s supposed to make the agent better.
It does help, but only in a narrow way. It adds facts. It doesn’t change how the agent actual... | 2026-01-08T11:31:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q79g3x/rethinking_rag_how_agents_learn_to_operate/ | frank_brsrk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q79g3x | false | null | t3_1q79g3x | /r/LocalLLaMA/comments/1q79g3x/rethinking_rag_how_agents_learn_to_operate/ | false | false | self | 0 | null |
Built a local GUI tool to safely patch code without breaking local LLM setups | 2 | I kept losing working states when AI tools rewrote entire files “helpfully”.
So I built Fracture — a local GUI tool that only allows patching inside explicitly marked sections, with backups, rollback, and a visible diff. Protected sections are enforced and cannot be modified.
Built originally to protect a local L... | 2026-01-08T11:20:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q798z1/built_a_local_gui_tool_to_safely_patch_code/ | NeighborhoodWide8205 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q798z1 | false | null | t3_1q798z1 | /r/LocalLLaMA/comments/1q798z1/built_a_local_gui_tool_to_safely_patch_code/ | false | false | 2 | null | |
Can you guys recommend open-source model please? | 0 | I have nvidia rtx 4070 super which has 12gb of vram
gpt recommended me mistral 7b and others but if I search them they're from 1 or 2 years ago
are these models still ok? Ik I don't have much choice tho | 2026-01-08T11:13:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q794qs/can_you_guys_recommend_opensource_model_please/ | Acceptable-Cash8259 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q794qs | false | null | t3_1q794qs | /r/LocalLLaMA/comments/1q794qs/can_you_guys_recommend_opensource_model_please/ | false | false | self | 0 | null |
KV cache gets nuked by long-term memory retrieval — is there a better approach? | 0 | I’m building a local LLM agent (ATOM) and I keep running into the same wall: long-term memory retrieval absolutely kills KV-cache reuse.
The high-level idea is:
1. The system prompt contains a dedicated section like:
<<<LONG_TERM_MEMORY_START>>>
(empty)
<<<LONG_TERM_MEMORY_END>>>
2. On each turn, I retrieve relevant... | 2026-01-08T11:09:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q792fk/kv_cache_gets_nuked_by_longterm_memory_retrieval/ | atif_dev | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q792fk | false | null | t3_1q792fk | /r/LocalLLaMA/comments/1q792fk/kv_cache_gets_nuked_by_longterm_memory_retrieval/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '9p7Gd7bTx5p3BMvBz8HH4iW7xLxC8Qoc94ws5iZKcX0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/9p7Gd7bTx5p3BMvBz8HH4iW7xLxC8Qoc94ws5iZKcX0.png?width=108&crop=smart&auto=webp&s=20309c6cee53b1a6e58eae9473727cc331f7b3a9', 'width': 108}, {'height': 108, 'url': 'h... |
LLMs + COT does not equate to how humans plan. All this hype about LLMs able to long term plan has ZERO basis. | 0 | Humans build a world model of everything around them for planning and decision making. Jurgen Schmidhuber and Yann Lecun have been pushing this branch of AI research via ‘World Models’. However, most applications of World Models are in the physical world and primarily involve the video and image AI community though and... | 2026-01-08T10:59:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q78w46/llms_cot_does_not_equate_to_how_humans_plan_all/ | Pure-Possibility-590 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q78w46 | false | null | t3_1q78w46 | /r/LocalLLaMA/comments/1q78w46/llms_cot_does_not_equate_to_how_humans_plan_all/ | false | false | self | 0 | null |
MCP for Financial Ontology! | 3 | Excited to share an open-source initiative!
MCP for Financial Ontology :
https://github.com/NeurofusionAI/fibo-mcp
This is a minimal open-source tool that equips AI agents with a "standard financial dictionary" based on the Financial Industry Business Ontology(FIBO) standard (edmcouncil.org).
Our intent for initiati... | 2026-01-08T10:50:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q78ql8/mcp_for_financial_ontology/ | Dear-Rip-6371 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q78ql8 | false | null | t3_1q78ql8 | /r/LocalLLaMA/comments/1q78ql8/mcp_for_financial_ontology/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'WGw5qhw85_EFNJOkPXoDrmF9rYItPIPv64X4bJSE1Nw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WGw5qhw85_EFNJOkPXoDrmF9rYItPIPv64X4bJSE1Nw.png?width=108&crop=smart&auto=webp&s=e45eb68e6b69d09bbbd122fe1e2c31ddda52a83c', 'width': 108}, {'height': 108, 'url': 'h... |
RM Noise but local | 1 | I use RM noise sometimes when I'm on the radio. It works really well. The issues are that it doesn't appear to be open source, and its not local. The remote server can add 100-200ms delay which is a bit shoddy. And they have this convoluted training procedure that sounds like a bloody nightmare.
There are some alterna... | 2026-01-08T10:45:04 | https://www.reddit.com/r/LocalLLaMA/comments/1q78ndw/rm_noise_but_local/ | Amazing_Athlete_2265 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q78ndw | false | null | t3_1q78ndw | /r/LocalLLaMA/comments/1q78ndw/rm_noise_but_local/ | false | false | self | 1 | null |
auto complete your commit messages using a local LLM with gsh | 1 | Been working on a new shell called gsh that aims to integrate well with LLMs especially local models. [https://github.com/atinylittleshell/gsh](https://github.com/atinylittleshell/gsh)
One of the most useful things is that I now don't need to stare at "git commit -m" for minutes wondering what commit message to write.... | 2026-01-08T10:40:47 | atinylittleshell | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q78kw3 | false | null | t3_1q78kw3 | /r/LocalLLaMA/comments/1q78kw3/auto_complete_your_commit_messages_using_a_local/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'qis7wd6dt3cg1', 'resolutions': [{'height': 40, 'url': 'https://preview.redd.it/qis7wd6dt3cg1.png?width=108&crop=smart&auto=webp&s=6e72af9f77e4bd769c37d4b3b7c6fa474d7a349d', 'width': 108}, {'height': 81, 'url': 'https://preview.redd.it/qis7wd6dt3cg1.png?width=216&crop=smart&auto=webp... | |
I built a Bloomberg-style Trading Dashboard using Python (CustomTkinter) and Local AI (Ollama). 100% Local & Open Source | 1 | [removed] | 2026-01-08T10:32:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q78g5h/i_built_a_bloombergstyle_trading_dashboard_using/ | Creative-Guide-7168 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q78g5h | false | null | t3_1q78g5h | /r/LocalLLaMA/comments/1q78g5h/i_built_a_bloombergstyle_trading_dashboard_using/ | false | false | self | 1 | null |
Local memory for AI agents feedback welcome | 1 | [removed] | 2026-01-08T09:58:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q77vux/local_memory_for_ai_agents_feedback_welcome/ | mahitva_ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q77vux | false | null | t3_1q77vux | /r/LocalLLaMA/comments/1q77vux/local_memory_for_ai_agents_feedback_welcome/ | false | false | self | 1 | null |
Z-image base model is being prepared for release | 155 | [https://github.com/modelscope/DiffSynth-Studio/commits?author=Artiprocher&since=2025-12-31&until=2026-01-08](https://github.com/modelscope/DiffSynth-Studio/commits?author=Artiprocher&since=2025-12-31&until=2026-01-08) | 2026-01-08T09:51:33 | Ravencloud007 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q77rxh | false | null | t3_1q77rxh | /r/LocalLLaMA/comments/1q77rxh/zimage_base_model_is_being_prepared_for_release/ | false | false | default | 155 | {'enabled': True, 'images': [{'id': '038zb25ok3cg1', 'resolutions': [{'height': 74, 'url': 'https://preview.redd.it/038zb25ok3cg1.png?width=108&crop=smart&auto=webp&s=c9bc33bc7a517f5a541f77e463d64edceb705284', 'width': 108}, {'height': 149, 'url': 'https://preview.redd.it/038zb25ok3cg1.png?width=216&crop=smart&auto=web... | |
Speakr v0.8.0 - Additional diarization options and REST API | 4 | Quick update on Speakr. For those who haven't seen this before: it's a self-hosted transcription app that works with Whisper and local LLMs. Upload or record audio, get transcription with speaker diarization, then chat with it or get summaries using whatever model you point it at.
**Speaker diarization without GPU** \... | 2026-01-08T09:44:22 | https://www.reddit.com/gallery/1q77nr6 | hedonihilistic | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q77nr6 | false | null | t3_1q77nr6 | /r/LocalLLaMA/comments/1q77nr6/speakr_v080_additional_diarization_options_and/ | false | false | 4 | null | |
RAG Paper 26.1.7 | 14 | 1. [RADAR: Retrieval-Augmented Detector with Adversarial Refinement for Robust Fake News Detection](http://arxiv.org/abs/2601.03981v1)
2. [SoK: Privacy Risks and Mitigations in Retrieval-Augmented Generation Systems](http://arxiv.org/abs/2601.03979v1)
3. [Trade-R1: Bridging Verifiable Rewards to Stochastic Environments... | 2026-01-08T09:24:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q77cnk/rag_paper_2617/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q77cnk | false | null | t3_1q77cnk | /r/LocalLLaMA/comments/1q77cnk/rag_paper_2617/ | false | false | self | 14 | null |
PaddleOCR keeps trying to download models even when local paths are provided (Paddle 3.x, Python 3.12) | 6 | Hi everyone,
I’m trying to use PaddleOCR in a fully offline setup, but I’m running into an issue where it still attempts to fetch models from the internet.
Setup:
PaddleOCR: 3.x
Python: 3.12
All OCR models are already downloaded and stored locally
Issue: Even after downloading the models manually and explicitly assig... | 2026-01-08T08:04:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q7630d/paddleocr_keeps_trying_to_download_models_even/ | adismartty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7630d | false | null | t3_1q7630d | /r/LocalLLaMA/comments/1q7630d/paddleocr_keeps_trying_to_download_models_even/ | false | false | self | 6 | null |
Good settings for LLM to remember / retain long contexts | 0 | Am on cute 16G GPU VRAM, LM Studio, and on Qwen 3 30B Q4\_K\_M Instruct
a surreal experience chatting with LLM with full privacy offline, also help out in personal career path / biz opportunity / scenarios
Question: Any tangible good settings so that the LLM will remember everything I say?
Context is getting larg... | 2026-01-08T08:01:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q7613x/good_settings_for_llm_to_remember_retain_long/ | alex_godspeed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q7613x | false | null | t3_1q7613x | /r/LocalLLaMA/comments/1q7613x/good_settings_for_llm_to_remember_retain_long/ | false | false | self | 0 | null |
My opinion on some trending topics about LLMs | 0 | I find that 7B-A1B 20B-A3B and 100-120B MoEs are the best model sizes anyone can run, wether you have an A100/H100,or an RTX 3090,one of them will always run fast and provide very high quality answers.
Why most models are being pushed so hard into the "Mamba" space? Mamba save context space and that's good! But please... | 2026-01-08T07:34:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q75lla/my_opinion_on_some_trending_topics_about_llms/ | RegularFollowing9259 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q75lla | false | null | t3_1q75lla | /r/LocalLLaMA/comments/1q75lla/my_opinion_on_some_trending_topics_about_llms/ | false | false | self | 0 | null |
Built an open-source MCP gateway that works with any LLM - one proxy for all your tool connections | 1 | Been working on this for a while and figured this community would find it useful.
PlexMCP is an MCP gateway/proxy that lets you manage all your MCP server connections in one place. Instead of configuring each MCP server separately for every model you're running, you just point everything at PlexMCP and it handles th... | 2026-01-08T07:30:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q75jay/built_an_opensource_mcp_gateway_that_works_with/ | ItsTh3Mailman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q75jay | false | null | t3_1q75jay | /r/LocalLLaMA/comments/1q75jay/built_an_opensource_mcp_gateway_that_works_with/ | false | false | self | 1 | null |
I'm the Tech Lead at Keiro - built a search API for AI agents. AMA | 0 | been building search infrastructure for agents and thought i'd share some stuff we learned
so the weird thing about local models is they're super fast but then they sit there waiting for search results. your model processes everything in miliseconds but waits 2-3 seconds for data
we got ours down to around 700ms aver... | 2026-01-08T07:26:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q75h2s/im_the_tech_lead_at_keiro_built_a_search_api_for/ | Key-Contact-6524 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q75h2s | false | null | t3_1q75h2s | /r/LocalLLaMA/comments/1q75h2s/im_the_tech_lead_at_keiro_built_a_search_api_for/ | false | false | self | 0 | null |
Training an LLM from scratch on 1800s London Text (1.2B param, 90GB dataset) | 1 | [removed] | 2026-01-08T07:14:06 | https://www.reddit.com/r/LocalLLaMA/comments/1q759u7/training_an_llm_from_scratch_on_1800s_london_text/ | Remarkable-Trick-177 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q759u7 | false | null | t3_1q759u7 | /r/LocalLLaMA/comments/1q759u7/training_an_llm_from_scratch_on_1800s_london_text/ | false | false | self | 1 | null |
Does ollama support gemma3 image mode? | 0 | I'm currently using llama-cpp and it was amazing until I tried gemma3 with image mode. It just kept hallucinating shit and just didn't see images properly, so I'm wondering if ollama has better support or something?
Thank you in advance. | 2026-01-08T06:50:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q74uza/does_ollama_support_gemma3_image_mode/ | Brospeh-Stalin | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q74uza | false | null | t3_1q74uza | /r/LocalLLaMA/comments/1q74uza/does_ollama_support_gemma3_image_mode/ | false | false | self | 0 | null |
Local models breaking strict JSON output for conversations that work with OpenAI | 0 | I have a conversation + prompt setup that reliably produces strict JSON-only output with OpenAI models.
When I hand the same conversation to local models via LM Studio, they immediately start getting confused and breaking the pattern.
Models tested locally so far:
* mistral-nemo-12b-airai-rmax-v1.2
* meta-llama-3.1-... | 2026-01-08T06:38:35 | https://www.reddit.com/r/LocalLLaMA/comments/1q74ngh/local_models_breaking_strict_json_output_for/ | LostMinions | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q74ngh | false | null | t3_1q74ngh | /r/LocalLLaMA/comments/1q74ngh/local_models_breaking_strict_json_output_for/ | false | false | self | 0 | null |
Training an LLM from scratch on 1800-1875 London texts (1.2B parameters, 90GB dataset) | 1 | [removed] | 2026-01-08T06:11:50 | https://www.reddit.com/r/LocalLLaMA/comments/1q746ct/training_an_llm_from_scratch_on_18001875_london/ | Remarkable-Trick-177 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q746ct | false | null | t3_1q746ct | /r/LocalLLaMA/comments/1q746ct/training_an_llm_from_scratch_on_18001875_london/ | false | false | self | 1 | null |
MCP setup finally worked after trying 3 different gateways | 1 | Was setting up Model Context Protocol for our team and it turned into a bigger problem than expected.
We're building internal tools where multiple devs need Claude to access our codebase, run git commands, query databases. Can't just give everyone direct MCP access - need centralized control over which tools are avail... | 2026-01-08T05:44:24 | https://www.reddit.com/r/LocalLLaMA/comments/1q73nz5/mcp_setup_finally_worked_after_trying_3_different/ | Less_Caregiver_1653 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q73nz5 | false | null | t3_1q73nz5 | /r/LocalLLaMA/comments/1q73nz5/mcp_setup_finally_worked_after_trying_3_different/ | false | false | self | 1 | null |
Training an LLM from scratch on 1800-1875 London texts (1.2B parameters, 90GB dataset) | 1 | [removed] | 2026-01-08T04:27:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q725t5/training_an_llm_from_scratch_on_18001875_london/ | Remarkable-Trick-177 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q725t5 | false | null | t3_1q725t5 | /r/LocalLLaMA/comments/1q725t5/training_an_llm_from_scratch_on_18001875_london/ | false | false | self | 1 | null |
Getting 30K tokens/sec on T4 with 14M MoE model - is this normal or am I bottlenecked? | 9 | I'm training a 14M parameter transformer (MoE architecture, 8 experts, top-2 routing) on a T4 GPU and getting around 30K tokens/sec with batch size 30 and gradient accumulation of 8.
I wrote custom CUDA kernels for RMSNorm, RoPE, and SwiGLU that show 3-5x speedup in isolated benchmarks, but they don't seem to make any... | 2026-01-08T04:15:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q71xc6/getting_30k_tokenssec_on_t4_with_14m_moe_model_is/ | RefrigeratorCalm9701 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q71xc6 | false | null | t3_1q71xc6 | /r/LocalLLaMA/comments/1q71xc6/getting_30k_tokenssec_on_t4_with_14m_moe_model_is/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': 'LE4Xp_GcMxjJFdgJLqY28L0ry4mQopejJOeji3h7wtA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/LE4Xp_GcMxjJFdgJLqY28L0ry4mQopejJOeji3h7wtA.png?width=108&crop=smart&auto=webp&s=7dbf1c91abfb786ce3c7177a3d33300aee88016b', 'width': 108}, {'height': 108, 'url': 'h... |
Dialogue Tree Search - MCTS-style tree search to find optimal dialogue paths (so you don't have to trial-and-error it yourself) | 320 | Hey all! I'm sharing an updated version of my MCTS-for-conversations project. Instead of generating single responses, it explores entire conversation trees to find dialogue strategies and prunes bad paths. I built it to help get better research directions for projects, but it can be used for anything
https://preview.r... | 2026-01-08T04:08:39 | https://www.reddit.com/r/LocalLLaMA/comments/1q71sbe/dialogue_tree_search_mctsstyle_tree_search_to/ | ManavTheWorld | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q71sbe | false | null | t3_1q71sbe | /r/LocalLLaMA/comments/1q71sbe/dialogue_tree_search_mctsstyle_tree_search_to/ | false | false | 320 | null | |
NVLink inactive V100 Sxm2 | 2 | Hello guys
I just purchased an Supermicro server from abroad and I found that 2 of of NVlinks are inactive, has any one encountered this and has any solutions /tips , thanks
https://preview.redd.it/neq29hrnv1cg1.png?width=684&format=png&auto=webp&s=526db4ef3d6441151293ce5dd3acf505ec4a07aa
| 2026-01-08T04:08:33 | https://www.reddit.com/r/LocalLLaMA/comments/1q71s8s/nvlink_inactive_v100_sxm2/ | LeastExperience1579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q71s8s | false | null | t3_1q71s8s | /r/LocalLLaMA/comments/1q71s8s/nvlink_inactive_v100_sxm2/ | false | false | 2 | null | |
Dialogue Tree Search - Open Source Project to Simulate and Select Best Conversation with Research Context | 1 | Hey all! I'm sharing an updated version of my MCTS-for-conversations project. Instead of generating single responses, it explores entire conversation trees to find dialogue strategies and prunes bad paths. I built it to help get better research directions for projects, but it can be used for anything
Github: [https://... | 2026-01-08T04:05:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q71q3w/dialogue_tree_search_open_source_project_to/ | ManavTheWorld | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q71q3w | false | null | t3_1q71q3w | /r/LocalLLaMA/comments/1q71q3w/dialogue_tree_search_open_source_project_to/ | false | false | self | 1 | null |
TV Show Silicon Valley before and after AI disrupts the industry | 0 | 2026-01-08T04:02:39 | DJAI9LAB | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q71nsu | false | null | t3_1q71nsu | /r/LocalLLaMA/comments/1q71nsu/tv_show_silicon_valley_before_and_after_ai/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '225ucn8lu1cg1', 'resolutions': [{'height': 114, 'url': 'https://preview.redd.it/225ucn8lu1cg1.jpeg?width=108&crop=smart&auto=webp&s=a4e27e7d50332fd596a6ccccb8f60a33e2f72e13', 'width': 108}, {'height': 228, 'url': 'https://preview.redd.it/225ucn8lu1cg1.jpeg?width=216&crop=smart&auto=... | ||
Any Good? | 3 | is this good for AI modelling? I hear there's a bios patch to enable. Anybody have the bios? On the fence to buy 4+ since I still have a couple mining boards. $79$ ?!!
[http://ebay.app-l.ink/MzJ8eXwgi4](http://ebay.app-l.ink/MzJ8eXwgi4)
https://preview.redd.it/g0adm3vmq1cg1.png?width=1600&format=png&auto=webp&s=c8eab... | 2026-01-08T03:44:12 | https://www.reddit.com/r/LocalLLaMA/comments/1q719k2/any_good/ | timber03 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q719k2 | false | null | t3_1q719k2 | /r/LocalLLaMA/comments/1q719k2/any_good/ | false | false | 3 | null | |
Using a 3060 12gb (64g normal ram), best local uncensored writing model? | 7 | I've been a writer for quite some time and i've decided to start to get into local LLMs, mainly because sometimes my muse is just dead and I need some help. I don't need a *fast* model. I'm perfectly happy to sit around and wait for a while (I've used 16gig models and while I wouldn't mind more speed, they're fine).
... | 2026-01-08T03:22:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q70t3h/using_a_3060_12gb_64g_normal_ram_best_local/ | Cartoonwhisperer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q70t3h | false | null | t3_1q70t3h | /r/LocalLLaMA/comments/1q70t3h/using_a_3060_12gb_64g_normal_ram_best_local/ | false | false | self | 7 | null |
frontend similar to Open WebUI that supports full OpenAI API? | 1 | I'm using Open WebUI as a frontend to my models on different servers. I can get an API key from Open WebUI and work with Emacs gptel and Roo Code, however, [continue.dev](http://continue.dev) doesn't seem to work because Open WebUI doesn't have the /api/completions endpoint.
Is there another web frontend that supports... | 2026-01-08T03:11:34 | https://www.reddit.com/r/LocalLLaMA/comments/1q70kfv/frontend_similar_to_open_webui_that_supports_full/ | irudog | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q70kfv | false | null | t3_1q70kfv | /r/LocalLLaMA/comments/1q70kfv/frontend_similar_to_open_webui_that_supports_full/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': '7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/7FTmwKM4TuCvaIMSlask76mRn8liFawdPuHJFSqPl9U.png?width=108&crop=smart&auto=webp&s=efe307f51ff2874b18960bc89ca5a18a1b551442', 'width': 108}, {'height': 113, 'url': 'h... |
Fara-7B (bartowski/microsoft_Fara-7B-GGUF Q4_K_L) gets stuck in a loop | 0 | 2026-01-08T03:07:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q70h46/fara7b_bartowskimicrosoft_fara7bgguf_q4_k_l_gets/ | tracagnotto | self.LocalLLaMA | 2026-01-08T03:19:32 | 0 | {} | 1q70h46 | false | null | t3_1q70h46 | /r/LocalLLaMA/comments/1q70h46/fara7b_bartowskimicrosoft_fara7bgguf_q4_k_l_gets/ | false | false | 0 | null | ||
I intuitively created a "perfect" heroine, but accidentally modeled a "Structural Black Hole" that AI can't even define with psychology. | 0 | Hi everyone, I'm a creator from Taiwan. My hobby is writing web novels with ChatGPT, and I often feed my plotlines and character behaviors into the AI for analysis.
For a long time, ChatGPT has evaluated my heroine, **Riri**, with a certain "alertness." It considers her extremely rare in ACG (Anime, Comic, and Games) ... | 2026-01-08T02:46:05 | https://www.reddit.com/r/LocalLLaMA/comments/1q6zzps/i_intuitively_created_a_perfect_heroine_but/ | Empty-Ruin7671 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q6zzps | false | null | t3_1q6zzps | /r/LocalLLaMA/comments/1q6zzps/i_intuitively_created_a_perfect_heroine_but/ | false | false | self | 0 | null |
Lead at Z ai wrote an article on Twitter, Z.ai 2025: Fueling the Path to AGI | 1 | 2026-01-08T02:38:44 | https://x.com/ZixuanLi_/status/2009083001716560209?s=20 | Difficult-Cap-7527 | x.com | 1970-01-01T00:00:00 | 0 | {} | 1q6zts7 | false | null | t3_1q6zts7 | /r/LocalLLaMA/comments/1q6zts7/lead_at_z_ai_wrote_an_article_on_twitter_zai_2025/ | false | false | default | 1 | null | |
Best practices for integrating multiple AI models into daily workflows? | 1 | I'm working on optimizing my AI-assisted workflow and would appreciate insights from those who've tackled similar challenges.
**Current situation:**
I'm using various AI models (Claude, GPT, Gemini) for different tasks, but the context switching and managing multiple subscriptions is becoming cumbersome.
**What I... | 2026-01-08T02:37:32 | https://www.reddit.com/r/LocalLLaMA/comments/1q6zst7/best_practices_for_integrating_multiple_ai_models/ | Plus_Valuable_4948 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q6zst7 | false | null | t3_1q6zst7 | /r/LocalLLaMA/comments/1q6zst7/best_practices_for_integrating_multiple_ai_models/ | false | false | self | 1 | null |
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