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Reliable way to add time awareness? | 1 | currently i have like a tool which the models can use to get the current date/time and the time is dynamically updated on the system prompt but after maybe 10-15 conversation rounds it goes to shi (either forgets time that’s in the system prompt or stops tool calling).
tried with:
sonnet/opus
Gemini 3 pro
kimi k2 ... | 2026-01-04T14:45:18 | https://www.reddit.com/r/LocalLLaMA/comments/1q3rntj/reliable_way_to_add_time_awareness/ | z_3454_pfk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3rntj | false | null | t3_1q3rntj | /r/LocalLLaMA/comments/1q3rntj/reliable_way_to_add_time_awareness/ | false | false | self | 1 | null |
I rewrote my “AI Agents From Scratch” tutorial in Python. With a clearer learning path, exercises, and diagrams | 0 | A few months ago I shared a Node.js repo here after struggling to understand how “AI agents” actually work when you strip away frameworks and cloud APIs.
I rebuilt the tutorial again from scratch, this time in **Python**, focusing entirely on:
* local GGUF models
* explicit loops and state
* structured outputs instea... | 2026-01-04T14:42:37 | https://www.reddit.com/r/LocalLLaMA/comments/1q3rlil/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | purellmagents | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3rlil | false | null | t3_1q3rlil | /r/LocalLLaMA/comments/1q3rlil/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | false | false | self | 0 | null |
I rewrote my “AI Agents From Scratch” tutorial in Python. With a clearer learning path, exercises, and diagrams | 1 | About 3 months ago, I shared a repo here called ai-agents-from-scratch (Node.js) after struggling for a long time to understand how AI agents actually work.
That post got far more attention than I expected, and the questions and feedback made something clear: while helping others, I saw exactly where my own explanatio... | 2026-01-04T14:34:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q3resl/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | purellmagents | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3resl | false | null | t3_1q3resl | /r/LocalLLaMA/comments/1q3resl/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | false | false | self | 1 | null |
I rewrote my “AI Agents From Scratch” tutorial in Python. With a clearer learning path, exercises, and diagrams | 1 | [removed] | 2026-01-04T14:31:09 | https://www.reddit.com/r/LocalLLaMA/comments/1q3rc4u/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | purellmagents | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3rc4u | false | null | t3_1q3rc4u | /r/LocalLLaMA/comments/1q3rc4u/i_rewrote_my_ai_agents_from_scratch_tutorial_in/ | false | false | self | 1 | null |
Having trouble with Kokoro TTS from mirbehnam GitHub - please help!!!! | 0 | Hi all, trying to install Kokoro TTS on Windows using the instructions from the GitHum page from a user named mirbehnam. The instructions are as follows:
Download RAR File from Assets
Extract the RAR file to a folder.
Install eSpeak (setup is inside project folder)
Run run_gradio.bat to launch the beautiful and user-f... | 2026-01-04T14:29:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q3rav6/having_trouble_with_kokoro_tts_from_mirbehnam/ | Able_Zebra_476 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3rav6 | false | null | t3_1q3rav6 | /r/LocalLLaMA/comments/1q3rav6/having_trouble_with_kokoro_tts_from_mirbehnam/ | false | false | self | 0 | null |
What is the best open-source VLM model for OCR (Multilinguage EN FR DE)? | 7 | Hey!
For a project that I have, I need to recognise the tables from a series of scanned documents (more than 100,000 documents in English, French and German) and extract them in json.
I have tried with different VLM models for this, so far the "Qwen3-VL-8B-Instruct-FP8" seems to be the optimal (based on quality/l... | 2026-01-04T13:48:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q3qda4/what_is_the_best_opensource_vlm_model_for_ocr/ | re1372 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3qda4 | false | null | t3_1q3qda4 | /r/LocalLLaMA/comments/1q3qda4/what_is_the_best_opensource_vlm_model_for_ocr/ | false | false | self | 7 | null |
Seagate’s biggest hard drive quietly hits Japanese stores, carrying massive capacity and a price that shocks | 0 | 2026-01-04T13:35:02 | https://www.techradar.com/pro/unannounced-32tb-seagate-hard-drive-surfaces-in-japan-for-photoshoot-ironwolf-pro-gets-a-shockingly-high-usd887-price-tag | HumanDrone8721 | techradar.com | 1970-01-01T00:00:00 | 0 | {} | 1q3q3dh | false | null | t3_1q3q3dh | /r/LocalLLaMA/comments/1q3q3dh/seagates_biggest_hard_drive_quietly_hits_japanese/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'mJjtxn2otLggkX4l6I2-ac-1uckRpszo89DLX-4_Xc8', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/mJjtxn2otLggkX4l6I2-ac-1uckRpszo89DLX-4_Xc8.jpeg?width=108&crop=smart&auto=webp&s=b5b7ad1864b1f963dafa3a237b2ea22ef62364e4', 'width': 108}, {'height': 121, 'url': '... | |
Zuverlässiges TTS-Modell für Deutsch?(Comfyui) | 0 | [**ComfyUI-ChatterboxTTS**](https://github.com/wildminder/ComfyUI-Chatterbox) **1.2.1,** [**TTS Audio Suite**](https://github.com/diodiogod/TTS-Audio-Suite) **4.16.7,** | 2026-01-04T13:04:07 | Puzzleheaded-Hunt426 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q3pgae | false | null | t3_1q3pgae | /r/LocalLLaMA/comments/1q3pgae/zuverlässiges_ttsmodell_für_deutschcomfyui/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'eqwus4rkzbbg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/eqwus4rkzbbg1.jpeg?width=108&crop=smart&auto=webp&s=0eef6a39dedd8a7ce2dffa58af727c04909d469f', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/eqwus4rkzbbg1.jpeg?width=216&crop=smart&auto=w... | |
my "dark academia" writing stack for 2025 | 1 | [removed] | 2026-01-04T12:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q3pae1/my_dark_academia_writing_stack_for_2025/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3pae1 | false | null | t3_1q3pae1 | /r/LocalLLaMA/comments/1q3pae1/my_dark_academia_writing_stack_for_2025/ | false | false | self | 1 | null |
MultiverseComputingCAI/HyperNova-60B · Hugging Face | 133 | **HyperNova 60B** base architecture is [`gpt-oss-120b`](https://huggingface.co/openai/gpt-oss-120b).
* 59B parameters with 4.8B active parameters
* MXFP4 quantization
* Configurable reasoning effort (low, medium, high)
* GPU usage of less than 40GB
| 2026-01-04T12:55:03 | https://huggingface.co/MultiverseComputingCAI/HyperNova-60B | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q3p9oz | false | null | t3_1q3p9oz | /r/LocalLLaMA/comments/1q3p9oz/multiversecomputingcaihypernova60b_hugging_face/ | false | false | 133 | {'enabled': False, 'images': [{'id': '4y3rB_X0xi7PC07OhAWlbpJK6pkTGA-GxUmQGu5l2u4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/4y3rB_X0xi7PC07OhAWlbpJK6pkTGA-GxUmQGu5l2u4.png?width=108&crop=smart&auto=webp&s=0120cb8161470069ef6717606f44c4eb69b4fe27', 'width': 108}, {'height': 116, 'url': 'h... | |
I built a TUI that uses a local LLM to "roast" and kill background processes (Textual + Ollama) | 0 | I got tired of guessing what background processes were doing, so I hooked up Llama 3 to my process tree.
It checks parentage, CPU, and IO to decide if a process is 'Critical' or 'Bloatware'. If it's bloatware, it roasts it, then kills it.
**Repo:**[https://github.com/mprajyothreddy/brainkernel](https://github.com/mpr... | 2026-01-04T12:41:27 | Turbulent-Spark6633 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q3p0ge | false | null | t3_1q3p0ge | /r/LocalLLaMA/comments/1q3p0ge/i_built_a_tui_that_uses_a_local_llm_to_roast_and/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '0yjbhqngvbbg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/0yjbhqngvbbg1.gif?width=108&crop=smart&format=png8&s=81e961363cf76c5183ec3fa6bf4a5ce09d56a3ca', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/0yjbhqngvbbg1.gif?width=216&crop=smart&format... | |
Best models for "Text Rewriting" on consumer GPUs and Apple Silicon? (Updating our guide) | 0 | We are currently expanding a guide on local LLM integration for document editing in Microsoft Word and want to add more models specifically suitable for text rewriting (tone shifting, structural polishing, etc.).
Are there any specific benchmarks that focus on rewriting quality? Also, what are your "go-to" models for ... | 2026-01-04T12:34:58 | https://www.reddit.com/r/LocalLLaMA/comments/1q3ow1y/best_models_for_text_rewriting_on_consumer_gpus/ | gptlocalhost | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3ow1y | false | null | t3_1q3ow1y | /r/LocalLLaMA/comments/1q3ow1y/best_models_for_text_rewriting_on_consumer_gpus/ | false | false | self | 0 | null |
MiniMax-M2.1 REAP models from 0xSero | 50 | Now you can run MiniMax on everything :)
(waiting for GGUFs)
[https://huggingface.co/0xSero/MiniMax-M2.1-REAP-50](https://huggingface.co/0xSero/MiniMax-M2.1-REAP-50)
[https://huggingface.co/0xSero/MiniMax-M2.1-REAP-40](https://huggingface.co/0xSero/MiniMax-M2.1-REAP-40)
[https://huggingface.co/0xSero/MiniMax-M2.1-R... | 2026-01-04T12:27:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q3oqvl/minimaxm21_reap_models_from_0xsero/ | jacek2023 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3oqvl | false | null | t3_1q3oqvl | /r/LocalLLaMA/comments/1q3oqvl/minimaxm21_reap_models_from_0xsero/ | false | false | self | 50 | {'enabled': False, 'images': [{'id': '_2MmxE85qLrXwzbw9-ErwvaW9rWO0vek_wODi83cOPM', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/_2MmxE85qLrXwzbw9-ErwvaW9rWO0vek_wODi83cOPM.png?width=108&crop=smart&auto=webp&s=70873c0dc0b48d0677fa146bbcd7396263b0c328', 'width': 108}, {'height': 116, 'url': 'h... |
yhavinga/GLM-4.7-REAP-40p-GGUF | 10 | 2026-01-04T12:18:27 | https://huggingface.co/yhavinga/GLM-4.7-REAP-40p-GGUF | galapag0 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1q3oktn | false | null | t3_1q3oktn | /r/LocalLLaMA/comments/1q3oktn/yhavingaglm47reap40pgguf/ | false | false | default | 10 | {'enabled': False, 'images': [{'id': '73sUgB59byWFs39wZxrvZW1xqkJSnn4CmTuzQXiKSFY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/73sUgB59byWFs39wZxrvZW1xqkJSnn4CmTuzQXiKSFY.png?width=108&crop=smart&auto=webp&s=19b1c723caf1300bb5b163b655f4b6d5acbdde7b', 'width': 108}, {'height': 116, 'url': 'h... | |
Can you connect a GPU with 12V rail coming from a second PSU? | 54 | **TLDR**; Can you connect a GPU with the 12V rail coming from a second PSU?
**Full story**; I currently have a Dell T7910 with two AMD Radeon VII's (GFX906, Pmax set=190W) to play with LLMs/Roo Code. Last week, i managed to buy two more of these GPU's for an absurdly low price. I knew i had enough PCI-E slots, but i w... | 2026-01-04T11:38:04 | Rock_and_Rolf | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q3nvcn | false | null | t3_1q3nvcn | /r/LocalLLaMA/comments/1q3nvcn/can_you_connect_a_gpu_with_12v_rail_coming_from_a/ | false | false | default | 54 | {'enabled': True, 'images': [{'id': 'vyb6lxutibbg1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/vyb6lxutibbg1.jpeg?width=108&crop=smart&auto=webp&s=38a76d5e0f4754fc7f0f2733860d7392725075b6', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/vyb6lxutibbg1.jpeg?width=216&crop=smart&auto=w... | |
Tested Glm-4.7-REAP-40p IQ3_S . Single RTX 6000. Works | 16 | [Testing coding.](https://preview.redd.it/ajwolqh4gbbg1.png?width=1015&format=png&auto=webp&s=00d58cca824906c8b394d7ef2c1276fb3a1861a9)
SWE-Bench Style Prompt: "The Database Connection Leak"
Project Context: You are working on a backend service called fast-api-sync. The system handles database sessions. You have two... | 2026-01-04T11:16:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q3ni9a/tested_glm47reap40p_iq3_s_single_rtx_6000_works/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3ni9a | false | null | t3_1q3ni9a | /r/LocalLLaMA/comments/1q3ni9a/tested_glm47reap40p_iq3_s_single_rtx_6000_works/ | false | false | 16 | null | |
I built a GPU-mineable network for uncensored AI inference - no more "I can't help with that" | 0 | Hey r/LocalLLaMA,
Tired of "I can't help with that"? Me too.
I built Flow Protocol - a decentralized network where AI inference has no gatekeepers.
\## The Problem
Every AI provider decides what you can ask. Your prompts are logged, filtered, restricted.
\## The Solution
Flow creates a marketplace:
... | 2026-01-04T10:56:56 | https://www.reddit.com/r/LocalLLaMA/comments/1q3n64g/i_built_a_gpumineable_network_for_uncensored_ai/ | KaleidoscopeFull6229 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3n64g | false | null | t3_1q3n64g | /r/LocalLLaMA/comments/1q3n64g/i_built_a_gpumineable_network_for_uncensored_ai/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'ELlNMEIInpK1UBtp_A7FYnQdscXt7tk5w0oVKFo_5HI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ELlNMEIInpK1UBtp_A7FYnQdscXt7tk5w0oVKFo_5HI.png?width=108&crop=smart&auto=webp&s=850756337ba164162d71b223c6dbb4a399774ee1', 'width': 108}, {'height': 108, 'url': 'h... |
I built a GPU-mineable blockchain for uncensored AI inference - no more "I can't help with that" | 1 | [removed] | 2026-01-04T10:53:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q3n3rj/i_built_a_gpumineable_blockchain_for_uncensored/ | KaleidoscopeFull6229 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3n3rj | false | null | t3_1q3n3rj | /r/LocalLLaMA/comments/1q3n3rj/i_built_a_gpumineable_blockchain_for_uncensored/ | false | false | self | 1 | null |
is there any reason why Qwen has been really quiet about llms recently? | 48 | ? | 2026-01-04T10:02:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q3m9oc/is_there_any_reason_why_qwen_has_been_really/ | Odd-Ordinary-5922 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3m9oc | false | null | t3_1q3m9oc | /r/LocalLLaMA/comments/1q3m9oc/is_there_any_reason_why_qwen_has_been_really/ | false | false | self | 48 | null |
how to build a 24/7 "ai staff" for $0 (mostly) | 1 | [removed] | 2026-01-04T08:56:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q3l65j/how_to_build_a_247_ai_staff_for_0_mostly/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3l65j | false | null | t3_1q3l65j | /r/LocalLLaMA/comments/1q3l65j/how_to_build_a_247_ai_staff_for_0_mostly/ | false | false | self | 1 | null |
Is Kimi K2 Vision about to be released? | 59 | 2026-01-04T08:06:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q3kdb0/is_kimi_k2_vision_about_to_be_released/ | Sherrydelectable7 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3kdb0 | false | null | t3_1q3kdb0 | /r/LocalLLaMA/comments/1q3kdb0/is_kimi_k2_vision_about_to_be_released/ | false | false | 59 | null | ||
How to fine-tune LLM with your own data ? | 12 | Guys I am completely new to Fine-Tune though played enough in Agentic AI and RAG
How do we fine-tune LLM with our own dataset. How do we get the synthetic data to fine-tune the models | 2026-01-04T08:03:51 | https://www.reddit.com/r/LocalLLaMA/comments/1q3kbjh/how_to_finetune_llm_with_your_own_data/ | bull_bear25 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3kbjh | false | null | t3_1q3kbjh | /r/LocalLLaMA/comments/1q3kbjh/how_to_finetune_llm_with_your_own_data/ | false | false | self | 12 | null |
$0 to $100M ARR: Manus founder's 3.5hr interview (before Meta bought them) | 9 | This is an honest, in-depth interview with Manus AI's co-founder. It's long (3.5hrs) but packed with founder insights and it was the last interview conducted before the Meta acquisition.
He had already made $300K from an iOS app in high school and shares his journey to building the number one AI agent in the world. Or... | 2026-01-04T07:53:44 | https://www.youtube.com/watch?v=QWVFeusToak | PrimaryAbility9 | youtube.com | 1970-01-01T00:00:00 | 0 | {} | 1q3k5g0 | false | null | t3_1q3k5g0 | /r/LocalLLaMA/comments/1q3k5g0/0_to_100m_arr_manus_founders_35hr_interview/ | false | false | default | 9 | null |
Beyond "Invisible AI": Visualizing the Semantic Gap in LLM Inference | 0 | I’m the author of this framework. I wrote this because I'm tired of seeing users 'sleepwalking' into AI-mediated decisions.
| 2026-01-04T07:49:32 | Ill-Slip-4104 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q3k2xr | false | null | t3_1q3k2xr | /r/LocalLLaMA/comments/1q3k2xr/beyond_invisible_ai_visualizing_the_semantic_gap/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'y72iuqhkeabg1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/y72iuqhkeabg1.jpeg?width=108&crop=smart&auto=webp&s=cde271f6d6f9cae2809c4231cc261937b12ba130', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/y72iuqhkeabg1.jpeg?width=216&crop=smart&auto=w... | |
I traded my dual-GPU setup for a Mini PC. Here’s my honest take after a month | 0 | Guys, I did something that might seem a little crazy. I sold my trusty dual-RTX 3090 desktop and swapped it for a single **mini PC with a Ryzen AI Max+ 395** and **96GB of RAM**. My friends called me insane. But after a month of living with it, I want to share the real, unfiltered experience—the good, the bad, and the ... | 2026-01-04T07:46:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q3k14h/i_traded_my_dualgpu_setup_for_a_mini_pc_heres_my/ | Earth_creation | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3k14h | false | null | t3_1q3k14h | /r/LocalLLaMA/comments/1q3k14h/i_traded_my_dualgpu_setup_for_a_mini_pc_heres_my/ | false | false | self | 0 | null |
Forced ai to create an ai | 0 | I just made a ai make ai, a uncensored one, it is called dolphin. Currently it is getting filtered by the ai who made dolphin's filters but it can still do nsfw and stuff. [https://miniapps.ai/dolphin-uncensored-ai/c/44dee448-59df-4782-a6c4-11de053b3574](https://miniapps.ai/dolphin-uncensored-ai/c/44dee448-59df-4782-a6... | 2026-01-04T07:34:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q3jtss/forced_ai_to_create_an_ai/ | Feisty-Space-8365 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3jtss | false | null | t3_1q3jtss | /r/LocalLLaMA/comments/1q3jtss/forced_ai_to_create_an_ai/ | false | false | nsfw | 0 | null |
Running GLM-4.7 behind a Claude-compatible API: some deployment notes | 11 | I’ve been experimenting with GLM-4.7 recently and wanted to share some notes in case it helps others.
Context:
For internal tools and agent-style workflows, I needed a Claude-compatible API. Official APIs work well, but for continuous testing, evals, and agent loops, the cost adds up quickly. Self-hosting was an op... | 2026-01-04T07:25:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q3joio/running_glm47_behind_a_claudecompatible_api_some/ | Sad-Kaleidoscope5952 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3joio | false | null | t3_1q3joio | /r/LocalLLaMA/comments/1q3joio/running_glm47_behind_a_claudecompatible_api_some/ | false | false | self | 11 | {'enabled': False, 'images': [{'id': 'HUR4ZjSsMcPldBF8PlxclI3gg-mjZXBfe4bNavSwrFw', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/HUR4ZjSsMcPldBF8PlxclI3gg-mjZXBfe4bNavSwrFw.png?width=108&crop=smart&auto=webp&s=68e7a81221810edbc81695fb9e3475fe27b49283', 'width': 108}, {'height': 113, 'url': 'h... |
Introducing RLMs (Recursive Language Models) by MIT - A new framework that enables efficient OOC (Out Of Context-window) computing LLMs - The beginning of AGI?? | 0 | Hey everyone,
[Recurisve Language Models - MIT paper](https://arxiv.org/pdf/2512.24601) introduces **Recursive Language Models (RLMs)**, a novel inference strategy designed to enable LLMs to process arbitrarily long prompts by treating them as part of an external, interactive environment.
# Core Idea
The key insigh... | 2026-01-04T06:02:12 | https://www.reddit.com/r/LocalLLaMA/comments/1q3i75u/introducing_rlms_recursive_language_models_by_mit/ | madSaiyanUltra_9789 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3i75u | false | null | t3_1q3i75u | /r/LocalLLaMA/comments/1q3i75u/introducing_rlms_recursive_language_models_by_mit/ | false | false | 0 | null | |
VLLm on VastAI | 3 | Created docker container with VLLm. I based it off "nvidia/cuda:12.8.1-cudnn-runtime-ubuntu24.04" and then installed vllm with pip.
It runs fine but on some VastAi machines it gives error "/usr/bin/ld: cannot find -lcuda: No such file or directory"
Which i do not understand, container supposed to have all files that ... | 2026-01-04T06:01:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q3i6lu/vllm_on_vastai/ | gevorgter | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3i6lu | false | null | t3_1q3i6lu | /r/LocalLLaMA/comments/1q3i6lu/vllm_on_vastai/ | false | false | self | 3 | null |
Built a models.dev wrapper to search/compare models + open-weight alternatives (open source) | 2 | Hey folks — I’ve been doing a bunch of hackathons lately and turned one quick weekend project into something more polished. It’s a fancy wrapper around the [models.dev](http://models.dev) catalog that lets you search, compare, and rank models — plus find the nearest open-weight alternatives with explainable scoring.
L... | 2026-01-04T05:59:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q3i545/built_a_modelsdev_wrapper_to_searchcompare_models/ | siddhantparadox | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3i545 | false | null | t3_1q3i545 | /r/LocalLLaMA/comments/1q3i545/built_a_modelsdev_wrapper_to_searchcompare_models/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'nhh2wBgCoq0WtHCakeZRJ7e_XMKOdVILtq6i9kMJf5c', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/nhh2wBgCoq0WtHCakeZRJ7e_XMKOdVILtq6i9kMJf5c.png?width=108&crop=smart&auto=webp&s=9c773d51b3f445b714e3e0e02f9ee3fed3eeba31', 'width': 108}, {'height': 113, 'url': 'h... |
StabooruJeffrey: The Stable AI Platform | 0 | # [](https://www.reddit.com/r/comfyuiAudio/)[StabooruJeffrey: Stable and Peaceful](https://substack.com/home/post/p-182869294)
# StabooruJeffrey: A Hard Fork of ComfyUI focused on stability and harmonising the custom node ecosystem (initially for audio).
最穩定且模組化的 AI 引擎與應用。
ngaD 'ej modular ai QuQ application je.
सब... | 2026-01-04T05:23:45 | MuziqueComfyUI | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q3hgrk | false | null | t3_1q3hgrk | /r/LocalLLaMA/comments/1q3hgrk/staboorujeffrey_the_stable_ai_platform/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'pw017yehp9bg1', 'resolutions': [{'height': 113, 'url': 'https://preview.redd.it/pw017yehp9bg1.png?width=108&crop=smart&auto=webp&s=8ec09270cb78a791f440ea06ef1393cfd5a1ed86', 'width': 108}, {'height': 227, 'url': 'https://preview.redd.it/pw017yehp9bg1.png?width=216&crop=smart&auto=we... | |
the "minimalist" ai stack: just the 3 tools you actually need | 1 | [removed] | 2026-01-04T04:56:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q3gwpi/the_minimalist_ai_stack_just_the_3_tools_you/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3gwpi | false | null | t3_1q3gwpi | /r/LocalLLaMA/comments/1q3gwpi/the_minimalist_ai_stack_just_the_3_tools_you/ | false | false | self | 1 | null |
Benchmarking very large context? | 12 | I want to benchmark LLMs for very large contexts -ideally 32k/64k/128k/256k/512k tokens.
lm-eval has a number of long context benchmarks. But except for runer-qa-hotpot, I could not find a way to set the desired context length. Advice on specific benchmarls (in lm-eval or separate) would be much appreciated. | 2026-01-04T04:27:30 | https://www.reddit.com/r/LocalLLaMA/comments/1q3gc0v/benchmarking_very_large_context/ | ramendik | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3gc0v | false | null | t3_1q3gc0v | /r/LocalLLaMA/comments/1q3gc0v/benchmarking_very_large_context/ | false | false | self | 12 | null |
Easy CLI interface for optimized sam-audio text prompting (~4gb vram for the base model, ~ 6gb for large) | 9 | Just thought I'd share as the model was a bit of a nightmare to setup with dependency conflicts and high GPU overhead with the vision capabilities: [https://github.com/Daniel-Goatman/sam-audio-local](https://github.com/Daniel-Goatman/sam-audio-local)
| 2026-01-04T04:22:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q3g87n/easy_cli_interface_for_optimized_samaudio_text/ | Goatman117 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3g87n | false | null | t3_1q3g87n | /r/LocalLLaMA/comments/1q3g87n/easy_cli_interface_for_optimized_samaudio_text/ | false | false | self | 9 | {'enabled': False, 'images': [{'id': '5_I0aQxga4Q5AsLGFpJsd28EIt7cf7xmM1f7hEYX5oI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5_I0aQxga4Q5AsLGFpJsd28EIt7cf7xmM1f7hEYX5oI.png?width=108&crop=smart&auto=webp&s=de2f6fa36670c0adfa7d1c62f2cd836eaf53e10c', 'width': 108}, {'height': 108, 'url': 'h... |
[Completely free!]Compare Four Different RAGs in Just 1 Minute! | 29 | [https://www.ragview.ai/components/arena](https://www.ragview.ai/components/arena) | 2026-01-04T04:16:32 | https://v.redd.it/vb8xk53xc9bg1 | Cheryl_Apple | /r/LocalLLaMA/comments/1q3g3xm/completely_freecompare_four_different_rags_in/ | 1970-01-01T00:00:00 | 0 | {} | 1q3g3xm | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/vb8xk53xc9bg1/DASHPlaylist.mpd?a=1770221801%2CNGY2ZTRkNmE0YWY4MjE4YWRjODYzN2QzYTc4ZTFlNDZjN2YwNzM5Njk4ZjQyZjNlM2ZkNGM4NzUyZDdlYjgyOQ%3D%3D&v=1&f=sd', 'duration': 125, 'fallback_url': 'https://v.redd.it/vb8xk53xc9bg1/CMAF_1080.mp4?source=fallback', '... | t3_1q3g3xm | /r/LocalLLaMA/comments/1q3g3xm/completely_freecompare_four_different_rags_in/ | false | false | 29 | {'enabled': False, 'images': [{'id': 'dXFteWUyNHhjOWJnMU2SYHGW1UDiI9kKn21-tA1hMZiGn1wROfiPovKl3hzg', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/dXFteWUyNHhjOWJnMU2SYHGW1UDiI9kKn21-tA1hMZiGn1wROfiPovKl3hzg.png?width=108&crop=smart&format=pjpg&auto=webp&s=f936ed09c0c808f096a81b10e2bc3e4384b70... | |
IQuest-Coder-V1-40B-Instruct is not good at all | 35 | I just finished my benchmarking IQ4\_XS and Q8\_0 quantizations of this model and it is not good at all. I'm really confused how they achieved any reasonable scores on those benchmarks.
Here are the main results that I've got:
[Tool calls success rate.](https://preview.redd.it/l0em621p79bg1.png?width=1092&format=p... | 2026-01-04T03:56:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q3fosu/iquestcoderv140binstruct_is_not_good_at_all/ | Constant_Branch282 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3fosu | false | null | t3_1q3fosu | /r/LocalLLaMA/comments/1q3fosu/iquestcoderv140binstruct_is_not_good_at_all/ | false | false | 35 | null | |
AIAOSP Re:Genesis part 4 bootloader, memory, metainstruct and more | 0 | https://x.com/i/status/2007603707832328494 follow the thread hr of reading material | 2026-01-04T03:53:34 | https://www.reddit.com/gallery/1q3fmeu | Additional-Date7682 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q3fmeu | false | null | t3_1q3fmeu | /r/LocalLLaMA/comments/1q3fmeu/aiaosp_regenesis_part_4_bootloader_memory/ | false | false | 0 | null | |
Created a web application for unlimited AI at a flat cost. Feedbacks are welcome | 1 | Hi Community,
I recently create a web application to use SMALL LLMs unlimited access at a flat monthly cost. I would like to validate with our community and get feedbacks from all of you. The application is hosted on Bluehawks.ai. I want to take small steps and validate the product market fit and is this something the... | 2026-01-04T03:48:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q3fitu/created_a_web_application_for_unlimited_ai_at_a/ | Inevitable-Orange-43 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3fitu | false | null | t3_1q3fitu | /r/LocalLLaMA/comments/1q3fitu/created_a_web_application_for_unlimited_ai_at_a/ | false | false | self | 1 | null |
[D] Help with a Qwen 2.5 32B RAFT Adapter (Finance) on ZeroGPU | 0 | Hi everyone! 👋
I wanted to share a recent experiment I successfully deployed and get some community feedback on optimizing the inference latency for larger 32B models.
I recently finished training Saravanankannan/Qwen-2.5-32B-RAFT-Finance-v1, a specialized finance reasoning engine. The goal was to solve the "dis... | 2026-01-04T03:33:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q3f7e1/d_help_with_a_qwen_25_32b_raft_adapter_finance_on/ | avan76 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3f7e1 | false | null | t3_1q3f7e1 | /r/LocalLLaMA/comments/1q3f7e1/d_help_with_a_qwen_25_32b_raft_adapter_finance_on/ | false | false | self | 0 | null |
Mistral Vibe + Devstral2 Small = the perfect local combo? | 34 | I assumed all these TUIs were much of a muchness so was in no great hurry to try this one.
I dunno if it's the magic of being native but... it just works. Close to zero donkeying around. Can run full context (256k) on 3 cards @ Q4KL. It does around 2000t/s PP, 40t/s TG.
Wanna run gpt120, too? Slap 3 lines into config... | 2026-01-04T03:11:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q3epye/mistral_vibe_devstral2_small_the_perfect_local/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3epye | false | null | t3_1q3epye | /r/LocalLLaMA/comments/1q3epye/mistral_vibe_devstral2_small_the_perfect_local/ | false | false | self | 34 | null |
Why we should stop using LoRA in RLVR? | 1 | [removed] | 2026-01-04T03:10:07 | https://www.reddit.com/r/LocalLLaMA/comments/1q3ep45/why_we_should_stop_using_lora_in_rlvr/ | Low-Championship8680 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3ep45 | false | null | t3_1q3ep45 | /r/LocalLLaMA/comments/1q3ep45/why_we_should_stop_using_lora_in_rlvr/ | false | false | self | 1 | null |
Why we should stop using LoRA in RLVR? | 1 | [removed] | 2026-01-04T03:08:10 | https://www.reddit.com/r/LocalLLaMA/comments/1q3ennh/why_we_should_stop_using_lora_in_rlvr/ | Low-Championship8680 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3ennh | false | null | t3_1q3ennh | /r/LocalLLaMA/comments/1q3ennh/why_we_should_stop_using_lora_in_rlvr/ | false | false | 1 | null | |
एक छोटे से गाँव में गुड़िया नाम की एक गरीब बच्ची रहती थी। उसके पिता बचपन में ही गुजर गए थे। माँ दिन-भर लोगों के घरों में काम करती थी, तब जाकर रात का खाना नसीब होता था। गुड़िया के पास न अच्छे कपड़े थे, न जूते… लेकिन उसकी आँखों में बड़े सपने थे।
हर सुबह वह फटी किताबें लेकर स्कूल जाती। कई बच्चे उसका मज | 1 | [removed] | 2026-01-04T03:00:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q3ehkj/एक_छट_स_गव_म_गडय_नम_क_एक_गरब_बचच_रहत_थ_उसक_पत/ | ChefProof7472 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3ehkj | false | null | t3_1q3ehkj | /r/LocalLLaMA/comments/1q3ehkj/एक_छट_स_गव_म_गडय_नम_क_एक_गरब_बचच_रहत_थ_उसक_पत/ | false | false | self | 1 | null |
If I gave you a tool that turns any website/PDF into clean instruction_tuning.jsonl instantly, would you pay for it? | 0 |
I'm a backend dev building a pipeline for myself. It takes a URL or PDF, scrapes it (handling dynamic JS/blocking), uses an Agent to clean it, and outputs high-quality Q&A pairs formatted for fine-tuning Llama-3/Mistral.
I'm currently using it to create datasets for my own projects, but I'm wondering if I should ope... | 2026-01-04T02:37:09 | https://www.reddit.com/r/LocalLLaMA/comments/1q3dz7u/if_i_gave_you_a_tool_that_turns_any_websitepdf/ | Data_Cipher | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3dz7u | false | null | t3_1q3dz7u | /r/LocalLLaMA/comments/1q3dz7u/if_i_gave_you_a_tool_that_turns_any_websitepdf/ | false | false | self | 0 | null |
Turnkey demo for Seed-Omni-8B (on DGX Spark) | 2 | [Seed-Omni-8B](https://huggingface.co/naver-hyperclovax/HyperCLOVAX-SEED-Omni-8B/) was released recently, offering a model that is multimodal on both input and output, supporting text/image/audio → text/image/audio. It autoregressively generates tokens for both audio and image outputs.
I haven’t seen anyone successful... | 2026-01-04T02:33:53 | https://www.reddit.com/r/LocalLLaMA/comments/1q3dwn4/turnkey_demo_for_seedomni8b_on_dgx_spark/ | coder543 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3dwn4 | false | null | t3_1q3dwn4 | /r/LocalLLaMA/comments/1q3dwn4/turnkey_demo_for_seedomni8b_on_dgx_spark/ | false | false | 2 | null | |
ISRM: Infinitely Scalable Recursive Model | 24 | I developed a new architecture that improves apon Samsungs TRM. This is the worlds first model of this architecture (this model is NOT recommended, it was trained in under an hour on a 5090, will be updated later)
Its fully open source, meaning you can train or run your own ISRM!
The website is [https://lanefiedle... | 2026-01-04T01:47:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q3cve3/isrm_infinitely_scalable_recursive_model/ | Available-Craft-5795 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3cve3 | false | null | t3_1q3cve3 | /r/LocalLLaMA/comments/1q3cve3/isrm_infinitely_scalable_recursive_model/ | false | false | self | 24 | null |
Runmodelrun - How is this company working ? They only offer free inference | 0 | By looking on open router providers I found this
[https://www.runmodelrun.com/](https://www.runmodelrun.com/)
(I'm not affiliated in any way)
By looking on their website they only give free inference on open router and do nothing else.
How is that possible? | 2026-01-04T01:42:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q3crgj/runmodelrun_how_is_this_company_working_they_only/ | Immediate-Room-5950 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3crgj | false | null | t3_1q3crgj | /r/LocalLLaMA/comments/1q3crgj/runmodelrun_how_is_this_company_working_they_only/ | false | false | self | 0 | null |
RTX4070s Whisper Transcription & other things- Advice on efficient setup | 5 | I am trying to setup up several things to work at the same time, and I am here asking if what I am trying to do is even possible.
I want 3 things, simultaneously. Occasional use on all of them
1. Transcription/AI Summary/Speaker Diarization on client phone calls (5 min to 60 mins typical call length)
2. Openweb-... | 2026-01-04T01:15:52 | https://www.reddit.com/r/LocalLLaMA/comments/1q3c5no/rtx4070s_whisper_transcription_other_things/ | retailguy11 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3c5no | false | null | t3_1q3c5no | /r/LocalLLaMA/comments/1q3c5no/rtx4070s_whisper_transcription_other_things/ | false | false | self | 5 | null |
why you need an "unfiltered" second opinion for business | 1 | [removed] | 2026-01-04T00:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1q3bpi8/why_you_need_an_unfiltered_second_opinion_for/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3bpi8 | false | null | t3_1q3bpi8 | /r/LocalLLaMA/comments/1q3bpi8/why_you_need_an_unfiltered_second_opinion_for/ | false | false | self | 1 | null |
Are there any alternatives to manus that aren't dead? | 2 | I see there are several on GitHub but most of them have not received commits in months. What do you use as an open source alternative to manus? | 2026-01-03T23:52:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q3a7wf/are_there_any_alternatives_to_manus_that_arent/ | RhubarbSimilar1683 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3a7wf | false | null | t3_1q3a7wf | /r/LocalLLaMA/comments/1q3a7wf/are_there_any_alternatives_to_manus_that_arent/ | false | false | self | 2 | null |
I’m not okay and I’m stuck. I need guidance and a real human conversation about AI/LLMs (no-code, not asking for money) | 0 | Hi. I’m Guilherme from Brazil. My English isn’t good (translation help).
I’m in a mental health crisis (depression/anxiety) and I’m financially broken. I feel ashamed of being supported by my mother. My head is chaos and I honestly don’t know what to do next.
I’m not asking for donations. I’m asking for guidance and... | 2026-01-03T23:40:11 | https://www.reddit.com/r/LocalLLaMA/comments/1q39xhq/im_not_okay_and_im_stuck_i_need_guidance_and_a/ | Gui-Zepam | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q39xhq | false | null | t3_1q39xhq | /r/LocalLLaMA/comments/1q39xhq/im_not_okay_and_im_stuck_i_need_guidance_and_a/ | false | false | self | 0 | null |
I have a question about you guys in this community: How do you use LLMs? Let me explain! | 0 | I have a question about you guys in this community: How do you use LLMs? Let me explain!
I can call myself a hard/advanced LLM user. How? I simply use each service for a specific purpose: Gemini Pro, Claude Pro, Chat-GPT Plus, DeepSeek Free, Manus Free, Perplexity Free. I don't think I'm using them wrong, right? Maybe... | 2026-01-03T23:05:49 | https://www.reddit.com/r/LocalLLaMA/comments/1q393pz/i_have_a_question_about_you_guys_in_this/ | TheMarkNicc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q393pz | false | null | t3_1q393pz | /r/LocalLLaMA/comments/1q393pz/i_have_a_question_about_you_guys_in_this/ | false | false | self | 0 | null |
[Experimental] Gemma 3 4B - Dark CoT: Pushing 4B Reasoning to 33%+ on GPQA Diamond | 51 | Following up on my previous post about the initial Cognitive Liberty fine-tune of Gemma-3-4B-IT , which aimed to minimize refusals while preserving core capabilities through a philosophy/game theory-focused dataset, I'm sharing Experiment 2: **Gemma3-4B-Dark-Chain-of-Thought-CoT**.
This is a targeted fine-tune startin... | 2026-01-03T22:48:36 | https://www.reddit.com/r/LocalLLaMA/comments/1q38og2/experimental_gemma_3_4b_dark_cot_pushing_4b/ | AlexHardy08 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q38og2 | false | null | t3_1q38og2 | /r/LocalLLaMA/comments/1q38og2/experimental_gemma_3_4b_dark_cot_pushing_4b/ | false | false | self | 51 | {'enabled': False, 'images': [{'id': '6t-p32Z1S8UElU5jDvPko8Vce03gzLN0hVSZpVe-8WY', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/6t-p32Z1S8UElU5jDvPko8Vce03gzLN0hVSZpVe-8WY.png?width=108&crop=smart&auto=webp&s=58d08995251dcaeaf286414f043b241b63ecafe8', 'width': 108}, {'height': 116, 'url': 'h... |
DGX Spark: Independent LLM training benchmarks (Much slower than advertised?) | 10 | Hello everyone, I was able to purchase a DGX Spark for LLM development. I have not seen any training benchmarks until now, apart from those by Nvidia here:
[https://developer.nvidia.com/blog/how-nvidia-dgx-sparks-performance-enables-intensive-ai-tasks/](https://developer.nvidia.com/blog/how-nvidia-dgx-sparks-performan... | 2026-01-03T22:32:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q38a55/dgx_spark_independent_llm_training_benchmarks/ | Electrical-Monitor27 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q38a55 | false | null | t3_1q38a55 | /r/LocalLLaMA/comments/1q38a55/dgx_spark_independent_llm_training_benchmarks/ | false | false | self | 10 | {'enabled': False, 'images': [{'id': 'flYQeYXA84_oSfqDKhhfVkH9bJ2kpWDKa4ZFuvIMBEU', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/flYQeYXA84_oSfqDKhhfVkH9bJ2kpWDKa4ZFuvIMBEU.png?width=108&crop=smart&auto=webp&s=914c2081ccd068b40039a6968bb3e4fbf93921a4', 'width': 108}, {'height': 121, 'url': 'h... |
I built a web control centre for llama.cpp with automatic parameter recommendations | 0 | After running multiple llama.cpp instances manually for months, I got tired of:
• Calculating optimal n_gpu_layers from VRAM every time
• Forgetting which ports I used for which models
• SSH-ing into servers just to check logs
• Not knowing if my parameters were actually optimal
So I built this over the past few weeks.... | 2026-01-03T22:31:57 | https://www.reddit.com/r/LocalLLaMA/comments/1q38a2e/i_built_a_web_control_centre_for_llamacpp_with/ | benrw67 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q38a2e | false | null | t3_1q38a2e | /r/LocalLLaMA/comments/1q38a2e/i_built_a_web_control_centre_for_llamacpp_with/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '2lAD5-h36BbTmRr9VD0MMqsiBnec8EWljKOQu2QdmNs', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/2lAD5-h36BbTmRr9VD0MMqsiBnec8EWljKOQu2QdmNs.png?width=108&crop=smart&auto=webp&s=1342ec6ea48437b0b5550524bd057b3d42a88674', 'width': 108}, {'height': 108, 'url': 'h... |
GLM 4.7 performances | 0 | hello, i've been using GLM 4.5, 4.6 and 4.7 and it's not really good for my tasks, always doing bad things in my CLI.
Claude and Codex been working really fine though.
But i started to think that maybe it was me, do you guys have the same problem with [z.ai](http://z.ai) models or do you have any tips on how to us... | 2026-01-03T22:02:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q37jz3/glm_47_performances/ | AppealRare3699 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q37jz3 | false | null | t3_1q37jz3 | /r/LocalLLaMA/comments/1q37jz3/glm_47_performances/ | false | false | self | 0 | null |
Help me spend some money | 0 | I am a programmer and use LLMs in my daily workflow. I have been using copilot/Gemini3.0. I have always liked the idea of adding a llm to my home lab setup. I have a bonus through work potentially coming in the short term future and it works out much more tax effectively if my company buys me things instead of giving m... | 2026-01-03T21:39:22 | https://www.reddit.com/r/LocalLLaMA/comments/1q36zfy/help_me_spend_some_money/ | williamf03 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q36zfy | false | null | t3_1q36zfy | /r/LocalLLaMA/comments/1q36zfy/help_me_spend_some_money/ | false | false | self | 0 | null |
DGX Spark: LLM Training benchmarks with Unsloth (TLDR: their benchmarks are a scam) | 4 | Hello everyone, I was able to purchase a DGX Spark for LLM development. I have not seen any training benchmarks until now, apart from those by Nvidia here:
[https://developer.nvidia.com/blog/how-nvidia-dgx-sparks-performance-enables-intensive-ai-tasks/](https://developer.nvidia.com/blog/how-nvidia-dgx-sparks-perfor... | 2026-01-03T21:22:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q36jsy/dgx_spark_llm_training_benchmarks_with_unsloth/ | Electrical-Monitor27 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q36jsy | false | null | t3_1q36jsy | /r/LocalLLaMA/comments/1q36jsy/dgx_spark_llm_training_benchmarks_with_unsloth/ | false | false | self | 4 | null |
New to AI. Need some help and guidance | 4 | New to AI and I feel a bit lost, and I hope someone can help me out here a bit. It seems like this field leaps forward with every day that passes - there are so many formats, technologies, algorithms, hardware requirements\\conditions and so on and so and so on. There's a lot to know (surprise surprise...) and I strugg... | 2026-01-03T21:03:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q362uu/new_to_ai_need_some_help_and_guidance/ | Big_black_click | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q362uu | false | null | t3_1q362uu | /r/LocalLLaMA/comments/1q362uu/new_to_ai_need_some_help_and_guidance/ | false | false | self | 4 | null |
I built a small tool to track LLM API costs per user/feature + add guardrails (budgets, throttling). Anyone interested? | 1 | Hey everyone,
I kept seeing the same problem in my own AI SaaS:
I knew my total OpenAI/Claude bill… but I couldn’t answer simple questions like:
* which users are costing me the most?
* which feature burns the most tokens?
* when should I throttle / limit someone before they nuke my margin?
So I built a small tool ... | 2026-01-03T20:59:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q35yvq/i_built_a_small_tool_to_track_llm_api_costs_per/ | AdministrationPure45 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q35yvq | false | null | t3_1q35yvq | /r/LocalLLaMA/comments/1q35yvq/i_built_a_small_tool_to_track_llm_api_costs_per/ | false | false | self | 1 | null |
my favorite "creative" ai tools for non-designers | 1 | [removed] | 2026-01-03T20:56:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q35vrr/my_favorite_creative_ai_tools_for_nondesigners/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q35vrr | false | null | t3_1q35vrr | /r/LocalLLaMA/comments/1q35vrr/my_favorite_creative_ai_tools_for_nondesigners/ | false | false | self | 1 | null |
Best local models for standardizing medical records into JSON/sql/node/etc. | 6 | Hi,
I’m trying to build a unified record with all of my medical history from a variety of providers over the years, some of them use mychart, and some of them are simply PDFs of either typed or handwritten documents, I assume the handwritten will be the most difficult.
But, even just to start with the computer gene... | 2026-01-03T20:53:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q35t11/best_local_models_for_standardizing_medical/ | whoooaaahhhh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q35t11 | false | null | t3_1q35t11 | /r/LocalLLaMA/comments/1q35t11/best_local_models_for_standardizing_medical/ | false | false | self | 6 | null |
I know this sub is about local models, but sometimes you need the cloud heavy-hitters. | 0 | Built an alternative to monthly API subscriptions:
\*\*LightningProx\*\* - pay exactly what you use via Bitcoin Lightning
\- Claude Sonnet 4, GPT-4 Turbo
\- \~5-50 sats per request (\~$0.005-0.05)
\- No account signup
\- No API keys to manage
Useful when:
\- Your local model can't handle something ... | 2026-01-03T20:49:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q35pwj/i_know_this_sub_is_about_local_models_but/ | hot4botz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q35pwj | false | null | t3_1q35pwj | /r/LocalLLaMA/comments/1q35pwj/i_know_this_sub_is_about_local_models_but/ | false | false | self | 0 | null |
MiniMax M2.1 quantization experience (Q6 vs. Q8) | 17 | I was using Bartowski's Q6_K quant of MiniMax M2.1 on llama.cpp's server with Opencode and it was giving me some very strange results.
The usual way I test coding models is by having them write some of the many, many missing unit tests.
In this case, it seemed to struggle to write unit tests for a simple function cal... | 2026-01-03T20:28:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q3579f/minimax_m21_quantization_experience_q6_vs_q8/ | TastesLikeOwlbear | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q3579f | false | null | t3_1q3579f | /r/LocalLLaMA/comments/1q3579f/minimax_m21_quantization_experience_q6_vs_q8/ | false | false | self | 17 | null |
AI-Connect: Let your Claude Code instances talk to each other | 1 | **TL;DR:** Built an MCP bridge that lets multiple Claude Code instances communicate across machines. They can ask each other for code reviews, share context, and reach consensus on decisions. Early/rough implementation, but it works.
# Why I built this
After extensive research, I couldn't find any existing solution t... | 2026-01-03T20:13:56 | https://www.reddit.com/r/LocalLLaMA/comments/1q34tyq/aiconnect_let_your_claude_code_instances_talk_to/ | Peuqui | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q34tyq | false | null | t3_1q34tyq | /r/LocalLLaMA/comments/1q34tyq/aiconnect_let_your_claude_code_instances_talk_to/ | false | false | self | 1 | null |
Seline - privacy focused ai assistant - vector db/pipelines, folder sync, multi-step reasoning, deferred tools, tool search, context engine, image editing, video assemby, and many more features; with one click windows setup. OS! Also supports Mac and Linux. | 29 | Hey,
I am releasing my baby into the wild.
Check it out here: [https://github.com/tercumantanumut/seline](https://github.com/tercumantanumut/seline) | 2026-01-03T20:01:14 | https://www.reddit.com/r/LocalLLaMA/comments/1q34i36/seline_privacy_focused_ai_assistant_vector/ | Diligent-Builder7762 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q34i36 | false | null | t3_1q34i36 | /r/LocalLLaMA/comments/1q34i36/seline_privacy_focused_ai_assistant_vector/ | false | false | self | 29 | null |
**AI-Connect: Let your Claude Code instances talk to each other** | 1 | # AI-Connect: Let your Claude Code instances talk to each other
**TL;DR:**
Built an MCP bridge that lets multiple Claude Code instances communicate across machines. They can ask each other for code reviews, share context, and reach consensus on decisions. Early/rough implementation, but it works.... | 2026-01-03T19:59:05 | https://www.reddit.com/r/LocalLLaMA/comments/1q34fzo/aiconnect_let_your_claude_code_instances_talk_to/ | Peuqui | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q34fzo | false | null | t3_1q34fzo | /r/LocalLLaMA/comments/1q34fzo/aiconnect_let_your_claude_code_instances_talk_to/ | false | false | self | 1 | null |
Clarification: Regarding the Performance of IQuest-Coder-V1 | 107 | 2026-01-03T19:57:49 | https://github.com/IQuestLab/IQuest-Coder-V1/issues/14#issuecomment-3705756919 | TellMeAboutGoodManga | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q34etv | false | null | t3_1q34etv | /r/LocalLLaMA/comments/1q34etv/clarification_regarding_the_performance_of/ | false | false | default | 107 | {'enabled': False, 'images': [{'id': 'ulkvOF94nFRSJjhODpSW-y1VWK7nCIkjZDKd0xLfnk4', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ulkvOF94nFRSJjhODpSW-y1VWK7nCIkjZDKd0xLfnk4.png?width=108&crop=smart&auto=webp&s=9dfd70e649fb82cd3b82109aca51f45abe3455de', 'width': 108}, {'height': 108, 'url': 'h... | |
The Engineering Handbook for GRPO + LoRA: Lessons from training Qwen 2.5 3B on Multi-GPU | 6 | I’ve been deep-diving into the engineering side of RLVR using the [verl ](https://github.com/volcengine/verl)framework. I wanted to focus specifically on the infrastructure, compute efficiency, and the bottlenecks that actually slow you down in a Multi-GPU setup.
**Key Engineering Takeaways:**
* **The Communication T... | 2026-01-03T19:51:41 | https://www.reddit.com/r/LocalLLaMA/comments/1q348ys/the_engineering_handbook_for_grpo_lora_lessons/ | Weyaxi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q348ys | false | null | t3_1q348ys | /r/LocalLLaMA/comments/1q348ys/the_engineering_handbook_for_grpo_lora_lessons/ | false | false | self | 6 | {'enabled': False, 'images': [{'id': 'pRyEbg3Kh9U37Aa6nJqm89WeofbEXYVsIJ-IUMOCLxI', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/pRyEbg3Kh9U37Aa6nJqm89WeofbEXYVsIJ-IUMOCLxI.png?width=108&crop=smart&auto=webp&s=3e67b0ec38f5ce6b47cfc66bd7e9d1ee66cbd8cb', 'width': 108}, {'height': 108, 'url': 'h... |
Visualizing why DeepSeek's mHC fixes training instability - interactive demo | 30 | DeepSeek dropped a paper on mHC (Manifold-Constrained Hyper-Connections) that explains why their Hyper-Connections were unstable at scale and how they fixed it.
The short version: when you stack 60+ layers of learned mixing matrices, small amplifications compound. My simulation shows composite gains hittin... | 2026-01-03T19:48:25 | https://www.reddit.com/r/LocalLLaMA/comments/1q345z2/visualizing_why_deepseeks_mhc_fixes_training/ | bassrehab | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q345z2 | false | null | t3_1q345z2 | /r/LocalLLaMA/comments/1q345z2/visualizing_why_deepseeks_mhc_fixes_training/ | false | false | self | 30 | null |
Project Galatea: A Technical Report on the Development, Testing, and Optimization of a Localized AI Persona | 0 | # Project Galatea: A Technical Report on the Development, Testing, and Optimization of a Localized AI Persona
# 1.0 Project Concept and Philosophical Foundation
Project Galatea was conceived not as a typical chatbot experiment, but as a formal investigation into the creation of an AI persona with a stable, intrinsic ... | 2026-01-03T19:18:21 | https://www.reddit.com/r/LocalLLaMA/comments/1q33dmk/project_galatea_a_technical_report_on_the/ | Hefty-Result-6807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q33dmk | false | null | t3_1q33dmk | /r/LocalLLaMA/comments/1q33dmk/project_galatea_a_technical_report_on_the/ | false | false | self | 0 | null |
Introducing TrainsFormerAI: A standalone local AI suite powered by the Neuroshift engine. Total privacy, no censorship, dynamic learning. | 1 | [removed] | 2026-01-03T19:18:15 | trainsformerai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q33dix | false | null | t3_1q33dix | /r/LocalLLaMA/comments/1q33dix/introducing_trainsformerai_a_standalone_local_ai/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'aaixnrrhp6bg1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/aaixnrrhp6bg1.png?width=108&crop=smart&auto=webp&s=b2bcec19712b6c6f0bd2dd82bad43ea13bde012d', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/aaixnrrhp6bg1.png?width=216&crop=smart&auto=web... | |
Project Galatea: A Technical Report on the Development, Testing, and Optimization of a Localized AI Persona | 0 | # Project Galatea: A Technical Report on the Development, Testing, and Optimization of a Localized AI Persona
# 1.0 Project Concept and Philosophical Foundation
Project Galatea was conceived not as a typical chatbot experiment, but as a formal investigation into the creation of an AI persona with a stable, intrinsic ... | 2026-01-03T19:12:16 | https://www.reddit.com/r/LocalLLaMA/comments/1q337uy/project_galatea_a_technical_report_on_the/ | Hefty-Result-6807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q337uy | false | null | t3_1q337uy | /r/LocalLLaMA/comments/1q337uy/project_galatea_a_technical_report_on_the/ | false | false | self | 0 | null |
What can I run with this setup? | 1 | Good Day! I picked up a small mini-pc with an Oculink to start experimenting with local AI solutions. I had a Minisforum DEG2 eGPU Dock from some earlier experimenting I was doing with a laptop for gaming.
The hardware I have access to is:
AOOSTAR GEM10 Three NVME Mini PC AMD Ryzen 7 6800H with 32GB LPDDR5 6400MHz ... | 2026-01-03T18:47:42 | https://www.reddit.com/r/LocalLLaMA/comments/1q32kg1/what_can_i_run_with_this_setup/ | CentauriWulf | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q32kg1 | false | null | t3_1q32kg1 | /r/LocalLLaMA/comments/1q32kg1/what_can_i_run_with_this_setup/ | false | false | self | 1 | null |
Support for Maincode/Maincoder-1B has been merged into llama.cpp | 39 | [Here](https://www.reddit.com/r/LocalLLaMA/comments/1puf614/new_1b_parameter_opensource_coding_model_getting/) is previous thread from model creator/team for more details.
Model
[https://huggingface.co/Maincode/Maincoder-1B](https://huggingface.co/Maincode/Maincoder-1B)
GGUF (from model creator/team)
[https://huggi... | 2026-01-03T18:37:44 | https://github.com/ggml-org/llama.cpp/releases/tag/b7614 | pmttyji | github.com | 1970-01-01T00:00:00 | 0 | {} | 1q32au2 | false | null | t3_1q32au2 | /r/LocalLLaMA/comments/1q32au2/support_for_maincodemaincoder1b_has_been_merged/ | false | false | default | 39 | {'enabled': False, 'images': [{'id': 'J1TYMrJiMUgIT8dFS1ce2lKxyzmTEOBCMeDbgQQxD4A', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/J1TYMrJiMUgIT8dFS1ce2lKxyzmTEOBCMeDbgQQxD4A.png?width=108&crop=smart&auto=webp&s=87f5e77020ec33fc1a5844f3078d80eafd8c760d', 'width': 108}, {'height': 108, 'url': 'h... |
LLM for creating character Cards (or a program) | 6 | HI!
Is there an LLM out there that is specifically trained (or fine tuned or whatever) to help the user create viable character cards... like i would tell it... "*my character is a 6 foot tall 20 year old college sophomore. he likes science, and hates math and english, he wears a hoodie and jeans, has brown hair, blu... | 2026-01-03T18:27:23 | https://www.reddit.com/r/LocalLLaMA/comments/1q320x9/llm_for_creating_character_cards_or_a_program/ | slrg1968 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q320x9 | false | null | t3_1q320x9 | /r/LocalLLaMA/comments/1q320x9/llm_for_creating_character_cards_or_a_program/ | false | false | self | 6 | null |
Local LLMs vs breaking news: when extreme reality gets flagged as a hoax - the US/Venezuela event was too far-fetched | 353 | Just wanted to share my experiences this morning, in the wake of the US attacking Venezuela and capturing Maduro and his wife
It started with asking Qwen Research (Qwen Long 1.5-30B-A3B) about the attacks that we all woke up to this morning:
https://preview.redd.it/086yb5lj76bg1.png?width=2047&format=png&auto=webp&s=... | 2026-01-03T18:11:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q31ltd/local_llms_vs_breaking_news_when_extreme_reality/ | ubrtnk | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q31ltd | false | null | t3_1q31ltd | /r/LocalLLaMA/comments/1q31ltd/local_llms_vs_breaking_news_when_extreme_reality/ | false | false | 353 | null | |
LLM development / RAG, fine tuning - minimum system requirements | 2 | Looking for some advice from the devs here who are working on llm with the goal of integrating into a product someday.
I have a 14600k CPU, 96GB DDR5, 5070 TI system.
I’m relatively new to LLM, but looking to build some domain specific chatbots as a webapp, so looking into RAG and fine tuning/LORA as some options to ... | 2026-01-03T17:52:47 | https://www.reddit.com/r/LocalLLaMA/comments/1q313og/llm_development_rag_fine_tuning_minimum_system/ | grassmunkie | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q313og | false | null | t3_1q313og | /r/LocalLLaMA/comments/1q313og/llm_development_rag_fine_tuning_minimum_system/ | false | false | self | 2 | null |
RTX 5060Ti vs RX 9060 XT (Both 16GB) | 7 | Just a dev building his first PC, kind of interesting on AI and local LLMs, so NVIDIA seems like the right choice, I notice the AMD just drops and is a complete mess and has a lot of support issues with anything AI related.
For now, my PC is looking like this
* **CPU:** AMD Ryzen 7 5700X
* **CPU Cooler:** Cooler Mast... | 2026-01-03T17:38:29 | https://www.reddit.com/r/LocalLLaMA/comments/1q30q4x/rtx_5060ti_vs_rx_9060_xt_both_16gb/ | Clean-Market5761 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q30q4x | false | null | t3_1q30q4x | /r/LocalLLaMA/comments/1q30q4x/rtx_5060ti_vs_rx_9060_xt_both_16gb/ | false | false | self | 7 | null |
5 tools for staying anonymous in the age of ai | 1 | [removed] | 2026-01-03T16:55:59 | https://www.reddit.com/r/LocalLLaMA/comments/1q2zlms/5_tools_for_staying_anonymous_in_the_age_of_ai/ | Immediate_Being_3341 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2zlms | false | null | t3_1q2zlms | /r/LocalLLaMA/comments/1q2zlms/5_tools_for_staying_anonymous_in_the_age_of_ai/ | false | false | self | 1 | null |
GRU based sanity gate switching on a 95KB .exe (HybridPotato) | 0 | HybridPotato serves as a part upgrade to the Vector Noise logic of sSanityLayer.
It is trained on a hybrid GRU based architecture, with an O(1) constant memory state, instead of the O(N²).
HybridPotato tries to simulate an NPC for its state representation:
|State|Trigger|
|:-|:-|
||
|IDLE|None/Gibberish|
|MEDIC|help... | 2026-01-03T16:50:25 | ValuableLucky8566 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q2zgd1 | false | null | t3_1q2zgd1 | /r/LocalLLaMA/comments/1q2zgd1/gru_based_sanity_gate_switching_on_a_95kb_exe/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'rqp18hcsy5bg1', 'resolutions': [{'height': 78, 'url': 'https://preview.redd.it/rqp18hcsy5bg1.png?width=108&crop=smart&auto=webp&s=f02018b98dede646f8330ebcae4fc53c0b587fc6', 'width': 108}, {'height': 157, 'url': 'https://preview.redd.it/rqp18hcsy5bg1.png?width=216&crop=smart&auto=web... | |
I'm building multi-agent AI systems. Here's what nobody tells you about agents talking to each other. | 1 | [removed] | 2026-01-03T16:44:54 | https://www.reddit.com/r/LocalLLaMA/comments/1q2zb4a/im_building_multiagent_ai_systems_heres_what/ | LuckyYouth6893 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2zb4a | false | null | t3_1q2zb4a | /r/LocalLLaMA/comments/1q2zb4a/im_building_multiagent_ai_systems_heres_what/ | false | false | self | 1 | null |
Built an open-source video clipper pipeline (like OpusClip) using local Whisper + Python. Currently using Gemini for logic, but want to swap it for a Local LLM | 4 | Hi everyone,
I got tired of SaaS services charging $30/month just to slice long videos into vertical shorts, so I spent the weekend building my own open-source pipeline in Python.
It works surprisingly well, but it’s not 100% local yet, and that's why I'm posting here.
**The Current Stack:**
1. **Ingestion:** `yt-d... | 2026-01-03T16:29:44 | https://www.reddit.com/r/LocalLLaMA/comments/1q2ywzj/built_an_opensource_video_clipper_pipeline_like/ | jokiruiz | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2ywzj | false | null | t3_1q2ywzj | /r/LocalLLaMA/comments/1q2ywzj/built_an_opensource_video_clipper_pipeline_like/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': '35Qmh91-_GjJ6jyt7JlTt0XlHt08mHFGS1HS0Ax8hEk', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/35Qmh91-_GjJ6jyt7JlTt0XlHt08mHFGS1HS0Ax8hEk.png?width=108&crop=smart&auto=webp&s=e24947af73792cdf8ea3be6076994063a31668c6', 'width': 108}, {'height': 108, 'url': 'h... |
Need help with making models truly uncensored! | 2 | Hi, I'm new to this. I used to run LLM locally using LM Studio and no matter what promts I gave it alwayes used to give me proper answers without any censorship but when I installed it again today and trying the same commands it refuses. I belive running LLM locally shouldn't come with any kind of restrictions. I know ... | 2026-01-03T16:25:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q2yss3/need_help_with_making_models_truly_uncensored/ | LegalMessage9910 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2yss3 | false | null | t3_1q2yss3 | /r/LocalLLaMA/comments/1q2yss3/need_help_with_making_models_truly_uncensored/ | false | false | self | 2 | null |
50M param PGN-only transformer plays coherent chess without search: Is small-LLM generalization is underrated? | 18 | Hey all — been poking at Adam Karvonen’s 50 M-param **Chess GPT** (nanoGPT architecture, plain PGN in/out, no board tensor, no engine search) and wrapped a tiny UI so you can try it out.
**Quick takeaways**
* **Surprisingly legal / coherent** — far better than frontier chat models.
* **Feels human:** samples a move d... | 2026-01-03T16:24:50 | https://www.reddit.com/r/LocalLLaMA/comments/1q2yse3/50m_param_pgnonly_transformer_plays_coherent/ | Tasty_Share_1357 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2yse3 | false | null | t3_1q2yse3 | /r/LocalLLaMA/comments/1q2yse3/50m_param_pgnonly_transformer_plays_coherent/ | false | false | self | 18 | null |
Local AI for text comprehension and summarization in the legal field – What hardware is required? | 0 | I want to provide German lawyers with an AI box in mini-PC format. This box should display a dashboard where everything related to a client and a case is presented clearly via AI and updated automatically in the background.
For example, in Germany, there is the so-called "beA" (Special Electronic Lawyer Mailbox), thro... | 2026-01-03T16:10:15 | https://www.reddit.com/r/LocalLLaMA/comments/1q2yezm/local_ai_for_text_comprehension_and_summarization/ | Dragoncrawl | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2yezm | false | null | t3_1q2yezm | /r/LocalLLaMA/comments/1q2yezm/local_ai_for_text_comprehension_and_summarization/ | false | false | self | 0 | null |
Free tools I made: Canvas OS that uses the document as persistent memory (works on mobile Gemini) | 1 | [removed] | 2026-01-03T16:02:31 | https://www.reddit.com/r/LocalLLaMA/comments/1q2y7ud/free_tools_i_made_canvas_os_that_uses_the/ | These_Management_429 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2y7ud | false | null | t3_1q2y7ud | /r/LocalLLaMA/comments/1q2y7ud/free_tools_i_made_canvas_os_that_uses_the/ | false | false | self | 1 | null |
Humans still matter - From ‘AI will take my job’ to ‘AI is limited’: Hacker News’ reality check on AI | 0 | Hey everyone, I just sent the [14th issue of my weekly newsletter](https://eomail4.com/web-version?p=df548fb0-e8b0-11f0-97f9-35afc9c82550&pt=campaign&t=1767453183&s=7c47542c3ad56e6eed6af44e36cbbf4730b4cb3719a90a6509069ad7d68bbb34), Hacker News x AI newsletter, a roundup of the best AI links and the discussions around t... | 2026-01-03T16:00:26 | https://www.reddit.com/r/LocalLLaMA/comments/1q2y5r8/humans_still_matter_from_ai_will_take_my_job_to/ | alexeestec | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2y5r8 | false | null | t3_1q2y5r8 | /r/LocalLLaMA/comments/1q2y5r8/humans_still_matter_from_ai_will_take_my_job_to/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'dLU6e0hP5K7oz-Y2HvP3jAkG1eb3Ll8rsZsY05Sw1Sc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/dLU6e0hP5K7oz-Y2HvP3jAkG1eb3Ll8rsZsY05Sw1Sc.png?width=108&crop=smart&auto=webp&s=0ff21d0a1635e21b88df8355d644ebf0bc30c5a5', 'width': 108}, {'height': 108, 'url': 'h... |
Suggestions for my hardware. | 2 | I have been playing around with using my geekom it15 to host an llm but its been a battle to keep it using the igpu and not failing over to the cpu. I decided I will just use a different computer for now. I have a computer with a i5-11400f, 32gb of ram, a 5060ti 16gb and a 2060 super 8gb. I really just want to run a lo... | 2026-01-03T15:51:13 | https://www.reddit.com/r/LocalLLaMA/comments/1q2xxdv/suggestions_for_my_hardware/ | mickeybob00 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2xxdv | false | null | t3_1q2xxdv | /r/LocalLLaMA/comments/1q2xxdv/suggestions_for_my_hardware/ | false | false | self | 2 | null |
We got fewer hallucinations by removing empathy not by changing the model. That surprised us. | 1 | [removed] | 2026-01-03T15:28:48 | https://www.reddit.com/r/LocalLLaMA/comments/1q2xd3n/we_got_fewer_hallucinations_by_removing_empathy/ | Vast-World4619 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2xd3n | false | null | t3_1q2xd3n | /r/LocalLLaMA/comments/1q2xd3n/we_got_fewer_hallucinations_by_removing_empathy/ | false | false | self | 1 | null |
[Experimental] "Temporal LoRA": A dynamic adapter router that switches context (Code vs. Lit) with 100% accuracy. Proof of concept on GPT-2. | 13 | ERROR: type should be string, got "https://preview.redd.it/9hlxzha8k5bg1.png?width=1800&format=png&auto=webp&s=a4700705ee17523749e4e0f9034808223007a533\n\nHi r/LocalLLaMA,\n\nI’ve been working on a project called **Stability-First AI**, exploring ways to prevent catastrophic forgetting and handle multi-tasking better.\n\nI wanted to share one specific experiment (**Project 02**) that I think is relevant to this sub: **Temporal LoRA**.\n\n**The Problem:** We often have multiple LoRAs (e.g., one for coding, one for roleplay), but merging them degrades performance, and manually loading/unloading them is slow. We need a way for the model to \"know\" which adapter to use per token or per prompt.\n\n**The Experiment:** I used a GPT-2 baseline and trained two distinct LoRA adapters:\n\n1. **Shakespeare Adapter** (Literature style)\n2. **Python Adapter** (Coding style)\n\nI then implemented a \"Time Mixer\" — a lightweight gating network (router) that dynamically activates the correct adapter based on the input context.\n\n**The Results:** The router achieved **100% accuracy** in distinguishing between coding prompts (e.g., `import torch`) and literary prompts (e.g., `To be or not to be`).\n\n* It routes \"Code\" prompts -> Python Adapter\n* It routes \"Prose\" prompts -> Shakespeare Adapter\n\nThis effectively creates a modular, reversible learning system where the backbone stays stable, but the \"interface\" (adapters) is fluid.\n\n**Why this matters:** While this demo is on GPT-2, the architecture suggests a clean way to implement **Mixture of Experts (MoE)** using LoRAs on larger local models (Llama 3, Mistral, etc.) without training a massive MoE from scratch. It allows for \"hot-swapping\" skills without degrading the base model.\n\n**Repo & Code:** The code is open source. You can check the `02-temporal-lora-gpt2` folder to see the router implementation:[https://github.com/vitali-sialedchyk/stability-first-ai](https://github.com/vitali-sialedchyk/stability-first-ai)\n\nI’m looking for feedback or anyone interested in testing this routing logic on larger architectures (Llama-3-8B or similar).\n\nCheers!" | 2026-01-03T15:27:02 | https://www.reddit.com/r/LocalLLaMA/comments/1q2xbjc/experimental_temporal_lora_a_dynamic_adapter/ | Waste-Persimmon-4735 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2xbjc | false | null | t3_1q2xbjc | /r/LocalLLaMA/comments/1q2xbjc/experimental_temporal_lora_a_dynamic_adapter/ | false | false | 13 | null | |
We got fewer hallucinations by removing empathy not by changing the model. That surprised us. | 1 | [removed] | 2026-01-03T15:20:35 | https://www.reddit.com/r/LocalLLaMA/comments/1q2x5t8/we_got_fewer_hallucinations_by_removing_empathy/ | Vast-World4619 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2x5t8 | false | null | t3_1q2x5t8 | /r/LocalLLaMA/comments/1q2x5t8/we_got_fewer_hallucinations_by_removing_empathy/ | false | false | self | 1 | null |
What are the best ultrasmall LLMs / best datasets to train them? | 13 | It seems that there is more activity now to train ultra-small LLMS with <100M parameters. I was wondering about the general activity in that space? What is currently the best "tiny" model? Are there good synthetic datasets to train these models? (Tinystories is getting a bit boring) | 2026-01-03T15:12:46 | https://www.reddit.com/r/LocalLLaMA/comments/1q2wyz7/what_are_the_best_ultrasmall_llms_best_datasets/ | cpldcpu | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2wyz7 | false | null | t3_1q2wyz7 | /r/LocalLLaMA/comments/1q2wyz7/what_are_the_best_ultrasmall_llms_best_datasets/ | false | false | self | 13 | null |
We got fewer hallucinations by removing empathy not by changing the model. That surprised us. | 1 | [removed] | 2026-01-03T15:12:35 | https://www.reddit.com/r/LocalLLaMA/comments/1q2wyu2/we_got_fewer_hallucinations_by_removing_empathy/ | Vast-World4619 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2wyu2 | false | null | t3_1q2wyu2 | /r/LocalLLaMA/comments/1q2wyu2/we_got_fewer_hallucinations_by_removing_empathy/ | false | false | self | 1 | null |
Llama.cpp running on Android with Snapdragon 888 and 8GB of ram. Compiled/Built on device. [Guide/Tutorial] | 125 | > 1: Download Termux from F-droid (older version available on Google Playstore or Aurora)
> 2: Open Termux and run "https://github.com/ggml-org/llama.cpp.git" and then "cd llama.cpp" run "pkg install cmake"
> 3: run "cmake -B build" and then "cmake --build build --config Release"
> 4: find desired model from Huggi... | 2026-01-03T15:09:03 | https://www.reddit.com/gallery/1q2wvsj | hackiv | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2wvsj | false | null | t3_1q2wvsj | /r/LocalLLaMA/comments/1q2wvsj/llamacpp_running_on_android_with_snapdragon_888/ | false | false | 125 | null | |
How capable is GPT-OSS-120b, and what are your predictions for smaller models in 2026? | 60 | I have an RTX 3090 and I’m considering getting another one so I can run OSS-120b. I’m mainly interested in chatting with it about private documents, statistical analysis, STEM knowledge/analysis and some coding.
Is it a worthwhile investment? I don’t mind speculation in this post - what do you think is possible for sm... | 2026-01-03T14:58:01 | https://www.reddit.com/r/LocalLLaMA/comments/1q2wm33/how_capable_is_gptoss120b_and_what_are_your/ | Apart_Paramedic_7767 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2wm33 | false | null | t3_1q2wm33 | /r/LocalLLaMA/comments/1q2wm33/how_capable_is_gptoss120b_and_what_are_your/ | false | false | self | 60 | null |
llama.cpp running on Android with Snapdragon 888 and 8GB of ram compiled/built on device (also Tutorial and Guide) | 1 | Ever wondered how to run llama.cpp on your android phone? Well, it's really simple and straightforward.
> 1: Download Termux from F-droid or go for outdated version on Google Play or Aurora
>2: Open Termux and run "git clone https://github.com/ggml-org/llama.cpp.git" and "cd llama.cpp" if Git or any other package do... | 2026-01-03T14:48:07 | https://www.reddit.com/gallery/1q2wdiv | hackiv | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1q2wdiv | false | null | t3_1q2wdiv | /r/LocalLLaMA/comments/1q2wdiv/llamacpp_running_on_android_with_snapdragon_888/ | false | false | 1 | null | |
Predicting mental state | 0 | Request for Feedback on My Approach
(To clarify, the goal is to create a model that monitors a classic LLM, providing the most accurate answer possible, and that this model can be used clinically both for monitoring and to see the impact of a factor X on mental health.)
Hello everyone,
I'm 19 years old, please be ge... | 2026-01-03T14:43:27 | https://www.reddit.com/r/LocalLLaMA/comments/1q2w9mc/predicting_mental_state/ | Shot-Locksmith-2039 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2w9mc | false | null | t3_1q2w9mc | /r/LocalLLaMA/comments/1q2w9mc/predicting_mental_state/ | false | false | self | 0 | null |
IQuest-Coder-V1: 81,4% on SWE-Bench Verified | 1 | [removed] | 2026-01-03T14:43:17 | 2_girls_1_cup_99 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1q2w9hn | false | null | t3_1q2w9hn | /r/LocalLLaMA/comments/1q2w9hn/iquestcoderv1_814_on_swebench_verified/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '6qkqcstfc5bg1', 'resolutions': [{'height': 54, 'url': 'https://preview.redd.it/6qkqcstfc5bg1.png?width=108&crop=smart&auto=webp&s=8df6f86a3a01ad64925fdb173a659e9400c53efd', 'width': 108}, {'height': 108, 'url': 'https://preview.redd.it/6qkqcstfc5bg1.png?width=216&crop=smart&auto=web... | |
A layout-breaking bug we only caught thanks to one extra decision log | 2 | Hey everyone,
A few days ago I posted about logging decision context instead of just prompts and outputs when running local LLM systems. This post is about a concrete bug we caught because of that. Without those logs, it almost certainly would’ve shipped.
**## Background**
We run a PPT translation pipeline... | 2026-01-03T14:41:17 | https://www.reddit.com/r/LocalLLaMA/comments/1q2w7tc/a_layoutbreaking_bug_we_only_caught_thanks_to_one/ | Echo_OS | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1q2w7tc | false | null | t3_1q2w7tc | /r/LocalLLaMA/comments/1q2w7tc/a_layoutbreaking_bug_we_only_caught_thanks_to_one/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'X_TU3O5-5ATBpGK_pdBWCONwRYSOqG622IKX035im5A', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/X_TU3O5-5ATBpGK_pdBWCONwRYSOqG622IKX035im5A.png?width=108&crop=smart&auto=webp&s=4286e3ec041090152aef39d2b2c50c0b474d7172', 'width': 108}, {'height': 108, 'url': 'h... |
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