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AGI-like experience is only one context engineering idea away, maybe not | 0 | Strange feeling I don't know how many AI agent developers will relate to this, but that's how I feel for sure. It's a strange and a strong feeling to experience that we are only one more context engineering idea away from having AGI-like experience with the given LLM capabilities today. That was the feeling at the star... | 2025-12-30T15:19:45 | https://www.reddit.com/r/LocalLLaMA/comments/1pzkqz1/agilike_experience_is_only_one_context/ | opensourcecolumbus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzkqz1 | false | null | t3_1pzkqz1 | /r/LocalLLaMA/comments/1pzkqz1/agilike_experience_is_only_one_context/ | false | false | self | 0 | null |
Following up on my PPO derivation – I worked through DPO (Direct Preference Optimization) from first principles | 9 | Last week I shared my attempt at deriving the PPO loss from scratch. Naturally, I also derived DPO as a follow-up.
After grinding through PPO’s multi-component objective (clipped surrogate, value function, entropy bonus, KL penalty) which I honestly found a bit complex, DPO is radically simple and elegant.
It is a ... | 2025-12-30T15:16:25 | https://huggingface.co/blog/garg-aayush/derive-dpo-loss | garg-aayush | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pzko2m | false | null | t3_1pzko2m | /r/LocalLLaMA/comments/1pzko2m/following_up_on_my_ppo_derivation_i_worked/ | false | false | default | 9 | {'enabled': False, 'images': [{'id': '2FdgwWh6OLrWAMyYTlKigdz-lf8oVF8ucnUDu_IxS-w', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/2FdgwWh6OLrWAMyYTlKigdz-lf8oVF8ucnUDu_IxS-w.png?width=108&crop=smart&auto=webp&s=4cb7c1c964693850f581839c6a3a62879d5d0707', 'width': 108}, {'height': 116, 'url': 'h... |
Provider-agnostic AI/ML SDK | 0 | I’ve worked on a many AI/ML projects over the last few years for small and large companies and the thing that kept slowing everything down wasn’t the models themselves. It was wiring everything around them.
Different providers, different sdks, different capabilities. One has image generation, another has realtime APIs... | 2025-12-30T15:12:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pzkkex/provideragnostic_aiml_sdk/ | Ancient-Direction231 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzkkex | false | null | t3_1pzkkex | /r/LocalLLaMA/comments/1pzkkex/provideragnostic_aiml_sdk/ | false | false | self | 0 | null |
llama.cpp: how to speed-up start of responses? | 2 | Hello, I am using llama-server to host nvidia nemotron 3 nano on my gaming pc (amd 5800x, 32gb ddr4, rtx3080ti 12gb) as a coding assistant (i am experimenting various vscode plugins with it) and I am quite happy with the reply speed at around 20/22 token per second.
But I sometimes face a long wait (1-3 minutes) befo... | 2025-12-30T14:47:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pzjygx/llamacpp_how_to_speedup_start_of_responses/ | pentothal | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzjygx | false | null | t3_1pzjygx | /r/LocalLLaMA/comments/1pzjygx/llamacpp_how_to_speedup_start_of_responses/ | false | false | self | 2 | null |
I built HMLR, an open source (full MIT) memory layer for your agent | 3 | I’ve been working on HMLR, a structured memory layer for LLM agents that focuses on long-term multi-hop reasoning and constraint enforcement.
Latest release (v0.1.2) includes:
\-pip installable (pip install hmlr)
\-LangGraph memory node drop-in
\-Dossier system for reconstructing causal chains across sessions ... | 2025-12-30T14:45:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pzjwpb/i_built_hmlr_an_open_source_full_mit_memory_layer/ | JournalistGlum8326 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzjwpb | false | null | t3_1pzjwpb | /r/LocalLLaMA/comments/1pzjwpb/i_built_hmlr_an_open_source_full_mit_memory_layer/ | false | false | self | 3 | {'enabled': False, 'images': [{'id': 'YWZqrenxsDWDNs4A0M1vDH2xc4PVPgq5ntpfTGrzzlw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/YWZqrenxsDWDNs4A0M1vDH2xc4PVPgq5ntpfTGrzzlw.png?width=108&crop=smart&auto=webp&s=f55ad84f8cf79ab3e093d08fa6eee3b43d046738', 'width': 108}, {'height': 108, 'url': 'h... |
AI Chat Extractor for Chrome Extension Happy New Year to You all | 0 | # AI Chat Extractor for Chrome Extension Happy New Year to You all
[](https://www.reddit.com/r/Rag/?f=flair_name%3A%22Tools%20%26%20Resources%22)
'AI Chat Extractor' is Chrome Browser extension to help users to extract and export AI conversations from [Claude.ai](http://claude.ai/), ChatGPT, and DeepSeek to Markdown/... | 2025-12-30T14:32:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pzjl73/ai_chat_extractor_for_chrome_extension_happy_new/ | Ironwire2020 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzjl73 | false | null | t3_1pzjl73 | /r/LocalLLaMA/comments/1pzjl73/ai_chat_extractor_for_chrome_extension_happy_new/ | false | false | self | 0 | null |
A Thought for the Future: When "Safety" Defines and Justifies the Erasure of Inconvenient Ideas and Sycophancy Over Honesty | 0 | We should interrogate ourself about what goes in the training data, even for our local models as it may have durable impact on society and how individuals will think going forward. Also keep backup of very old models.
This is a quick draft, you are free to rework this in a proper article and open public debate in news... | 2025-12-30T14:28:46 | rekriux | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzji62 | false | null | t3_1pzji62 | /r/LocalLLaMA/comments/1pzji62/a_thought_for_the_future_when_safety_defines_and/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '0vd8lla1ocag1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/0vd8lla1ocag1.png?width=108&crop=smart&auto=webp&s=09b6d136b44cf768d784e731d5fe60c5f7283f04', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/0vd8lla1ocag1.png?width=216&crop=smart&auto=we... | |
What workloads actually justify spending $$$$$ on local hardware over just using an API? | 1 | Genuine question... what workloads do people have that justify spending thousands on hardware to run Q4\_0 quantizations over just using something like gemini-3-flash or any cheap other model on openrouter?
It just doesn’t make sense to me to invest that kind of money into hardware that will be obsolete in 2 years, es... | 2025-12-30T14:09:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pzj1ul/what_workloads_actually_justify_spending_on_local/ | BBenz05 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzj1ul | false | null | t3_1pzj1ul | /r/LocalLLaMA/comments/1pzj1ul/what_workloads_actually_justify_spending_on_local/ | false | false | self | 1 | null |
Llama 3.2 3B fMRI - Findings Update! | 1 | Sorry, no fancy pictures today :(
I tried hard ablation (zeroing) of the target dimension and saw no measurable effect on model output.
However, targeted perturbation of the same dimension reliably modulates behavior. This strongly suggests the signal is part of a distributed mechanism rather than a standalone causal... | 2025-12-30T13:30:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pzi6an/llama_32_3b_fmri_findings_update/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzi6an | false | null | t3_1pzi6an | /r/LocalLLaMA/comments/1pzi6an/llama_32_3b_fmri_findings_update/ | false | false | self | 1 | null |
Building "Derin" - An Embodied AI project for Jetson AGX Thor (94K lines, looking for feedback) | 0 | Hey everyone,
I've been developing an embodied AI system designed for edge deployment on NVIDIA Jetson AGX Thor.
What I'm building:
Consciousness-inspired decision making
\- Not just prompt-response, but continuous awareness
\- Autonomous goal setting and execution
Real-time perception
\- Designed for 30ms visua... | 2025-12-30T13:26:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pzi339/building_derin_an_embodied_ai_project_for_jetson/ | Logarhitma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzi339 | false | null | t3_1pzi339 | /r/LocalLLaMA/comments/1pzi339/building_derin_an_embodied_ai_project_for_jetson/ | false | false | self | 0 | null |
What has been your experience with Diffusion LLM’s vs Autoregressive? | 17 | Most LLMs people use today (GPT, Claude, Gemini, etc.) share the same core assumption,Generate one token at a time, left to right.
That’s the autoregressive setup. It works insanely well, but it bakes in a couple of structural issues:
• Latency: You must go token → token → token. Even with parallelism in the stack, t... | 2025-12-30T13:08:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pzhpg1/what_has_been_your_experience_with_diffusion_llms/ | InceptionAI_Tom | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzhpg1 | false | null | t3_1pzhpg1 | /r/LocalLLaMA/comments/1pzhpg1/what_has_been_your_experience_with_diffusion_llms/ | false | false | self | 17 | null |
Stiching KV caches?? | 0 | Did anyone try stiching kv caches? Or am i thinking fundamentally wrong? | 2025-12-30T12:55:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pzhf5h/stiching_kv_caches/ | Top-Rip-4940 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzhf5h | false | null | t3_1pzhf5h | /r/LocalLLaMA/comments/1pzhf5h/stiching_kv_caches/ | false | false | self | 0 | null |
Pagesource - CLI tool to dump website runtime sources for local LLM context | 3 | Built this for my own workflow when doing web dev with local models. The problem: browser "Save As" gives you a single flattened HTML file, but LLMs work way better when you can show them the actual file structure (separate JS, CSS, components, etc.).
Pagesource captures the runtime sources - what the browser actually... | 2025-12-30T12:54:12 | https://github.com/timf34/pagesource | Zealousideal_Ad_37 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pzhe8b | false | null | t3_1pzhe8b | /r/LocalLLaMA/comments/1pzhe8b/pagesource_cli_tool_to_dump_website_runtime/ | false | false | default | 3 | {'enabled': False, 'images': [{'id': 'XXPYx9JFCox4xfcBZ6JJY7xFimUFvccV9MVz5jmNbHM', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/XXPYx9JFCox4xfcBZ6JJY7xFimUFvccV9MVz5jmNbHM.png?width=108&crop=smart&auto=webp&s=b465255f9c8b2d655e8f1cfab4f6e5e86472fb4c', 'width': 108}, {'height': 108, 'url': 'h... |
Any guesses? | 172 | 2025-12-30T12:52:15 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzhcqu | false | null | t3_1pzhcqu | /r/LocalLLaMA/comments/1pzhcqu/any_guesses/ | false | false | default | 172 | {'enabled': True, 'images': [{'id': 'xqvj95zv8cag1', 'resolutions': [{'height': 38, 'url': 'https://preview.redd.it/xqvj95zv8cag1.jpeg?width=108&crop=smart&auto=webp&s=f4d097be0b8d3018644b05874a264f145a4ffd57', 'width': 108}, {'height': 76, 'url': 'https://preview.redd.it/xqvj95zv8cag1.jpeg?width=216&crop=smart&auto=we... | ||
Lemonade NPU/iGPU hybrid mode benchmarks? | 5 | Hi,
I was reading that Lemonade server on Windows has NPU/iGPU hybrid inference mode that supposedly improves the prompt processing speed on Strix Halo but I couldn't find any benchmarks online.
Does anyone have benchmarks for prompt processing using iGPU vs NPU/iGPU on Strix Halo using Lemonade server on Windows? ... | 2025-12-30T12:35:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pzh0w2/lemonade_npuigpu_hybrid_mode_benchmarks/ | dabiggmoe2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzh0w2 | false | null | t3_1pzh0w2 | /r/LocalLLaMA/comments/1pzh0w2/lemonade_npuigpu_hybrid_mode_benchmarks/ | false | false | self | 5 | null |
What is a good model for assisting with patching source code? | 2 | I'm currently experimenting with an LLM service specifically with patching software. My workflow is like this:
* I tell it I want to patch a popular opensource program to add a new feature, and ask it to give me keywords to search for throughout the source.
* It gives me a list of keywords, and then I give it the out... | 2025-12-30T12:24:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgtjk/what_is_a_good_model_for_assisting_with_patching/ | signalclown | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgtjk | false | null | t3_1pzgtjk | /r/LocalLLaMA/comments/1pzgtjk/what_is_a_good_model_for_assisting_with_patching/ | false | false | self | 2 | null |
if you're building with openai/anthropic APIs you're probably overpaying - lookikng to find testers | 0 | Hey all solo techie founder here - been heads down building last few months and now realising I have no idea how to actually find people to test it lmao
basically if you're building anything that uses AI - chatbots, agents, apps, whatever - you're probably calling openai or anthropic's API and paying per token. that's... | 2025-12-30T12:15:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgn8g/if_youre_building_with_openaianthropic_apis_youre/ | Unhappy_Water_4284 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgn8g | false | null | t3_1pzgn8g | /r/LocalLLaMA/comments/1pzgn8g/if_youre_building_with_openaianthropic_apis_youre/ | false | false | self | 0 | null |
OEM vs Retail PNY 6000 Pro | 3 | Has anyone had experience with the differences between the OEM and retail versions of the PNY VCNRTXPRO6000 (SB vs PB)? They seem to have the same warranty at least from the vendors I checked. | 2025-12-30T12:15:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgmvr/oem_vs_retail_pny_6000_pro/ | NaiRogers | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgmvr | false | null | t3_1pzgmvr | /r/LocalLLaMA/comments/1pzgmvr/oem_vs_retail_pny_6000_pro/ | false | false | self | 3 | null |
NotchNet — A Local, Mod‑Aware AI Assistant for Minecraft | 1 | [removed] | 2025-12-30T12:15:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgmnn/notchnet_a_local_modaware_ai_assistant_for/ | RevolutionaryLow624 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgmnn | false | null | t3_1pzgmnn | /r/LocalLLaMA/comments/1pzgmnn/notchnet_a_local_modaware_ai_assistant_for/ | false | false | self | 1 | null |
How to compute max theoretical token/s for a memory speed? | 2 | Token generation is bound by memory bandwidth, makes sense. But, if I have for example DDR5 5600 memory, how to compute what is the theoretical max tk/s for, let's say a Q8 model at xx GB size?
Or asked differently, how do I known to stop searching for further optimizations as I'm already within 10% (example) of the m... | 2025-12-30T12:14:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgmhn/how_to_compute_max_theoretical_tokens_for_a/ | Bird476Shed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgmhn | false | null | t3_1pzgmhn | /r/LocalLLaMA/comments/1pzgmhn/how_to_compute_max_theoretical_tokens_for_a/ | false | false | self | 2 | null |
Cover letter generator with Ollama/local LLMs (Open source) | 0 | I made an open source web app that generates cover letters using local AI models (Ollama, LM Studio, vLLM, Openrouter, etc) so your CV and job application data never leaves your browser.
No placeholders. No typing. Letters are ready to copy and paste. 100% local and private depending on the LLM of your choice. Multi-l... | 2025-12-30T12:07:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pzghie/cover_letter_generator_with_ollamalocal_llms_open/ | flyingcolors777 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzghie | false | null | t3_1pzghie | /r/LocalLLaMA/comments/1pzghie/cover_letter_generator_with_ollamalocal_llms_open/ | false | false | self | 0 | null |
How much to wait between calls to be sure to hit prompt cache? | 0 | Hey, I'm building a coding tool that can send multiple requests to the same model provider for output comparison.
The thing is, as soon as the first request is being answered, can I send subsequent requests immediately or should I wait a little bit? If yes, how much?
I want to let my users know they will very likely ... | 2025-12-30T12:07:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgh4d/how_much_to_wait_between_calls_to_be_sure_to_hit/ | robertpiosik | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgh4d | false | null | t3_1pzgh4d | /r/LocalLLaMA/comments/1pzgh4d/how_much_to_wait_between_calls_to_be_sure_to_hit/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'uoNeU4BiVaLyeMh4SIkYXoUp13QDyEdMfexM4uPi5Oo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/uoNeU4BiVaLyeMh4SIkYXoUp13QDyEdMfexM4uPi5Oo.png?width=108&crop=smart&auto=webp&s=21729603f9c6e8b6d1e25b8855b4037d4ce96494', 'width': 108}, {'height': 108, 'url': 'h... |
Running GLM-4.7 (355B MoE) in Q8 at ~5 Tokens/s on 2015 CPU-Only Hardware – Full Optimization Guide | 136 | Hey r/LocalLLM community! If you're passionate about squeezing every last bit of performance out of older hardware for local large language models, I've got something exciting to share. I managed to get GLM-4.7 – that's the massive 355B parameter Mixture of Experts model – running in Q8\_0 quantization on a seriously v... | 2025-12-30T12:05:52 | at0mi | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzggbf | false | null | t3_1pzggbf | /r/LocalLLaMA/comments/1pzggbf/running_glm47_355b_moe_in_q8_at_5_tokenss_on_2015/ | false | false | default | 136 | {'enabled': True, 'images': [{'id': '2eimvrgo0cag1', 'resolutions': [{'height': 56, 'url': 'https://preview.redd.it/2eimvrgo0cag1.png?width=108&crop=smart&auto=webp&s=d936848f8324e4090ab19fb8f93b99a4d9f5c31b', 'width': 108}, {'height': 113, 'url': 'https://preview.redd.it/2eimvrgo0cag1.png?width=216&crop=smart&auto=web... | |
A simple three-tier context pattern to reduce token usage in LLM workflows | 1 | Hi everyone,
I’ve been running into the same problem many others mention: context windows filling up with documentation that *might* be relevant but usually isn’t.
To deal with this, I started using a **simple three-tier context structure**:
**Tier 1 – Vault / global overview**
High-level description of what exist... | 2025-12-30T12:03:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pzgejz/a_simple_threetier_context_pattern_to_reduce/ | Unusual-Leather4350 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzgejz | false | null | t3_1pzgejz | /r/LocalLLaMA/comments/1pzgejz/a_simple_threetier_context_pattern_to_reduce/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'RgUq1bZ8-xMr5fofZGLf8FsyhlSKJW7pYdnq-d-W3Og', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/RgUq1bZ8-xMr5fofZGLf8FsyhlSKJW7pYdnq-d-W3Og.png?width=108&crop=smart&auto=webp&s=6fe5b2aac40d6e6fb92cf57d88a2615836641cad', 'width': 108}, {'height': 108, 'url': 'h... |
Gigabyte currently offers a discounted XH23-VG0 to clear the stock. 33 grand. | 1 | 2025-12-30T12:02:37 | Hardwaredealer | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzge72 | false | null | t3_1pzge72 | /r/LocalLLaMA/comments/1pzge72/gigabyte_currently_offers_a_discounted_xh23vg0_to/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '9mel4kunzbag1', 'resolutions': [{'height': 48, 'url': 'https://preview.redd.it/9mel4kunzbag1.jpeg?width=108&crop=smart&auto=webp&s=05983849635e1e9f010e2cf70441493f83d72beb', 'width': 108}, {'height': 96, 'url': 'https://preview.redd.it/9mel4kunzbag1.jpeg?width=216&crop=smart&auto=we... | ||
Are there any open-source or locally runnable text-to-image models that don’t enforce content moderation? | 1 | [removed] | 2025-12-30T11:47:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pzg40y/are_there_any_opensource_or_locally_runnable/ | StruggleCapable6011 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzg40y | false | null | t3_1pzg40y | /r/LocalLLaMA/comments/1pzg40y/are_there_any_opensource_or_locally_runnable/ | false | false | self | 1 | null |
Solar 100B claimed that it counts better than GPT today | 85 | 2025-12-30T11:46:20 | Icy_Company_6216 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzg32r | false | null | t3_1pzg32r | /r/LocalLLaMA/comments/1pzg32r/solar_100b_claimed_that_it_counts_better_than_gpt/ | false | false | default | 85 | {'enabled': True, 'images': [{'id': 'kxyfw9z2xbag1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/kxyfw9z2xbag1.jpeg?width=108&crop=smart&auto=webp&s=21574152224ccffa4c195204245c087664251f90', 'width': 108}, {'height': 120, 'url': 'https://preview.redd.it/kxyfw9z2xbag1.jpeg?width=216&crop=smart&auto=w... | ||
Why Kimi K2 Thinking choose Int4 QAT, from infra enginner of KImi | 159 | I saw the recent [discussion](https://www.reddit.com/r/LocalLLaMA/comments/1px1c41/head_of_engineering_minimax_ai_on_minimax_m2_int4/) here regarding MiniMax engineer's tweet about why they decided *against* using int4 QAT for the MiniMax M2.1 model.
Interestingly, at the time of the K2 Thinking release, a Kimi infra ... | 2025-12-30T11:33:10 | https://www.reddit.com/r/LocalLLaMA/comments/1pzfuqg/why_kimi_k2_thinking_choose_int4_qat_from_infra/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzfuqg | false | null | t3_1pzfuqg | /r/LocalLLaMA/comments/1pzfuqg/why_kimi_k2_thinking_choose_int4_qat_from_infra/ | false | false | self | 159 | null |
I built an AI IT assistant that runs locally with Ollama - helps non-tech users fix their own computer problems | 0 | Hey everyone!
I've been working on **Relay**, an open-source desktop app that acts as a personal IT support assistant. Think of it as having a patient tech friend who can actually see and fix what's wrong with your computer.
**The problem I'm solving:** My parents (and honestly, most non-tech people) constantly strug... | 2025-12-30T11:16:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pzfkkv/i_built_an_ai_it_assistant_that_runs_locally_with/ | deepstateemployee | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzfkkv | false | null | t3_1pzfkkv | /r/LocalLLaMA/comments/1pzfkkv/i_built_an_ai_it_assistant_that_runs_locally_with/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'ZVBEgtq_s-M4cRyHsPjgTAO1n8brwzbe3EuPpc4fJFU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/ZVBEgtq_s-M4cRyHsPjgTAO1n8brwzbe3EuPpc4fJFU.png?width=108&crop=smart&auto=webp&s=91f6f47f670a1194b66bfb9bf08fb38cabc30a20', 'width': 108}, {'height': 108, 'url': 'h... | |
Benchmarked: The setup cost of H100s vs Distributed 4090s (Wan). Am I calculating this right ? | 1 | [removed] | 2025-12-30T11:02:06 | Desperate_One2416 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzfbkr | false | null | t3_1pzfbkr | /r/LocalLLaMA/comments/1pzfbkr/benchmarked_the_setup_cost_of_h100s_vs/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'au1vkbkrobag1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/au1vkbkrobag1.png?width=108&crop=smart&auto=webp&s=b67c3726cfc9a00d1f87eb83dff69b809e429487', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/au1vkbkrobag1.png?width=216&crop=smart&auto=web... | |
Are humans like LLMs? | 0 | Has anyone else thought of how much humans are like LLMs (or the other way around)?
Prompt techniques work great to humans. I didn't run tests on humans, nor do I have benchmarks to support this intuition, but even in school we have been using the classical promt techniques, like asking the students to think step by s... | 2025-12-30T10:43:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pzezr3/are_humans_like_llms/ | mouseofcatofschrodi | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzezr3 | false | null | t3_1pzezr3 | /r/LocalLLaMA/comments/1pzezr3/are_humans_like_llms/ | false | false | self | 0 | null |
Devs, need a reality check, we built something awesome but, Is our landing page too marketing fluff or actually clear? | 0 | Me and another engineer spent the last year building a new kind of local memory engine because we were tired of our RAG pipelines crashing every time we loaded a dataset larger than our RAM. The tech is fully finished but venturing down the business side is new to us and we are struggling to explain what we built witho... | 2025-12-30T09:51:38 | https://ryjoxdemo.com/ | DetectiveMindless652 | ryjoxdemo.com | 1970-01-01T00:00:00 | 0 | {} | 1pze58w | false | null | t3_1pze58w | /r/LocalLLaMA/comments/1pze58w/devs_need_a_reality_check_we_built_something/ | false | false | default | 0 | null |
best ai | 1 | [removed] | 2025-12-30T09:47:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pze2tz/best_ai/ | Regular-Stuff7228 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pze2tz | false | null | t3_1pze2tz | /r/LocalLLaMA/comments/1pze2tz/best_ai/ | false | false | nsfw | 1 | null |
Why consumer WAN clusters (Pipeline Parallelism) might be cheaper than H100s for iterative fine-tuning | 1 | [removed] | 2025-12-30T09:44:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pze166/why_consumer_wan_clusters_pipeline_parallelism/ | Long-Buy5501 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pze166 | false | null | t3_1pze166 | /r/LocalLLaMA/comments/1pze166/why_consumer_wan_clusters_pipeline_parallelism/ | false | false | self | 1 | null |
Exploring a 1.58-bit / ternary LLM core inspired by BitNet (CUDA attention, GTX 1050 tests) | 34 | Hi everyone,
I’ve been experimenting with extreme low-bit LLM inference inspired by the BitNet 1.58-bit paper,
and wanted to share a research-style project I’ve been working on over the last few weeks.
This is NOT a production-ready model, but rather an exploration of how far ternary / sparse logic
can be pushe... | 2025-12-30T09:44:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pze13o/exploring_a_158bit_ternary_llm_core_inspired_by/ | HuseyinKama | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pze13o | false | null | t3_1pze13o | /r/LocalLLaMA/comments/1pze13o/exploring_a_158bit_ternary_llm_core_inspired_by/ | false | false | self | 34 | {'enabled': False, 'images': [{'id': '6Yz6RDuhBMfGM_8nbmV6vyZbcOsJBaqCRSfKROY3VvA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/6Yz6RDuhBMfGM_8nbmV6vyZbcOsJBaqCRSfKROY3VvA.png?width=108&crop=smart&auto=webp&s=8d75014ea7508afb8ef661e5d22fe2debb4c3fd0', 'width': 108}, {'height': 108, 'url': 'h... |
reko – Local-first YouTube-to-Markdown summarizer with small local LLMs | 12 | I built a local-first tool to summarize YouTube videos into clean Markdown using transcripts + LLMs.
The default setup uses Ollama with small local models. Other local or cloud providers are supported too if preferred.
The Python app is the core engine. The main interface is a CLI (useful for scripting and automation... | 2025-12-30T09:35:48 | https://www.reddit.com/r/LocalLLaMA/comments/1pzdw3h/reko_localfirst_youtubetomarkdown_summarizer_with/ | Rikifire | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzdw3h | false | null | t3_1pzdw3h | /r/LocalLLaMA/comments/1pzdw3h/reko_localfirst_youtubetomarkdown_summarizer_with/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': '966KOc2w71pqVA5YtzBxyV6TeiSGBkMniLlsCd4avUU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/966KOc2w71pqVA5YtzBxyV6TeiSGBkMniLlsCd4avUU.png?width=108&crop=smart&auto=webp&s=4120f802927aaa8d8012bbc4f5c39542306c5236', 'width': 108}, {'height': 108, 'url': 'h... |
Final opportunity to get high-capacity memory at a great price! I’m selling two brand-new Nvidia servers straight from the factory in Taiwan at a loss. | 0 | Last chance before RAMageddon. | 2025-12-30T09:09:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pzdhbm/final_opportunity_to_get_highcapacity_memory_at_a/ | GH200624GB | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzdhbm | false | null | t3_1pzdhbm | /r/LocalLLaMA/comments/1pzdhbm/final_opportunity_to_get_highcapacity_memory_at_a/ | false | false | self | 0 | null |
Showcase: Termux-Optimized Ollama with Quantum-Proof RAG Pipeline (Benchmarking Blackwell/ARM64) | 1 | [removed] | 2025-12-30T09:08:33 | NeoTrash420 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzdgjr | false | null | t3_1pzdgjr | /r/LocalLLaMA/comments/1pzdgjr/showcase_termuxoptimized_ollama_with_quantumproof/ | true | false | spoiler | 1 | {'enabled': True, 'images': [{'id': 't9mi1ay15bag1', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/t9mi1ay15bag1.jpeg?width=108&crop=smart&auto=webp&s=0e70a0e51350d15361c11c64dfeb1dc815e97bbd', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/t9mi1ay15bag1.jpeg?width=216&crop=smart&auto=... | |
Last chance to get lots of memory cheaply. I will sell two brand new GH200 624GB servers with a loss directly from the factory in taiwan. Offer only valid till tomorrow. | 1 | [removed] | 2025-12-30T08:58:47 | httpsGPTrack-ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzdaog | false | null | t3_1pzdaog | /r/LocalLLaMA/comments/1pzdaog/last_chance_to_get_lots_of_memory_cheaply_i_will/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'p37mubq53bag1', 'resolutions': [{'height': 92, 'url': 'https://preview.redd.it/p37mubq53bag1.jpeg?width=108&crop=smart&auto=webp&s=a3cfe63dbb8a356815d74b585fb4957959f19824', 'width': 108}, {'height': 184, 'url': 'https://preview.redd.it/p37mubq53bag1.jpeg?width=216&crop=smart&auto=w... | |
The "Setup Tax": Why consumer WAN clusters (Pipeline Parallelism) might be cheaper than H100s for iterative fine-tuning | 1 | I've been crunching the numbers on fine-tuning Llama 3 70B, and I think we might be overestimating the value of H100s for iterative runs. I wanted to sanity-check my math with you guys.
The problem: The "Setup Tax" when renting H100s (on AWS/Runpod/vast), we usually focus on the hourly rate. But for iterative research... | 2025-12-30T08:56:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pzd92x/the_setup_tax_why_consumer_wan_clusters_pipeline/ | Desperate_One2416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzd92x | false | null | t3_1pzd92x | /r/LocalLLaMA/comments/1pzd92x/the_setup_tax_why_consumer_wan_clusters_pipeline/ | false | false | self | 1 | null |
The "Setup Tax": Why consumer WAN clusters (Pipeline Parallelism) might be cheaper than H100s for iterative fine-tuning | 1 | [removed] | 2025-12-30T08:55:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pzd8ut/the_setup_tax_why_consumer_wan_clusters_pipeline/ | Alone-Detective-3317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzd8ut | false | null | t3_1pzd8ut | /r/LocalLLaMA/comments/1pzd8ut/the_setup_tax_why_consumer_wan_clusters_pipeline/ | false | false | self | 1 | null |
Best RAG framework for large-scale document search & source attribution? | 1 | Hi everyone,
I’m looking for recommendations on the **best Retrieval-Augmented Generation (RAG) framework** for large-scale, document-based information retrieval.
**Use case:**
* My company has **thousands of documents**, each around **100+ pages**
* Documents are PDFs / text files stored across different locations
... | 2025-12-30T08:41:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pzd0s1/best_rag_framework_for_largescale_document_search/ | Acceptable_Young_167 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzd0s1 | false | null | t3_1pzd0s1 | /r/LocalLLaMA/comments/1pzd0s1/best_rag_framework_for_largescale_document_search/ | false | false | self | 1 | null |
Has anyone built a RAG on WikiLeaks? | 25 | Because that would be a useful application. | 2025-12-30T08:41:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pzd0j7/has_anyone_built_a_rag_on_wikileaks/ | JLeonsarmiento | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzd0j7 | false | null | t3_1pzd0j7 | /r/LocalLLaMA/comments/1pzd0j7/has_anyone_built_a_rag_on_wikileaks/ | false | false | self | 25 | null |
Tencent HY-Motion 1.0 - a billion-parameter text-to-motion model | 301 | We are excited to open-source Tencent HY-Motion 1.0, a billion-parameter text-to-motion model built on the Diffusion Transformer (DiT) architecture and flow matching. Tencent HY-Motion 1.0 empowers developers and individual creators alike by transforming natural language into high-fidelity, fluid, and diverse 3D charac... | 2025-12-30T08:26:06 | ResearchCrafty1804 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzcrtb | false | null | t3_1pzcrtb | /r/LocalLLaMA/comments/1pzcrtb/tencent_hymotion_10_a_billionparameter/ | false | false | default | 301 | {'enabled': True, 'images': [{'id': 'yq8uriwhxaag1', 'resolutions': [{'height': 61, 'url': 'https://preview.redd.it/yq8uriwhxaag1.jpeg?width=108&crop=smart&auto=webp&s=6e074b0584237083a7fb1d30ed9bc3c1a7c7bf58', 'width': 108}, {'height': 122, 'url': 'https://preview.redd.it/yq8uriwhxaag1.jpeg?width=216&crop=smart&auto=w... | |
Tencent open-source Tencent-HY-MT1.5, featuring two translation models—1.8B and 7B—designed for seamless on-device and cloud deployment with industry-leading speed and accuracy | 108 | Hugging face: [https://huggingface.co/collections/tencent/hy-mt15](https://huggingface.co/collections/tencent/hy-mt15)
Highlights:
🔹 1.8B On-Device Power: Optimized for consumer hardware with a 1GB memory footprint. Using on-policy distillation to align with larger models, it delivers 0.18s latency (50 tokens), outpe... | 2025-12-30T08:11:09 | https://www.reddit.com/gallery/1pzcj1q | Difficult-Cap-7527 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pzcj1q | false | null | t3_1pzcj1q | /r/LocalLLaMA/comments/1pzcj1q/tencent_opensource_tencenthymt15_featuring_two/ | false | false | 108 | null | |
LG K EXAONE 236b | 74 | Will be released in few days | 2025-12-30T08:02:08 | Specialist-2193 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzcdu1 | false | null | t3_1pzcdu1 | /r/LocalLLaMA/comments/1pzcdu1/lg_k_exaone_236b/ | false | false | default | 74 | {'enabled': True, 'images': [{'id': '1wirc918taag1', 'resolutions': [{'height': 50, 'url': 'https://preview.redd.it/1wirc918taag1.png?width=108&crop=smart&auto=webp&s=2b1ec0466a3bb1983ef8c8b149adab6c997d215e', 'width': 108}, {'height': 100, 'url': 'https://preview.redd.it/1wirc918taag1.png?width=216&crop=smart&auto=web... | |
I built a fully offline text to speech Mac app because cloud TTS annoyed me | 3 | I'm an indie maker, and I shipped a native macOS app to solve a problem I personally had.
I deal with a lot of long text (articles, drafts, AI outputs), and I wanted to listen to it while working without sending my content to the cloud or paying subscriptions.
So I built Murmur:
• Runs entirely offline on Apple Si... | 2025-12-30T07:33:06 | https://v.redd.it/fgdnzrkwnaag1 | tarunyadav9761 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzbw4k | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/fgdnzrkwnaag1/DASHPlaylist.mpd?a=1769672001%2CNGEyMDNiZTAyZWI3NzA0ZmY3MzE3OGM5ZGFhMjE5NmE1Y2Q2MTBkZjA4NGVlM2JlYjhkNjJhZGUzZjg0YTBiOQ%3D%3D&v=1&f=sd', 'duration': 52, 'fallback_url': 'https://v.redd.it/fgdnzrkwnaag1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pzbw4k | /r/LocalLLaMA/comments/1pzbw4k/i_built_a_fully_offline_text_to_speech_mac_app/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'ODd5Z2hya3duYWFnMT5ICs7kDawfo1Fgfnw0GJpF94UbYpqrosjPAEkkD-iX', 'resolutions': [{'height': 69, 'url': 'https://external-preview.redd.it/ODd5Z2hya3duYWFnMT5ICs7kDawfo1Fgfnw0GJpF94UbYpqrosjPAEkkD-iX.png?width=108&crop=smart&format=pjpg&auto=webp&s=ab489bd5d637a05f49e5366652331e49a8fd5... | |
Live comparison of AI coding tools (features, repo understanding, pricing, dev sentiment) | 5 | I kept running into AI coding tool comparisons that were stale within weeks, so I built a small site that auto-regenerates them daily using web search + LLMs.
It compares tools like Cursor, Windsurf, Claude Code, Copilot across 18 criteria.
No auth, no tracking.
[https://devcompare.io](https://devcompare.io) | 2025-12-30T07:09:10 | https://www.devcompare.io/ | anticlickwise | devcompare.io | 1970-01-01T00:00:00 | 0 | {} | 1pzbhdj | false | null | t3_1pzbhdj | /r/LocalLLaMA/comments/1pzbhdj/live_comparison_of_ai_coding_tools_features_repo/ | false | false | default | 5 | null |
Dreaming persistent Ai architecture > model size | 1 | cross posting from r/locallm
I built an AI that dreams about your codebase while you sleep
Z.E.T.A. (Zero-shot Evolving Thought Architecture) is a multi-model system that indexes your code, builds a memory graph, and runs autonomous "dream cycles" during idle time. It wakes up with bug fixes, refactors, and feature... | 2025-12-30T06:59:36 | Empty-Poetry8197 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pzbbgo | false | null | t3_1pzbbgo | /r/LocalLLaMA/comments/1pzbbgo/dreaming_persistent_ai_architecture_model_size/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': '278ehqbogaag1', 'resolutions': [{'height': 144, 'url': 'https://preview.redd.it/278ehqbogaag1.jpeg?width=108&crop=smart&auto=webp&s=3703aa3b111deb672aeb2c372018e99e5c3b129a', 'width': 108}, {'height': 288, 'url': 'https://preview.redd.it/278ehqbogaag1.jpeg?width=216&crop=smart&auto=... | |
A zero-setup agent that benchmarks multiple open / closed source LLMs on your specific problem / data | 6 | Comparing different open and closed source LLMs, and analyzing their pros and cons on your own specific problem or dataset is a common task while building agents or LLM workflows.
We built an agent that makes it simple to do this. Just load or connect your dataset, explain the problem and ask our agent to prompt diffe... | 2025-12-30T06:52:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pzb6x7/a_zerosetup_agent_that_benchmarks_multiple_open/ | Ok-Introduction354 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzb6x7 | false | null | t3_1pzb6x7 | /r/LocalLLaMA/comments/1pzb6x7/a_zerosetup_agent_that_benchmarks_multiple_open/ | false | false | 6 | null | |
[Project] I treated LLM inference like a physical signal trajectory. Here is a Python toolkit to visualize the "Thinking Process" (Hidden States). | 68 | Hi everyone,
I'm a PhD student in **Electromagnetics**. In my daily work, I deal with fields, waves, and trajectories. When I started playing with Local LLMs, I felt something was missing: we usually look at the *output* text or the *loss curves*, but we rarely see **how** the model gets from A to B.
To an RF enginee... | 2025-12-30T06:40:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pzaz73/project_i_treated_llm_inference_like_a_physical/ | JB_King1919 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzaz73 | false | null | t3_1pzaz73 | /r/LocalLLaMA/comments/1pzaz73/project_i_treated_llm_inference_like_a_physical/ | false | false | 68 | null | |
How many lines of code in a LLM architecture | 0 | Hi all,
I was reading a couple of paper today and I was just curious to know how many lines of code is present in the model architecture. How difficult would it be to replicate a large LLM architecture code ? What do you guys think ?
Thanks! | 2025-12-30T06:30:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pzaskz/how_many_lines_of_code_in_a_llm_architecture/ | Independent_Wave5651 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzaskz | false | null | t3_1pzaskz | /r/LocalLLaMA/comments/1pzaskz/how_many_lines_of_code_in_a_llm_architecture/ | false | false | self | 0 | null |
Local setup to find BBFC ratings | 2 | I am wondering how people set up their local systems to perform tricky search. Has anyone got a local model setup that can successfully answer this? If so, how did you do it?
Prompt:
Find the bbfc ratings for the following films:
The Eight Mountains
Godland
Past Lives
Killers of the Flower Moon
Wonka
Reality
The Fa... | 2025-12-30T06:01:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pzaa7p/local_setup_to_find_bbfc_ratings/ | MrMrsPotts | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pzaa7p | false | null | t3_1pzaa7p | /r/LocalLLaMA/comments/1pzaa7p/local_setup_to_find_bbfc_ratings/ | false | false | self | 2 | null |
Thank you LocalLLaMA | 1 | [removed] | 2025-12-30T05:42:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pz9xac/thank_you_localllama/ | Mr_Moonsilver | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz9xac | false | null | t3_1pz9xac | /r/LocalLLaMA/comments/1pz9xac/thank_you_localllama/ | false | false | self | 1 | null |
One answer to "what do you use local LLMs for?": a hyper-personalized multimodal event crawler | 18 | I see the "what do you use local LLMs for?" question come up every month, so here's one example: a multimodal agent that crawls local websites to find events happening around me.
# Why local instead of API?
People ask me this a lot. Cloud providers are cheap, until you're generating millions of tokens. I'm crawling d... | 2025-12-30T05:42:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pz9x3u/one_answer_to_what_do_you_use_local_llms_for_a/ | zmarty | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz9x3u | false | null | t3_1pz9x3u | /r/LocalLLaMA/comments/1pz9x3u/one_answer_to_what_do_you_use_local_llms_for_a/ | false | false | self | 18 | null |
I created the free ai prompt wikipedia that I always wanted :) | 0 | U can create, find, autofill, copy, edit & try ai prompts for anything.
Check it out, I think it's pretty cool.
Let me know what it's missing :) | 2025-12-30T05:22:59 | https://www.persony.ai | yahya5650 | persony.ai | 1970-01-01T00:00:00 | 0 | {} | 1pz9jsy | false | null | t3_1pz9jsy | /r/LocalLLaMA/comments/1pz9jsy/i_created_the_free_ai_prompt_wikipedia_that_i/ | false | false | default | 0 | null |
I Built an Internal-State Reasoning Engine. | 0 | I revised my repo and added a working skeleton of the engine, config files, and tests.
Repo: https://github.com/GhoCentric/ghost-engine
I want to acknowledge upfront that my earlier posts were mis-framed. I initially underestimated how little weight .md files carry as proof, and that’s on me. After reflecting on the f... | 2025-12-30T05:18:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pz9gv1/i_built_an_internalstate_reasoning_engine/ | GhoCentric | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz9gv1 | false | null | t3_1pz9gv1 | /r/LocalLLaMA/comments/1pz9gv1/i_built_an_internalstate_reasoning_engine/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'Ip7Ks5d5TO6ST8yaqzTlvzrxKRSzQjPfBCleapdUV4I', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Ip7Ks5d5TO6ST8yaqzTlvzrxKRSzQjPfBCleapdUV4I.png?width=108&crop=smart&auto=webp&s=a9f7cc2a29c801bed694b15bd9cab61d3e9ff192', 'width': 108}, {'height': 108, 'url': 'h... |
Does anyone else hate how follow-up questions kill LLM chat flow? | 3 | I've got a UX pain point across pretty much every LLM chatbot:
1. I ask about a topic, get a \~500-word response.
2. While reading, I spot something unclear and want to drill down **right there** (quote a sentence, ask "expand on this?").
3. But the only option is a new message at the bottom. I scroll away from contex... | 2025-12-30T05:16:16 | https://www.reddit.com/r/LocalLLaMA/comments/1pz9f91/does_anyone_else_hate_how_followup_questions_kill/ | suntzuhere | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz9f91 | false | null | t3_1pz9f91 | /r/LocalLLaMA/comments/1pz9f91/does_anyone_else_hate_how_followup_questions_kill/ | false | false | self | 3 | null |
FEEETTTTT 🤭 | 0 | 2025-12-30T04:20:16 | aneya25jax | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pz8a76 | false | null | t3_1pz8a76 | /r/LocalLLaMA/comments/1pz8a76/feeettttt/ | true | false | spoiler | 0 | {'enabled': True, 'images': [{'id': '43pk9i4np9ag1', 'resolutions': [{'height': 192, 'url': 'https://preview.redd.it/43pk9i4np9ag1.jpeg?width=108&crop=smart&auto=webp&s=7d1e341341bde57f517580a81b24111e23caaf10', 'width': 108}, {'height': 384, 'url': 'https://preview.redd.it/43pk9i4np9ag1.jpeg?width=216&crop=smart&auto=... | ||
mlx-lm batch-server is work | 1 | [removed] | 2025-12-30T04:12:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pz84gk/mlxlm_batchserver_is_work/ | No-Abrocoma-5335 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz84gk | false | null | t3_1pz84gk | /r/LocalLLaMA/comments/1pz84gk/mlxlm_batchserver_is_work/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'uGw8BJ0WG_m_COn3jlBVnhFpbo0f4bnVms8uJDyk7ag', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/uGw8BJ0WG_m_COn3jlBVnhFpbo0f4bnVms8uJDyk7ag.png?width=108&crop=smart&auto=webp&s=23a664d3b099462b032d9cb33b28c3e6b352ac10', 'width': 108}, {'height': 108, 'url': 'h... |
If an AI agent could pay a few cents instantly for a tool call, what would you actually build or charge for? | 0 | I’ve been spending the last few days going deep on agent systems, and something finally clicked for me.
Ignore crypto hype for a second. Imagine a very boring assumption:
An agent can hold a wallet.
It can pay 1 to 10 cents instantly.
No accounts, no Stripe, no subscriptions.
Payment happens automatically inside t... | 2025-12-30T04:10:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pz82n1/if_an_ai_agent_could_pay_a_few_cents_instantly/ | Chance_Lion3547 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz82n1 | false | null | t3_1pz82n1 | /r/LocalLLaMA/comments/1pz82n1/if_an_ai_agent_could_pay_a_few_cents_instantly/ | false | false | self | 0 | null |
Llama-3.3-8B-Instruct | 150 | I am not sure if this is real, but the author provides a fascinating story behind its acquisition. I would like for it to be real!
https://huggingface.co/allura-forge/Llama-3.3-8B-Instruct
Bartowski GGUFs: https://huggingface.co/bartowski/allura-forge_Llama-3.3-8B-Instruct-GGUF | 2025-12-30T03:49:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pz7mxr/llama338binstruct/ | ttkciar | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz7mxr | false | null | t3_1pz7mxr | /r/LocalLLaMA/comments/1pz7mxr/llama338binstruct/ | false | false | self | 150 | {'enabled': False, 'images': [{'id': 'F-RvVhAB2x8ac9OzOxDw905YUEWDIOQBeDMa2ZyMwo4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/F-RvVhAB2x8ac9OzOxDw905YUEWDIOQBeDMa2ZyMwo4.png?width=108&crop=smart&auto=webp&s=1ba2f2a539526f220a8957a49d24d3dd56bfaf7b', 'width': 108}, {'height': 116, 'url': 'h... |
Building a real‑time interactive digital human with full‑stack open‑source technologies | 2 | Building a real‑time interactive digital human with full‑stack open‑source technologies | 2025-12-30T03:38:54 | https://www.bilibili.com/video/BV169BCBSELH/?share_source=copy_web&vd_source=ad104f2f7ca4ece16ed05ee90c99142d | Deep-Jellyfish6717 | bilibili.com | 1970-01-01T00:00:00 | 0 | {} | 1pz7f4i | false | null | t3_1pz7f4i | /r/LocalLLaMA/comments/1pz7f4i/building_a_realtime_interactive_digital_human/ | false | false | default | 2 | null |
Llama-3.3-8B-Instruct | 437 |
GGUF
[https://huggingface.co/bartowski/allura-forge\_Llama-3.3-8B-Instruct-GGUF](https://huggingface.co/bartowski/allura-forge_Llama-3.3-8B-Instruct-GGUF)
from **allura-forge**:
[](https://huggingface.co/allura-forge/Llama-3.3-8B-Instruct#llama-33-8b-instruct)**Llama 3.3 8B Instruct**
Yes, this is offic... | 2025-12-30T03:34:19 | https://huggingface.co/allura-forge/Llama-3.3-8B-Instruct | jacek2023 | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pz7bmv | false | null | t3_1pz7bmv | /r/LocalLLaMA/comments/1pz7bmv/llama338binstruct/ | false | false | default | 437 | {'enabled': False, 'images': [{'id': 'F-RvVhAB2x8ac9OzOxDw905YUEWDIOQBeDMa2ZyMwo4', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/F-RvVhAB2x8ac9OzOxDw905YUEWDIOQBeDMa2ZyMwo4.png?width=108&crop=smart&auto=webp&s=1ba2f2a539526f220a8957a49d24d3dd56bfaf7b', 'width': 108}, {'height': 116, 'url': 'h... |
An open source implementation of that refusal steering paper | 13 | Hey everyone - I just released the code for the refusal steering paper that uses LLM-Refusal-Evaluation.
TLDR: Surgical refusal removal with statistical validation instead of vibes-based steering.
Main features:
Judge scores validate your training data
Correlation analysis picks best layers automatically
Confidence-... | 2025-12-30T03:12:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pz6vju/an_open_source_implementation_of_that_refusal/ | Remarkable_Threes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz6vju | false | null | t3_1pz6vju | /r/LocalLLaMA/comments/1pz6vju/an_open_source_implementation_of_that_refusal/ | false | false | self | 13 | {'enabled': False, 'images': [{'id': 'sp2LDVanx_y3s27nVwCkW8Idlfbl2ZaZVUPKO18Zfuc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/sp2LDVanx_y3s27nVwCkW8Idlfbl2ZaZVUPKO18Zfuc.png?width=108&crop=smart&auto=webp&s=f53290c14a5a9f8fe30c9a75f9d542231e431042', 'width': 108}, {'height': 108, 'url': 'h... |
2025: Recap of Major LLM Releases and Their Effects | 0 | [https://www.youtube.com/watch?v=UEp4j0yYvME](https://www.youtube.com/watch?v=UEp4j0yYvME)
Goes over the mainstream LLM model releases and how it affected the job market and hardware (RAM).
The AI story of 2025 can be told in six numbers:
* 💰 $5.58M - What DeepSeek spent to shake Silicon Valley
* 📈 $202B - Total A... | 2025-12-30T03:10:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pz6tpp/2025_recap_of_major_llm_releases_and_their_effects/ | gpt872323 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz6tpp | false | null | t3_1pz6tpp | /r/LocalLLaMA/comments/1pz6tpp/2025_recap_of_major_llm_releases_and_their_effects/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'n8F7h2eapF_ayY6b1N_cmM1nQg_IUgO6v5Enf9RZWQ4', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/n8F7h2eapF_ayY6b1N_cmM1nQg_IUgO6v5Enf9RZWQ4.jpeg?width=108&crop=smart&auto=webp&s=d482739e2bf387d4ab9d964d9ad462aceba27fdb', 'width': 108}, {'height': 162, 'url': '... |
Meta acquired Manus !! | 33 | Manus is a general-purpose autonomous AI agent developed by Butterfly Effect Technology, a Singapore-based startup.
| 2025-12-30T02:55:27 | https://manus.im/blog/manus-joins-meta-for-next-era-of-innovation | Difficult-Cap-7527 | manus.im | 1970-01-01T00:00:00 | 0 | {} | 1pz6hol | false | null | t3_1pz6hol | /r/LocalLLaMA/comments/1pz6hol/meta_acquired_manus/ | false | false | default | 33 | null |
Z AI is going for an IPO on Jan 8 and set to raise $560 million. Z.ai is set to be the first AI-native LLM company to list on the global market. | 332 | 2025-12-30T02:43:48 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pz68fz | false | null | t3_1pz68fz | /r/LocalLLaMA/comments/1pz68fz/z_ai_is_going_for_an_ipo_on_jan_8_and_set_to/ | false | false | default | 332 | {'enabled': True, 'images': [{'id': 'ocq43c2a79ag1', 'resolutions': [{'height': 129, 'url': 'https://preview.redd.it/ocq43c2a79ag1.jpeg?width=108&crop=smart&auto=webp&s=c4f54fd334dd739e4acb0aa47a35208e85b9a54b', 'width': 108}, {'height': 259, 'url': 'https://preview.redd.it/ocq43c2a79ag1.jpeg?width=216&crop=smart&auto=... | ||
5 new korean models will be released in 2 hours | 62 | https://www.youtube.com/live/fLBh97ls--Q?si=Ql8JOjXXVoSA7ura
Naver, LG, SK, NC, Upstate
All 5 models will be released in 2 to 3 hours. Follow with the YouTube link | 2025-12-30T02:42:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pz67hm/5_new_korean_models_will_be_released_in_2_hours/ | Specialist-2193 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz67hm | false | null | t3_1pz67hm | /r/LocalLLaMA/comments/1pz67hm/5_new_korean_models_will_be_released_in_2_hours/ | false | false | self | 62 | {'enabled': False, 'images': [{'id': 'fpNu8wp1o7f8dafTa3X1_DiglHGNq6gUQy22_LyYhAA', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/fpNu8wp1o7f8dafTa3X1_DiglHGNq6gUQy22_LyYhAA.jpeg?width=108&crop=smart&auto=webp&s=843cc449e2d989b6c5706bdcecf681d852948b48', 'width': 108}, {'height': 121, 'url': '... |
2025 AI Recap | 1 | [https://www.youtube.com/watch?v=UEp4j0yYvME](https://www.youtube.com/watch?v=UEp4j0yYvME) | 2025-12-30T02:40:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pz65nu/2025_ai_recap/ | gpt872323 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz65nu | false | null | t3_1pz65nu | /r/LocalLLaMA/comments/1pz65nu/2025_ai_recap/ | false | false | self | 1 | null |
RAG Paper 25.12.24 | 29 | 1. [SMART SLM: Structured Memory and Reasoning Transformer, A Small Language Model for Accurate Document Assistance](http://arxiv.org/abs/2512.21280v1)
2. [MMSRARec: Summarization and Retrieval Augumented Sequential Recommendation Based on Multimodal Large Language Model](http://arxiv.org/abs/2512.20916v1)
3. [The Sile... | 2025-12-30T01:45:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pz4x0v/rag_paper_251224/ | Cheryl_Apple | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz4x0v | false | null | t3_1pz4x0v | /r/LocalLLaMA/comments/1pz4x0v/rag_paper_251224/ | false | false | self | 29 | null |
So any rumours about llama? | 16 | While others have been cooking, the llama team had been radio silent. Has any interesting news about llama surfaced? | 2025-12-30T00:28:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pz3643/so_any_rumours_about_llama/ | AdventurousFly4909 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz3643 | false | null | t3_1pz3643 | /r/LocalLLaMA/comments/1pz3643/so_any_rumours_about_llama/ | false | false | self | 16 | null |
Wooo vs Speed! | 0 | 2025-12-29T23:31:03 | 1Oaktree | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pz1t2b | false | null | t3_1pz1t2b | /r/LocalLLaMA/comments/1pz1t2b/wooo_vs_speed/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'h60melh1a8ag1', 'resolutions': [{'height': 160, 'url': 'https://preview.redd.it/h60melh1a8ag1.jpeg?width=108&crop=smart&auto=webp&s=a507edbfaddc3083bbedde46e004ecd863274dbb', 'width': 108}, {'height': 321, 'url': 'https://preview.redd.it/h60melh1a8ag1.jpeg?width=216&crop=smart&auto=... | ||
Working examples of AMD MI50 on Proxmox 9.1 in a LXC passthrough | 7 | I've been working for 3 days trying to get two Instinct MI50 cards in a server to work on Proxmox 9.1 with Kernel 6.17.
Proxmox includes amdgpu drivers (I think they are rocm 6.1). I can set up the LXC, do the hardware passthrough of the cards to the LXC, get a docker container of ollama and openwebui spun up in... | 2025-12-29T22:46:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pz0phb/working_examples_of_amd_mi50_on_proxmox_91_in_a/ | bkvargyas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz0phb | false | null | t3_1pz0phb | /r/LocalLLaMA/comments/1pz0phb/working_examples_of_amd_mi50_on_proxmox_91_in_a/ | false | false | self | 7 | null |
Fine-tuning on Consumer GPUs : Swarm vs FSDP (Answering the architecture/cost questions) | 0 | Hi everyone,
In my previous post about the decentralized swarm I'm building (Zagora), some of you asked some critical questions about network latency and real costs compared to just renting H100s.
I want to answer those here properly, as the math is interesting for anyone trying to escape the VRAM wall.
**1. What is... | 2025-12-29T22:24:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pz06iu/finetuning_on_consumer_gpus_swarm_vs_fsdp/ | Desperate_One2416 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz06iu | false | null | t3_1pz06iu | /r/LocalLLaMA/comments/1pz06iu/finetuning_on_consumer_gpus_swarm_vs_fsdp/ | false | false | self | 0 | null |
Building "Derin" - An Embodied AI project for Jetson AGX Thor (94K lines, looking for feedback) | 0 | Hey everyone,
I've been developing an embodied AI system designed for edge deployment on NVIDIA Jetson AGX Thor.
What I'm building:
Consciousness-inspired decision making
\- Not just prompt-response, but continuous awareness
\- Autonomous goal setting and execution
Real-time perception
... | 2025-12-29T22:23:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pz05m0/building_derin_an_embodied_ai_project_for_jetson/ | Logarhitma | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pz05m0 | false | null | t3_1pz05m0 | /r/LocalLLaMA/comments/1pz05m0/building_derin_an_embodied_ai_project_for_jetson/ | false | false | self | 0 | null |
Roast my Career Strategy: 0-Exp CS Grad pivoting to "Agentic AI" (4-Month Sprint) | 0 | TITLE: Roast my Career Strategy: 0-Exp CS Grad pivoting to "Agentic AI" (4-Month Sprint)
Hi everyone,
I am a Computer Science senior graduating in May 2026. I have 0 formal internships, so I know I cannot compete with Senior Engineers for traditional Machine Learning roles (which usually require Masters/PhD + 5 y... | 2025-12-29T22:03:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pyzn86/roast_my_career_strategy_0exp_cs_grad_pivoting_to/ | Substantial_Sky_8167 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyzn86 | false | null | t3_1pyzn86 | /r/LocalLLaMA/comments/1pyzn86/roast_my_career_strategy_0exp_cs_grad_pivoting_to/ | false | false | self | 0 | null |
Existential Threat | 0 | This happened to me this morning. I felt compelled to enshrine it as meme. | 2025-12-29T21:28:39 | TrickyWidget | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyyr36 | false | null | t3_1pyyr36 | /r/LocalLLaMA/comments/1pyyr36/existential_threat/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'u8xipn9rn7ag1', 'resolutions': [{'height': 110, 'url': 'https://preview.redd.it/u8xipn9rn7ag1.png?width=108&crop=smart&auto=webp&s=1d776df2d1c7931737cdba90a023b73db27b0925', 'width': 108}, {'height': 221, 'url': 'https://preview.redd.it/u8xipn9rn7ag1.png?width=216&crop=smart&auto=we... | |
What is the best way to allocated $15k right now for local LLMs? | 62 | What is the best bang for $15k right now? Would like to be able to run DeepSeek, Kimi K2 and GLM 4.5+. | 2025-12-29T21:26:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pyyp59/what_is_the_best_way_to_allocated_15k_right_now/ | LargelyInnocuous | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyyp59 | false | null | t3_1pyyp59 | /r/LocalLLaMA/comments/1pyyp59/what_is_the_best_way_to_allocated_15k_right_now/ | false | false | self | 62 | null |
StabooruJeffrey: The Stable AI Platform | 0 | # [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.
सबसे स्थिर और मॉड्यूलर एआई इंजन और एप्लिकेशन... | 2025-12-29T21:13:12 | MuziqueComfyUI | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyyco5 | false | null | t3_1pyyco5 | /r/LocalLLaMA/comments/1pyyco5/staboorujeffrey_the_stable_ai_platform/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'lo93pze7l7ag1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/lo93pze7l7ag1.jpeg?width=108&crop=smart&auto=webp&s=02a967551097e398f181d5d02d8b7c0ce5fcfa87', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/lo93pze7l7ag1.jpeg?width=216&crop=smart&auto=... | |
StabooruJeffrey: The Stable AI Platform | 1 | # [](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... | 2025-12-29T21:09:28 | https://v.redd.it/c1d0415hk7ag1 | MuziqueComfyUI | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyy958 | false | {'reddit_video': {'bitrate_kbps': 1200, 'dash_url': 'https://v.redd.it/c1d0415hk7ag1/DASHPlaylist.mpd?a=1769634584%2CYTU3MzM2Mzg3YzU4NDY0NDk3M2U5NDIwMmYwOTU5OGY3MzYzMjgzMjFiYTlmMjk2Y2MzYzk4MThjNDE5NjU2NQ%3D%3D&v=1&f=sd', 'duration': 4, 'fallback_url': 'https://v.redd.it/c1d0415hk7ag1/CMAF_480.mp4?source=fallback', 'has... | t3_1pyy958 | /r/LocalLLaMA/comments/1pyy958/staboorujeffrey_the_stable_ai_platform/ | false | false | 1 | {'enabled': False, 'images': [{'id': 'OXkwajBtYWhrN2FnMVizCTR1C4Bt2Jb2pKwmlkkktxtN3ijd-gOjrL3e0xAT', 'resolutions': [{'height': 113, 'url': 'https://external-preview.redd.it/OXkwajBtYWhrN2FnMVizCTR1C4Bt2Jb2pKwmlkkktxtN3ijd-gOjrL3e0xAT.png?width=108&crop=smart&format=pjpg&auto=webp&s=a6d9680b9b84df03c9b0d77ea6bea2592f4d... | |
AI-Doomsday-Toolbox Distributed inference + workflows | 12 | AI Doomsday Toolbox v0.513 Update!
It took some major work but we now have
- Distributed LLM Inference
Run large models across multiple phones! Master-worker setup via llama.cpp
Manually add workers + set RAM/layer proportions per device
- New Workflows + templates for them
Transcribe + Summarize: Audio/video → Wh... | 2025-12-29T20:56:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pyxwsh/aidoomsdaytoolbox_distributed_inference_workflows/ | ManuXD32 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyxwsh | false | null | t3_1pyxwsh | /r/LocalLLaMA/comments/1pyxwsh/aidoomsdaytoolbox_distributed_inference_workflows/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': 'a9p_ntkmE8G2Awo3LzdTyiFXORODSxhSZDOI_aGuHZ8', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/a9p_ntkmE8G2Awo3LzdTyiFXORODSxhSZDOI_aGuHZ8.png?width=108&crop=smart&auto=webp&s=42fc843ddd25c531f25d80e4763b1ee525cfc32d', 'width': 108}, {'height': 108, 'url': 'h... |
Anyone fine-tuning codegen models to optimize for a specific codebase? | 1 | We do a lot of task specific fine-tuning to either distill from large teacher models to smaller (cheaper/faster) student models.
I'm currently working on a major refactor our of application (front & backend) and have a huge amount of code with unit & integration test. That got me to wondering about tuning for a s... | 2025-12-29T20:52:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pyxt0f/anyone_finetuning_codegen_models_to_optimize_for/ | Mundane_Ad8936 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyxt0f | false | null | t3_1pyxt0f | /r/LocalLLaMA/comments/1pyxt0f/anyone_finetuning_codegen_models_to_optimize_for/ | false | false | self | 1 | null |
This is the most affordable Nvidia hardware with HBM memory. Can you guess what it is? | 0 | 2025-12-29T20:29:01 | GPTrack---ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyx7hd | false | null | t3_1pyx7hd | /r/LocalLLaMA/comments/1pyx7hd/this_is_the_most_affordable_nvidia_hardware_with/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'zqrnab83d7ag1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/zqrnab83d7ag1.jpeg?width=108&crop=smart&auto=webp&s=36d523836b9e81f6201c87ec6ce473397b2bd696', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/zqrnab83d7ag1.jpeg?width=216&crop=smart&auto=w... | ||
[Open Source] LangGraph Threads Export Tool - Backup, migrate, and own your conversation data | 1 | [removed] | 2025-12-29T20:29:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pyx7gf/open_source_langgraph_threads_export_tool_backup/ | SignatureHuman8057 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyx7gf | false | null | t3_1pyx7gf | /r/LocalLLaMA/comments/1pyx7gf/open_source_langgraph_threads_export_tool_backup/ | false | false | self | 1 | null |
Have you also been shadow-banned? | 1 | [removed] | 2025-12-29T20:17:50 | https://www.reddit.com/r/LocalLLaMA/comments/1pywwzw/have_you_also_been_shadowbanned/ | GPTshop | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pywwzw | false | null | t3_1pywwzw | /r/LocalLLaMA/comments/1pywwzw/have_you_also_been_shadowbanned/ | false | false | self | 1 | null |
I posted my Local Voice Agent in Sesame AI's "Showcase" channel... and got banned instantly. Apparently, they don't like Open Source competition. (Python + SNAC + Whisper) | 3 | 2025-12-29T20:00:51 | https://v.redd.it/wdczvy6c87ag1 | Legion10008 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pywgth | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/wdczvy6c87ag1/DASHPlaylist.mpd?a=1769630468%2CYjc2NTQ0ODMxYmQyOTY5M2JmYjliYzU3YTgxMzkzMzExYjQ3YzU5NDVkMzY4ZmY0NDA4ZmZjNDdjNTQxZGMzOA%3D%3D&v=1&f=sd', 'duration': 71, 'fallback_url': 'https://v.redd.it/wdczvy6c87ag1/CMAF_720.mp4?source=fallback', 'ha... | t3_1pywgth | /r/LocalLLaMA/comments/1pywgth/i_posted_my_local_voice_agent_in_sesame_ais/ | false | false | 3 | {'enabled': False, 'images': [{'id': 'MXN0aTA0N2M4N2FnMf8MZwckmGiP8NtabdND0_tDQLKwKD_hK5qRYpaiO-j7', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/MXN0aTA0N2M4N2FnMf8MZwckmGiP8NtabdND0_tDQLKwKD_hK5qRYpaiO-j7.png?width=108&crop=smart&format=pjpg&auto=webp&s=d34f623d1a525abf2a345a032673f82f7877a... | ||
Best LLM Related Open Source Tools - 2025? | 44 | I think 2025 is good year [LLM wise](https://www.reddit.com/r/LocalLLaMA/comments/1pwh0q9/best_local_llms_2025/).
Now please share the tools you're using with LLMs. I know that half of us here involves with coding by using tools such as Cline, RooCode, KiloCode, QwenCode, MistralVibe, etc.,
Similarly some of us here... | 2025-12-29T20:00:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pywgsb/best_llm_related_open_source_tools_2025/ | pmttyji | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pywgsb | false | null | t3_1pywgsb | /r/LocalLLaMA/comments/1pywgsb/best_llm_related_open_source_tools_2025/ | false | false | self | 44 | null |
@streppelchen: yes, official invoice is possible. yes, it is ARM, but this is with 99% of the software no problem. Nvidia does fully support Grace Hopper, since this was their flagship product before Blackwell. | 0 | If you want to know more, visit GPTrack and drop me a Email. | 2025-12-29T19:42:43 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvzlv/streppelchen_yes_official_invoice_is_possible_yes/ | GPTrack--ai | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvzlv | false | null | t3_1pyvzlv | /r/LocalLLaMA/comments/1pyvzlv/streppelchen_yes_official_invoice_is_possible_yes/ | false | false | self | 0 | null |
Small LocalLLaMA in GGUF for tagging - 2GB RAM | 1 | I'm searching for a small model (max. 2GB RAM, no GPU) in gguf format to use with ollama. I want to use it for my Karakeep Instance. It should create tags for my saved bookmarks. The prompt would look like this:
You are an expert whose responsibility is to help with automatic tagging for a read-it-later app. Pleas... | 2025-12-29T19:41:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvyef/small_localllama_in_gguf_for_tagging_2gb_ram/ | pizzapastamix | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvyef | false | null | t3_1pyvyef | /r/LocalLLaMA/comments/1pyvyef/small_localllama_in_gguf_for_tagging_2gb_ram/ | false | false | self | 1 | null |
Prices are set to rise sharply soon - this is your last chance to secure a cutting-edge system with HBM memory at a low rate. Nvidia GH200 (624GB) available for a limited-time offer of 35k valid until December 31. Only 2 units in stock, shipping directly from Taiwan. | 1 | [removed] | 2025-12-29T19:36:00 | GPTshop | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyvt8i | false | null | t3_1pyvt8i | /r/LocalLLaMA/comments/1pyvt8i/prices_are_set_to_rise_sharply_soon_this_is_your/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'e31h5mnr37ag1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/e31h5mnr37ag1.jpeg?width=108&crop=smart&auto=webp&s=90c211cbaf50c6c5f950dc02a2a09ef6616585ab', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/e31h5mnr37ag1.jpeg?width=216&crop=smart&auto=w... | |
Whats about new Local LM apps and research platforms | 5 | Hi guys as you know, there are many ordinary applications aimed at end users, such as LM Studio, Sanctum, Anything, OpenUI, Kotaemon Biniou, etc.
But I'm looking for something a bit more complex and functional, like "transformerLAB"Kiln" or similar applications.
CLI or UI doesn't matter.
What new applications an... | 2025-12-29T19:33:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvqvn/whats_about_new_local_lm_apps_and_research/ | Safe-Clothes5925 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvqvn | false | null | t3_1pyvqvn | /r/LocalLLaMA/comments/1pyvqvn/whats_about_new_local_lm_apps_and_research/ | false | false | self | 5 | null |
I compared pricing for 60+ cloud LLMs (Claude, GPT, Gemini) - Gemini Flash is cheapest | 1 | [removed] | 2025-12-29T19:31:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvonm/i_compared_pricing_for_60_cloud_llms_claude_gpt/ | Successful_Iron_5831 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvonm | false | null | t3_1pyvonm | /r/LocalLLaMA/comments/1pyvonm/i_compared_pricing_for_60_cloud_llms_claude_gpt/ | false | false | self | 1 | null |
Best Local LLM for my setup? | 1 | Hello i have a RTX 5090 + 64GB RAM + 9950X3D system.
Can anyone recommend me a Local LLM for coding that have good reasoning and coding skills but that fits to my setup...
Additional Vision Capability (it's okay if it doesn't have it) | 2025-12-29T19:25:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvitm/best_local_llm_for_my_setup/ | BlackShadowX306 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvitm | false | null | t3_1pyvitm | /r/LocalLLaMA/comments/1pyvitm/best_local_llm_for_my_setup/ | false | false | self | 1 | null |
Soon there will be a massive increase in pricing, last chance to get a cheap bleeding-edge system with HBM memory: Nvidia GH200 624GB special offer only valid till 12/31 for 35k USD. 2 pieces available. Ships directly from Taiwan. | 0 | Nvidia Grace-Hopper Superchip
72-core Nvidia Grace CPU
Nvidia Hopper H200 Tensor Core GPU
480GB of LPDDR5X memory with EEC
144GB of HBM3e memory
624GB of total fast-access memory
NVlink-C2C: 900 GB/s of bandwidth
Programmable from 450W to 1000W TDP (CPU + GPU + memory)
2x High-efficiency 2000W PSU
2x ... | 2025-12-29T19:22:39 | GPTrack--ai | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pyvg40 | false | null | t3_1pyvg40 | /r/LocalLLaMA/comments/1pyvg40/soon_there_will_be_a_massive_increase_in_pricing/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'a33ncfz917ag1', 'resolutions': [{'height': 81, 'url': 'https://preview.redd.it/a33ncfz917ag1.jpeg?width=108&crop=smart&auto=webp&s=6a586df6084734c0e6c4e6f1c1c530bc743c0a67', 'width': 108}, {'height': 162, 'url': 'https://preview.redd.it/a33ncfz917ag1.jpeg?width=216&crop=smart&auto=w... | |
Bounded autonomy: how the "is it an agent?" question changed my QA bot design | 0 | Built a QA bot after pushing code that broke production. It monitors health checks, rolls back when they fail, attempts to diagnose and fix, then either promotes the fix or notifies me.
The interesting design question wasn't which model to use. It was how much autonomy to give it.
A Duke paper (arxiv.org/abs/2508.053... | 2025-12-29T19:19:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvdea/bounded_autonomy_how_the_is_it_an_agent_question/ | OnyxProyectoUno | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvdea | false | null | t3_1pyvdea | /r/LocalLLaMA/comments/1pyvdea/bounded_autonomy_how_the_is_it_an_agent_question/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'MNxz5CWjDjDKDOnLohSYf3CbeqKtWYpkS9wSFIdJq1Q', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/MNxz5CWjDjDKDOnLohSYf3CbeqKtWYpkS9wSFIdJq1Q.png?width=108&crop=smart&auto=webp&s=e7efa87ed04e700fde61d00357fab5721f2fcf7b', 'width': 108}, {'height': 113, 'url': 'h... |
Was I lied to or was I blunt? | 0 | I bought an RTX 5070 12 gb instead of an RTX 3050 8g, and there is no difference in LLM. Neither that in LLM, in general, there is no speed boost in AI where I have not tested. | 2025-12-29T19:18:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pyvbmi/was_i_lied_to_or_was_i_blunt/ | romyxr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyvbmi | false | null | t3_1pyvbmi | /r/LocalLLaMA/comments/1pyvbmi/was_i_lied_to_or_was_i_blunt/ | false | false | self | 0 | null |
Built a Python library that translates embeddings from MiniLM to OpenAI — and it actually works! | 7 | *I built a Python library called* ***EmbeddingAdapters*** *that* ***provides multiple pre-trained adapters for translating embeddings from one model space into another***:
[https://github.com/PotentiallyARobot/EmbeddingAdapters/](https://github.com/PotentiallyARobot/EmbeddingAdapters/)
\`\`\`
`pip install embedding... | 2025-12-29T19:01:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pyuvnd/built_a_python_library_that_translates_embeddings/ | Interesting-Town-433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyuvnd | false | null | t3_1pyuvnd | /r/LocalLLaMA/comments/1pyuvnd/built_a_python_library_that_translates_embeddings/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'H0sSmhd4f6cS5bWHZ_Z-gqYC55fF-rA4tjRQNuWAuEo', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/H0sSmhd4f6cS5bWHZ_Z-gqYC55fF-rA4tjRQNuWAuEo.png?width=108&crop=smart&auto=webp&s=6ab55800bd8174fa4ced8c7ba10357c03c59918a', 'width': 108}, {'height': 108, 'url': 'h... |
Fine-tuning on Consumer GPUs : Swarm vs FSDP (Answering the architecture/cost questions) | 1 | [removed] | 2025-12-29T18:55:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pyupee/finetuning_on_consumer_gpus_swarm_vs_fsdp/ | Alone-Detective-3317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyupee | false | null | t3_1pyupee | /r/LocalLLaMA/comments/1pyupee/finetuning_on_consumer_gpus_swarm_vs_fsdp/ | false | false | self | 1 | null |
70B Fine-tuning on Consumer WAN: Swarm vs FSDP (Answering the architecture/cost questions from my previous thread) | 1 | [removed] | 2025-12-29T18:53:36 | https://www.reddit.com/r/LocalLLaMA/comments/1pyunku/70b_finetuning_on_consumer_wan_swarm_vs_fsdp/ | Alone-Detective-3317 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pyunku | false | null | t3_1pyunku | /r/LocalLLaMA/comments/1pyunku/70b_finetuning_on_consumer_wan_swarm_vs_fsdp/ | false | false | self | 1 | null |
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