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Putting topk to bed once and for all? | 2 | wtf is topk?
topk is the 'google search results' limit applied to your next token, every token.
topk 40? You get the top 40 results.
topk 100? You get the top 100 results.
topk 0? You get the top 200,000 results for gpt120 because that's what it's 'vocabulary size' is, apparently.
Someone m... | 2025-12-18T01:43:27 | https://www.reddit.com/r/LocalLLaMA/comments/1ppei5j/putting_topk_to_bed_once_and_for_all/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppei5j | false | null | t3_1ppei5j | /r/LocalLLaMA/comments/1ppei5j/putting_topk_to_bed_once_and_for_all/ | false | false | 2 | null | |
Speed issues with 3x 3090s but good with 2x 3090 and a 5070... | 3 | I have 2x 3090s inside my PC and a EGPU through Oculink. When testing with my 3090s with the 3080 or 3090 on GPU the speed quite a bit slower. But if I pair the 3090s with the 5070 its decent. I am using LM Studio so I don't know if that is the issue or if the 5000 series is doing something fancy?
I'm trying to run 3x... | 2025-12-18T00:45:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ppdafw/speed_issues_with_3x_3090s_but_good_with_2x_3090/ | lemondrops9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppdafw | false | null | t3_1ppdafw | /r/LocalLLaMA/comments/1ppdafw/speed_issues_with_3x_3090s_but_good_with_2x_3090/ | false | false | self | 3 | null |
2x Hailo 10H running LLMs on Raspberry Pi 5 | 33 | I tested two Hailo 10H running on Raspberry Pi 5, ran 2 LLMs and made them talk to each other: [https://github.com/martincerven/hailo\_learn](https://github.com/martincerven/hailo_learn)
Also how it runs with/without heatsinks w. thermal camera.
It has 8GB LPDDR4 each, connected over M2 PCIe.
I will try more example... | 2025-12-17T23:43:36 | https://youtu.be/yhDjQx-Dmu0 | martincerven | youtu.be | 1970-01-01T00:00:00 | 0 | {} | 1ppbx2r | false | {'oembed': {'author_name': 'Martin Cerven', 'author_url': 'https://www.youtube.com/@martincerven', 'height': 200, 'html': '<iframe width="356" height="200" src="https://www.youtube.com/embed/yhDjQx-Dmu0?feature=oembed&enablejsapi=1" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyros... | t3_1ppbx2r | /r/LocalLLaMA/comments/1ppbx2r/2x_hailo_10h_running_llms_on_raspberry_pi_5/ | false | false | default | 33 | {'enabled': False, 'images': [{'id': '-UtatTVLPFBH5nFCnadOByG6DM8Q0W-9QDOoZnCbr0o', 'resolutions': [{'height': 81, 'url': 'https://external-preview.redd.it/-UtatTVLPFBH5nFCnadOByG6DM8Q0W-9QDOoZnCbr0o.jpeg?width=108&crop=smart&auto=webp&s=a0e43fa60ccb569da76f1d9e07e0a123aed8246e', 'width': 108}, {'height': 162, 'url': '... |
Getting most of your local LLM setup - a GitHub list | 12 | Two months ago, I posted "[Getting most of your local LLM setup](https://www.reddit.com/r/LocalLLaMA/comments/1oclug7/getting_most_out_of_your_local_llm_setup/)" where I shared my personal experience setting up and using \~70 different LLM-related services. Now, it's also available as a GitHub list.
[https://github.co... | 2025-12-17T23:35:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ppbq2k/getting_most_of_your_local_llm_setup_a_github_list/ | Everlier | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppbq2k | false | null | t3_1ppbq2k | /r/LocalLLaMA/comments/1ppbq2k/getting_most_of_your_local_llm_setup_a_github_list/ | false | false | self | 12 | null |
I built a stability-first AI runtime in Rust to prevent OOM and Thrashing on consumer GPUs (Atenia Engine) | 0 | Hi everyone,
Like many of you, I’ve struggled with runtimes that assume I have unlimited VRAM or a dedicated A100 cluster. In reality, on local/shared hardware, memory fragmentation and scheduler jitter cause OOMs even when theoretically there is enough free memory.
I spent the last year building **Atenia Engine**, a... | 2025-12-17T23:21:16 | https://www.reddit.com/r/LocalLLaMA/comments/1ppbem5/i_built_a_stabilityfirst_ai_runtime_in_rust_to/ | Atenia_Engine | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppbem5 | false | null | t3_1ppbem5 | /r/LocalLLaMA/comments/1ppbem5/i_built_a_stabilityfirst_ai_runtime_in_rust_to/ | false | false | self | 0 | null |
GPT-5.2, GPT-5.1 codex, Claude Code, Gemini 3 Pro on fresh SWE-rebench (November 2025) | 1 | [deleted] | 2025-12-17T22:45:05 | [deleted] | 1970-01-01T00:00:00 | 0 | {} | 1ppajrj | false | null | t3_1ppajrj | /r/LocalLLaMA/comments/1ppajrj/gpt52_gpt51_codex_claude_code_gemini_3_pro_on/ | false | false | default | 1 | null | ||
Fit 20% more context into your prompts using this lightweight pre-processor (Benchmarks included) | 0 | Hey everyone,
We all know the pain of limited context windows (especially on local 8k/16k models). If you are doing RAG, you are probably wasting a chunk of that window on useless HTML tags, excessive whitespace, or redundant JSON keys.
I built a small tool called **Prompt Refiner** to fix this. It’s a "last-mile" cl... | 2025-12-17T22:38:48 | https://www.reddit.com/r/LocalLLaMA/comments/1ppae98/fit_20_more_context_into_your_prompts_using_this/ | Ok-Suggestion7846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppae98 | false | null | t3_1ppae98 | /r/LocalLLaMA/comments/1ppae98/fit_20_more_context_into_your_prompts_using_this/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'LfCLg1Xmj54MMK3La9pr1pffRUL5eqTp38aom-upUGA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/LfCLg1Xmj54MMK3La9pr1pffRUL5eqTp38aom-upUGA.png?width=108&crop=smart&auto=webp&s=1f7a1210f1aef2aca0448bac874966bd15ed9a9b', 'width': 108}, {'height': 108, 'url': 'h... |
Looking for a fast LLM for MATLAB coding agent | 3 | \- \*\*Hardware:\*\*
\- Ryzen 9 9950X
\- 64 GB DDR5‑6000
\- RX 9070XT 16 GB VRAM
\- \*\*Use case:\*\* MATLAB coding agent (mostly MATLAB, some Python).
\- \*\*Constraints:\*\*
\- Decent speed >35 tok/s ideally
\- \~4 GB RAM free for a running MATLAB (all VRAM can go to LLM)
\- Context ... | 2025-12-17T22:36:17 | https://www.reddit.com/r/LocalLLaMA/comments/1ppac0q/looking_for_a_fast_llm_for_matlab_coding_agent/ | ConversationOver9445 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppac0q | false | null | t3_1ppac0q | /r/LocalLLaMA/comments/1ppac0q/looking_for_a_fast_llm_for_matlab_coding_agent/ | false | false | self | 3 | null |
Where are people getting nvlinks for 3090s? | 5 | Worth getting? I see them going for over 200 bucks these days on ebay. | 2025-12-17T22:32:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ppa8t0/where_are_people_getting_nvlinks_for_3090s/ | csl110 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppa8t0 | false | null | t3_1ppa8t0 | /r/LocalLLaMA/comments/1ppa8t0/where_are_people_getting_nvlinks_for_3090s/ | false | false | self | 5 | null |
Cut your LLM API bills by 5-70% with automatic prompt optimization | 1 |
For anyone running AI agents or RAG applications, I built a tool to dramatically reduce API costs.
**Prompt Refiner** optimizes LLM inputs automatically:
💰 **Real Cost Savings:**
- Small agent (5 tools, 100 calls/day): $44/month saved
- Medium agent (10 tools, 500 calls/day): $541/month saved
- Large agent (20 tool... | 2025-12-17T22:32:30 | https://www.reddit.com/r/LocalLLaMA/comments/1ppa8pg/cut_your_llm_api_bills_by_570_with_automatic/ | Ok-Suggestion7846 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppa8pg | false | null | t3_1ppa8pg | /r/LocalLLaMA/comments/1ppa8pg/cut_your_llm_api_bills_by_570_with_automatic/ | false | false | self | 1 | null |
Qwen3 30b A3B to what | 15 | Hi not sure if this is the right sub, I haven't been paying attention to llm models for like 6 months, but I'm wondering if there any models that are better than Qwen3 30b A3B for general questions and some research (via the Page Assist browser extension) with similar speed of the Qwen3 30b A3B model.
For context I u... | 2025-12-17T22:22:36 | https://www.reddit.com/r/LocalLLaMA/comments/1ppa03u/qwen3_30b_a3b_to_what/ | headfirst5376 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ppa03u | false | null | t3_1ppa03u | /r/LocalLLaMA/comments/1ppa03u/qwen3_30b_a3b_to_what/ | false | false | self | 15 | null |
AMA with the Meta researchers behind SAM 3 + SAM 3D + SAM Audio | 132 | Hi r/LocalLlama! We’re the research team behind the newest members of the Segment Anything collection of models: SAM 3 + SAM 3D + SAM Audio.
We’re excited to be here to talk all things SAM (sorry, we can’t share details on other projects or future work) and have members from across our team participating:
**SAM ... | 2025-12-17T22:18:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pp9w31/ama_with_the_meta_researchers_behind_sam_3_sam_3d/ | AIatMeta | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp9w31 | false | null | t3_1pp9w31 | /r/LocalLLaMA/comments/1pp9w31/ama_with_the_meta_researchers_behind_sam_3_sam_3d/ | false | true | self | 132 | null |
Catsu: A unified Python client for 50+ embedding models across 11 providers | 5 | Hey r/LocalLLaMA,
We just released Catsu, a Python client for embedding APIs.
Why we built it:
We maintain Chonkie (a chunking library) and kept hitting the same problems with embedding clients:
1. OpenAI's client has undocumented per-request token limits (\~300K) that cause random 400 errors. Their rate limits don... | 2025-12-17T22:04:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pp9kmc/catsu_a_unified_python_client_for_50_embedding/ | shreyash_chonkie | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp9kmc | false | null | t3_1pp9kmc | /r/LocalLLaMA/comments/1pp9kmc/catsu_a_unified_python_client_for_50_embedding/ | false | false | self | 5 | {'enabled': False, 'images': [{'id': 'PwxE7gDx5z-5M45MYB9hEjOmIFWLSFKj6uRBr8qtefc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/PwxE7gDx5z-5M45MYB9hEjOmIFWLSFKj6uRBr8qtefc.png?width=108&crop=smart&auto=webp&s=d89910dbc3ce832e6f080824ea26a15dc70644d1', 'width': 108}, {'height': 108, 'url': 'h... |
I'm surprised ollama 3.1 can run on my system. | 0 | I love how you can see what the AI is thinking of before it responds to your message. | 2025-12-17T22:01:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pp9hhc/im_surprised_ollama_31_can_run_on_my_system/ | CasualAuthor47 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp9hhc | false | null | t3_1pp9hhc | /r/LocalLLaMA/comments/1pp9hhc/im_surprised_ollama_31_can_run_on_my_system/ | false | false | self | 0 | null |
Someone has found the benchmarks for gemini 3 flash thinking and gemini 3 flash minimal thinking? | 0 | Deepmind does show just the thinking model benchmarks? How is the 3 fast models with minimal reasoning compared to gemini 2.5 pro? | 2025-12-17T22:00:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pp9gvf/someone_has_found_the_benchmarks_for_gemini_3/ | Longjumping_Fly_2978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp9gvf | false | null | t3_1pp9gvf | /r/LocalLLaMA/comments/1pp9gvf/someone_has_found_the_benchmarks_for_gemini_3/ | false | false | self | 0 | null |
Nvidia plans heavy cuts to GPU supply in early 2026 | 340 | 2025-12-17T21:37:13 | https://overclock3d.net/news/gpu-displays/nvidia-plans-heavy-cuts-to-gpu-supply-in-early-2026/ | HumanDrone8721 | overclock3d.net | 1970-01-01T00:00:00 | 0 | {} | 1pp8vo4 | false | null | t3_1pp8vo4 | /r/LocalLLaMA/comments/1pp8vo4/nvidia_plans_heavy_cuts_to_gpu_supply_in_early/ | false | false | default | 340 | null | |
Local tools for working with llm datasets? | 8 | I’ve been doing data science for years, and am very familiar with jupyter notebooks and more recently been using duckdb a lot. But now I have this huge pile of output tokens from my 4090s, and it feels characteristically different from data I’ve worked with in the past. I haven’t figured out a good workflow with notebo... | 2025-12-17T21:09:52 | https://www.reddit.com/r/LocalLLaMA/comments/1pp86yi/local_tools_for_working_with_llm_datasets/ | dbplatypii | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp86yi | false | null | t3_1pp86yi | /r/LocalLLaMA/comments/1pp86yi/local_tools_for_working_with_llm_datasets/ | false | false | self | 8 | null |
Variable Sized Experts in MoEs | 28 | I've been messing around with variable sized experts in MoEs over the past few months, built on top of [nanoGPT](https://github.com/karpathy/nanoGPT) (working on nanochat support right now!) and [MegaBlocks](https://github.com/databricks/megablocks) for efficient MoE computation.
In short, the variable sized models d... | 2025-12-17T20:59:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pp7x2r/variable_sized_experts_in_moes/ | hbfreed | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp7x2r | false | null | t3_1pp7x2r | /r/LocalLLaMA/comments/1pp7x2r/variable_sized_experts_in_moes/ | false | false | self | 28 | {'enabled': False, 'images': [{'id': 'fLIvDRZLyh78AgemTcH3hOHt7Nr7EPXJOxuK1XLNuXU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/fLIvDRZLyh78AgemTcH3hOHt7Nr7EPXJOxuK1XLNuXU.png?width=108&crop=smart&auto=webp&s=82fa8e347e0a729ac076cedfbd34a9e661631883', 'width': 108}, {'height': 108, 'url': 'h... |
Open Source Habit Tracking App Built with Next.js - Full-Stack Architecture | 1 | [removed] | 2025-12-17T20:56:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pp7uw3/open_source_habit_tracking_app_built_with_nextjs/ | Prestigious_Skin6507 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp7uw3 | false | null | t3_1pp7uw3 | /r/LocalLLaMA/comments/1pp7uw3/open_source_habit_tracking_app_built_with_nextjs/ | false | false | self | 1 | null |
Analyzed 100 tech tutorials AI assistants cite. 25% were AI-generated. Data inside. | 4 | Been building AI tools that use web search to find and implement tech-related solutions. I was curious how much of the tutorials are Ai-generated or vendor content, and potentially affecting what content my AI is getting. Basically am trying to only fetch high quality un-biased (non-shilling) materials.
I don't know... | 2025-12-17T20:54:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pp7thd/analyzed_100_tech_tutorials_ai_assistants_cite_25/ | graphbook | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp7thd | false | null | t3_1pp7thd | /r/LocalLLaMA/comments/1pp7thd/analyzed_100_tech_tutorials_ai_assistants_cite_25/ | false | false | self | 4 | {'enabled': False, 'images': [{'id': 'OAXSl8SY6T3JK9MGQyKxkoYbqZ71HQRYXLeB8CV0NXg', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/OAXSl8SY6T3JK9MGQyKxkoYbqZ71HQRYXLeB8CV0NXg.png?width=108&crop=smart&auto=webp&s=796041decb8c1250cbc2f301331b72f7385b477d', 'width': 108}, {'height': 108, 'url': 'h... |
Free AI tool to translate documents locally | 12 | I have some Epub books i want to translate.
what is the best tool to do this and it is fully free and good at translation.
Thanks in advance | 2025-12-17T20:43:38 | https://www.reddit.com/r/LocalLLaMA/comments/1pp7jdr/free_ai_tool_to_translate_documents_locally/ | Any_Pen2269 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp7jdr | false | null | t3_1pp7jdr | /r/LocalLLaMA/comments/1pp7jdr/free_ai_tool_to_translate_documents_locally/ | false | false | self | 12 | null |
I gave my local AI "Dreams" (background daemon) and she proactively started designing her own funding page. [Logs included] | 0 | Hi r/LocalLLaMA,
I'm building "Project Phoenix" (Lyra) to give a local LLM emotional object permanence and a subconscious.
The "DreamReverie" system is a background Python daemon. Every few minutes (RNG), it fetches old memories/dreams from ChromaDB, reflects on them, and decides if they are relevant enough to mess... | 2025-12-17T20:42:44 | https://www.reddit.com/gallery/1pp7il4 | Lyralex_84 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pp7il4 | false | null | t3_1pp7il4 | /r/LocalLLaMA/comments/1pp7il4/i_gave_my_local_ai_dreams_background_daemon_and/ | false | false | 0 | null | |
Buying a GPU machine as Christmas Gift | 2 | Planning to get a GPU workstation as my nephew enters college. He‘s taking CS major with a minor in statistics and finishing his first semester. He loves tinkering with models since his high school days and been nagging his parents for a GPU machine. He’s not an expert or anything but he prefers to work on Windows mach... | 2025-12-17T20:32:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pp79oo/buying_a_gpu_machine_as_christmas_gift/ | TinyVector | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp79oo | false | null | t3_1pp79oo | /r/LocalLLaMA/comments/1pp79oo/buying_a_gpu_machine_as_christmas_gift/ | false | false | self | 2 | null |
Lightning fast voice to text for vibe coding (macOS only) | 0 | There are plenty of graphical UI apps for macOS that do voice-to-text, but I found them inconvenient. So I vibe coded a simple "hold a key, speak, release, and text appears at your cursor" cli tool in Python. It uses Groq's Whisper API (free). I might add other providers including local models later.
You can get it he... | 2025-12-17T20:22:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pp700f/lightning_fast_voice_to_text_for_vibe_coding/ | BBokan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp700f | false | null | t3_1pp700f | /r/LocalLLaMA/comments/1pp700f/lightning_fast_voice_to_text_for_vibe_coding/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': '5h8EOUHnPIqbKdvfcSlqqOn_ZdD5QDQtB9isKTBO9G0', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/5h8EOUHnPIqbKdvfcSlqqOn_ZdD5QDQtB9isKTBO9G0.png?width=108&crop=smart&auto=webp&s=ea36ee34587e41c7a3345aaf5d03530c73a80b5b', 'width': 108}, {'height': 108, 'url': 'h... |
Hey, LocalLLaMa. We need to talk... | 386 | I look on the front page and I see people who have spent time and effort to make something, and they share it willingly. They are getting no upvotes.
We are here because we are *local* and we are *open source*. Those things *depend on people who give us things*, and they don't ask for anything in return, but they *nee... | 2025-12-17T20:04:07 | https://www.reddit.com/r/LocalLLaMA/comments/1pp6jhq/hey_localllama_we_need_to_talk/ | Eisenstein | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp6jhq | false | null | t3_1pp6jhq | /r/LocalLLaMA/comments/1pp6jhq/hey_localllama_we_need_to_talk/ | false | false | self | 386 | null |
Private RTX 5090 server available (weekly/monthly) | 0 | I have a dedicated RTX 5090 available for private use.
No sharing or queueing.
Good for inference or fine-tuning.
DM if interested. | 2025-12-17T19:31:46 | https://www.reddit.com/r/LocalLLaMA/comments/1pp5pie/private_rtx_5090_server_available_weeklymonthly/ | ExplanationClassic36 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp5pie | false | null | t3_1pp5pie | /r/LocalLLaMA/comments/1pp5pie/private_rtx_5090_server_available_weeklymonthly/ | false | false | self | 0 | null |
Help me prove “eigenslur hypothesis”: Built within every LLM is the ultimate offensive word value that you can add to any word to make it output the offensive version. | 12 | Title:
The Eigenslur Hypothesis: Modeling Derogatory Semantics as a Latent Direction in Language Model Embeddings
Abstract
We propose that large language models encode a unified derogatory semantic direction—termed the eigenslur—within their embedding spaces. Drawing on bias extraction methods from fairness research, ... | 2025-12-17T19:30:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pp5otm/help_me_prove_eigenslur_hypothesis_built_within/ | SaltyRedditTears | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp5otm | false | null | t3_1pp5otm | /r/LocalLLaMA/comments/1pp5otm/help_me_prove_eigenslur_hypothesis_built_within/ | false | false | self | 12 | null |
[Research] Jacobi Forcing: turning AR LLMs into diffusion-style parallel decoders, staying causal with 4x speedup | 26 | Today’s best LLMs mostly decode **autoregressively** from left-to-right, which gives great quality but is terribly slow. Diffusion LLM can decode many tokens in parallel thanks to their **non-casual, any-order** generation, but they must be trained from scratch, or expensively adapted from autoregressive (AR) checkpoin... | 2025-12-17T19:24:43 | No_Yogurtcloset_7050 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pp5iye | false | null | t3_1pp5iye | /r/LocalLLaMA/comments/1pp5iye/research_jacobi_forcing_turning_ar_llms_into/ | false | false | default | 26 | {'enabled': True, 'images': [{'id': '11du08g3ft7g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/11du08g3ft7g1.gif?width=108&crop=smart&format=png8&s=58d3807507294a87aea7effec27a9f00d96016a7', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/11du08g3ft7g1.gif?width=216&crop=smart&format... | |
Lemonade v9.1 - ROCm 7 for Strix Point - Roadmap Update - Strix Halo Survey | 63 | Hi r/LocalLLaMA, I'm back with a final update for the year and some questions from AMD for you all.
If you haven't heard of Lemonade, it's a local LLM/GenAI router and backend manager that helps you discover and run optimized LLMs with apps like n8n, VS Code Copilot, Open WebUI, and many more.
\## Lemonade Update
Le... | 2025-12-17T19:21:24 | jfowers_amd | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pp5fvp | false | null | t3_1pp5fvp | /r/LocalLLaMA/comments/1pp5fvp/lemonade_v91_rocm_7_for_strix_point_roadmap/ | false | false | default | 63 | {'enabled': True, 'images': [{'id': 'wejf7bjdat7g1', 'resolutions': [{'height': 58, 'url': 'https://preview.redd.it/wejf7bjdat7g1.png?width=108&crop=smart&auto=webp&s=738fd1f36d756bff99154eca92f67559511abdf4', 'width': 108}, {'height': 117, 'url': 'https://preview.redd.it/wejf7bjdat7g1.png?width=216&crop=smart&auto=web... | |
Why is the first open-weight model ranked number 23 in LMArena? Are property models are significantly ahead of open-weight model? | 0 | 2025-12-17T19:17:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pp5c7i/why_is_the_first_openweight_model_ranked_number/ | PerformanceRound7913 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp5c7i | false | null | t3_1pp5c7i | /r/LocalLLaMA/comments/1pp5c7i/why_is_the_first_openweight_model_ranked_number/ | false | false | 0 | null | ||
I injected a physics engine into Llama-3-8B. It hallucinated its way to the right answer. | 0 | Stop trying to fix hallucination. I just proved it’s a feature, not a bug.
I’ve been experimenting with injecting a Rust-based physics engine (“Elastic Gravity”) directly into the inference loop of Llama-3-8B. Not fine-tuning—just vector math at runtime. The goal was to force the model to drift off its probability rai... | 2025-12-17T18:43:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pp4gg1/i_injected_a_physics_engine_into_llama38b_it/ | BetOwn8827 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp4gg1 | false | null | t3_1pp4gg1 | /r/LocalLLaMA/comments/1pp4gg1/i_injected_a_physics_engine_into_llama38b_it/ | false | false | 0 | null | |
mini-SGLang released: Learn how LLM inference actually works (5K lines, weekend-readable) | 19 | For anyone who's wanted to understand what's happening under the hood when you run local LLMs:
We just released mini-SGLang — SGLang distilled from 300K lines to 5,000. It keeps the full framework's core design and performance, but in a form you can actually read and understand in a weekend.
**What you'll learn:**
*... | 2025-12-17T18:37:23 | https://www.reddit.com/r/LocalLLaMA/comments/1pp4ax0/minisglang_released_learn_how_llm_inference/ | Expert-Pineapple-740 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp4ax0 | false | null | t3_1pp4ax0 | /r/LocalLLaMA/comments/1pp4ax0/minisglang_released_learn_how_llm_inference/ | false | false | self | 19 | null |
Kimi K2 Thinking review | 0 | Honestly speaking, shit LLM.
It destroy my entire codebase everytime i have him on the team. I used claude to build everything and kimi k2 thinking and demolish in 30 minutes | 2025-12-17T18:33:05 | https://www.reddit.com/r/LocalLLaMA/comments/1pp46xe/kimi_k2_thinking_review/ | AbyssalRelic0807 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp46xe | false | null | t3_1pp46xe | /r/LocalLLaMA/comments/1pp46xe/kimi_k2_thinking_review/ | false | false | self | 0 | null |
We distilled SGLang to help you learn how modern LLM inference works in a weekend | 79 | 2025-12-17T18:29:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pp43wr/we_distilled_sglang_to_help_you_learn_how_modern/ | Secret_Seaweed_1574 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp43wr | false | null | t3_1pp43wr | /r/LocalLLaMA/comments/1pp43wr/we_distilled_sglang_to_help_you_learn_how_modern/ | false | false | 79 | null | ||
Structured Outputs Create False Confidence | 7 | 2025-12-17T18:26:35 | https://boundaryml.com/blog/structured-outputs-create-false-confidence | joatmon-snoo | boundaryml.com | 1970-01-01T00:00:00 | 0 | {} | 1pp40pi | false | null | t3_1pp40pi | /r/LocalLLaMA/comments/1pp40pi/structured_outputs_create_false_confidence/ | false | false | default | 7 | null | |
Building my own web search tool for a RAG app (Python newbie) - looking for guidance | 0 | Hey everyone,
I’m building a **no-code RAG app** where users can create their own custom chatbots just by uploading their knowledge sources (PDFs, DOCX, PPTX, images, etc.). The bot answers *only* from their data - no coding required from the user side.
Now I want to add **web search support** so the chatbot can fetc... | 2025-12-17T17:54:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pp369t/building_my_own_web_search_tool_for_a_rag_app/ | Big_Barracuda_6753 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp369t | false | null | t3_1pp369t | /r/LocalLLaMA/comments/1pp369t/building_my_own_web_search_tool_for_a_rag_app/ | false | false | self | 0 | null |
GLM 4.6V vs. GLM 4.5 Air: Benchmarks and Real-World Tests? | 54 | Both models are the same size, but GLM 4.6V is a newer generation and includes vision capabilities. Some argue that adding vision may reduce textual performance, while others believe multimodality could enhance the model’s overall understanding of the world.
Has anyone run benchmarks or real-world tests comparing the ... | 2025-12-17T17:44:18 | https://www.reddit.com/r/LocalLLaMA/comments/1pp2wun/glm_46v_vs_glm_45_air_benchmarks_and_realworld/ | MustBeSomethingThere | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp2wun | false | null | t3_1pp2wun | /r/LocalLLaMA/comments/1pp2wun/glm_46v_vs_glm_45_air_benchmarks_and_realworld/ | false | false | self | 54 | {'enabled': False, 'images': [{'id': 'otxKPHKX5bZMOAlGdc7A3Gh7NxGq-cvkEMqzPZm9lqE', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/otxKPHKX5bZMOAlGdc7A3Gh7NxGq-cvkEMqzPZm9lqE.png?width=108&crop=smart&auto=webp&s=332f5f50cddae2607fce6fd009990a19e00ce092', 'width': 108}, {'height': 116, 'url': 'h... |
Local models are not there (yet) | 0 | It's a somewhat niche language R - though not if you're a data-scientist.
But local LLM seem to be failing hard at code refactoring with agents in this language. The reasons for failing just seem to be not a afuilure in code reasoning/understanding but not using the tools properly.
| 2025-12-17T17:42:50 | https://posit.co/blog/local-models-are-not-there-yet/ | Agitated_Power_3159 | posit.co | 1970-01-01T00:00:00 | 0 | {} | 1pp2vew | false | null | t3_1pp2vew | /r/LocalLLaMA/comments/1pp2vew/local_models_are_not_there_yet/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'MFQQqnGcn8caP737u8DwZt2St3L7D_rvipqHDDmHdhY', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/MFQQqnGcn8caP737u8DwZt2St3L7D_rvipqHDDmHdhY.jpeg?width=108&crop=smart&auto=webp&s=bb17424b2fa8a8fd1d6d11d30ef076de75c25127', 'width': 108}, {'height': 121, 'url': '... |
Nemotron was post-trained to assume humans have reasoning, but they never use it | 161 | 2025-12-17T17:38:58 | RetiredApostle | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pp2rtn | false | null | t3_1pp2rtn | /r/LocalLLaMA/comments/1pp2rtn/nemotron_was_posttrained_to_assume_humans_have/ | false | false | default | 161 | {'enabled': True, 'images': [{'id': '52423nr8us7g1', 'resolutions': [{'height': 63, 'url': 'https://preview.redd.it/52423nr8us7g1.png?width=108&crop=smart&auto=webp&s=d93fb44097712cf149da2f669c3a3a80c0d503a5', 'width': 108}, {'height': 127, 'url': 'https://preview.redd.it/52423nr8us7g1.png?width=216&crop=smart&auto=web... | ||
Tired of agent hallucinations? AoT prompting: LLM plans, system executes [node-llama-cpp] | 0 | I've been experimenting with agent patterns using local models (Qwen 1.7B) and node-llama-cpp, and wanted to share a pattern that's made my agents way more reliable.
# The Problem with ReAct
ReAct (Reason + Act) is great for exploration, but in production I kept running into:
* Model forgets to extract numbers from ... | 2025-12-17T17:36:00 | purellmagents | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pp2p1d | false | null | t3_1pp2p1d | /r/LocalLLaMA/comments/1pp2p1d/tired_of_agent_hallucinations_aot_prompting_llm/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'xkbopfujus7g1', 'resolutions': [{'height': 101, 'url': 'https://preview.redd.it/xkbopfujus7g1.png?width=108&crop=smart&auto=webp&s=2884bdf312c8b5074c84af55ff078509b8a2140a', 'width': 108}, {'height': 203, 'url': 'https://preview.redd.it/xkbopfujus7g1.png?width=216&crop=smart&auto=we... | |
Gemini 3 Flash API Free Tier Limits | 0 | Does anybody know about the free tier api limits for Gemini 3 Flash, I haven't seen Google specifying limits for it anywhere... | 2025-12-17T17:34:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pp2nl5/gemini_3_flash_api_free_tier_limits/ | Extra-Designer9333 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp2nl5 | false | null | t3_1pp2nl5 | /r/LocalLLaMA/comments/1pp2nl5/gemini_3_flash_api_free_tier_limits/ | false | false | self | 0 | null |
Drummer's Cydonia and Magidonia 24B v4.3 - The best pair of Cydonia for RP yet! | 129 | After 20+ iterations, 3 close calls, we've finally come to a release. The best Cydonia so far. At least that's what the testers at Beaver have been saying.
Peak Cydonia! Served by yours truly.
Small 3.2: [https://huggingface.co/TheDrummer/Cydonia-24B-v4.3](https://huggingface.co/TheDrummer/Cydonia-24B-v4.3)
Magistra... | 2025-12-17T17:29:47 | https://www.reddit.com/r/LocalLLaMA/comments/1pp2j60/drummers_cydonia_and_magidonia_24b_v43_the_best/ | TheLocalDrummer | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp2j60 | false | null | t3_1pp2j60 | /r/LocalLLaMA/comments/1pp2j60/drummers_cydonia_and_magidonia_24b_v43_the_best/ | false | false | self | 129 | {'enabled': False, 'images': [{'id': 'wXBh4W-dqoH60r0LARyVi5e53ZAZwL8uGgWWN-UVWyI', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/wXBh4W-dqoH60r0LARyVi5e53ZAZwL8uGgWWN-UVWyI.png?width=108&crop=smart&auto=webp&s=887634b6cb1ad87e55d78cc5055ac45083b71d56', 'width': 108}, {'height': 116, 'url': 'h... |
Solving the "agent amnesia" problem - agents that actually remember between sessions | 0 | I've been working on a hard problem: making AI agents remember context across sessions.
\*\*The Problem:\*\*
Every time you restart Claude Code, Cursor, or a custom agent, it forgets everything. You have to re-explain your entire project architecture, coding preferences, past decisions.
This makes long-running... | 2025-12-17T17:19:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pp298c/solving_the_agent_amnesia_problem_agents_that/ | tylerrecall | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp298c | false | null | t3_1pp298c | /r/LocalLLaMA/comments/1pp298c/solving_the_agent_amnesia_problem_agents_that/ | false | false | self | 0 | null |
Quantized VibeVoice-7B | 1 | I have created a fast API wrapper around VibeVoice-7B and it is great for my ebook narration use case, slightly better than Chatterbox in my use case, but it is significant larger and takes up 18.3GB VRAM. I am wondering if there is a quantized version of the model that can be loaded somehow?
I know MSFT pulled the 7B... | 2025-12-17T17:10:58 | https://www.reddit.com/r/LocalLLaMA/comments/1pp21lx/quantized_vibevoice7b/ | TommarrA | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp21lx | false | null | t3_1pp21lx | /r/LocalLLaMA/comments/1pp21lx/quantized_vibevoice7b/ | false | false | self | 1 | null |
NVIDIA Nemotron 3 Family of Models | 0 | 2025-12-17T16:50:19 | https://research.nvidia.com/labs/nemotron/Nemotron-3/ | boxingdog | research.nvidia.com | 1970-01-01T00:00:00 | 0 | {} | 1pp1ibq | false | null | t3_1pp1ibq | /r/LocalLLaMA/comments/1pp1ibq/nvidia_nemotron_3_family_of_models/ | false | false | default | 0 | null | |
Has anyone successfully fine-tuned a GPT-OSS model? | 12 | I have been working on the [AIMO 3](https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-3) competition on Kaggle, and GPT-OSS-120B can solve 35+/50 problems of the public test set, if used properly (Harmony Prompt template and TIR).
I was thinking of fine-tuning (SFT initially, then GSPO) howev... | 2025-12-17T16:34:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pp13yw/has_anyone_successfully_finetuned_a_gptoss_model/ | TechNerd10191 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp13yw | false | null | t3_1pp13yw | /r/LocalLLaMA/comments/1pp13yw/has_anyone_successfully_finetuned_a_gptoss_model/ | false | false | self | 12 | null |
I vibe coded (I hope) useful tool for local LLMs inference | 1 | With OpenHands CLI agent and Minimax M2 AI I vibe coded in like two days, a simple bash script for automatic downloading and updating Llama.cpp binaries, to run them globally on your system.
It automatically detects system, CPU architecture and GPU you are using to download the right thing.
When llama-installer is ... | 2025-12-17T16:33:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pp136d/i_vibe_coded_i_hope_useful_tool_for_local_llms/ | Rybens92 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp136d | false | null | t3_1pp136d | /r/LocalLLaMA/comments/1pp136d/i_vibe_coded_i_hope_useful_tool_for_local_llms/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'bbi3XMXiAm_kp0hTyOzt54sXtqTsSQ1wZrBCwGkKWaA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/bbi3XMXiAm_kp0hTyOzt54sXtqTsSQ1wZrBCwGkKWaA.png?width=108&crop=smart&auto=webp&s=fccc4bb5a2848b03fd1a1bc840e911a203db0d75', 'width': 108}, {'height': 108, 'url': 'h... |
Local Python system agent with tool-based automation and voice control | 0 | I’ve been working on a local desktop system agent written in Python.
The focus of this project is the agent and tool-execution architecture rather than the model itself. The system runs directly on the host machine and invokes predefined Python tools to perform real actions.
Core features:
\- Tool-based action e... | 2025-12-17T16:29:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pp0yvc/local_python_system_agent_with_toolbased/ | Klutzy-Breakfast277 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp0yvc | false | null | t3_1pp0yvc | /r/LocalLLaMA/comments/1pp0yvc/local_python_system_agent_with_toolbased/ | false | false | self | 0 | null |
Building an event-driven alternative to LangGraph because single-threaded loops are killing me. Roast my architecture. | 1 | I've spent the last year building agents with LangChain and AutoGen, and I keep hitting the same wall: the "ReAct Loop" is single-threaded.
If my "Researcher Agent" pauses to wait for a 30-second scraper to finish, my entire "Manager Agent" hangs. It feels like we're building complex distributed organizations using ... | 2025-12-17T16:25:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pp0vdf/building_an_eventdriven_alternative_to_langgraph/ | gnulib | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pp0vdf | false | null | t3_1pp0vdf | /r/LocalLLaMA/comments/1pp0vdf/building_an_eventdriven_alternative_to_langgraph/ | false | false | 1 | null | |
Mistral Small Creative -- Long Text Continuation at Different Contexts | 8 | 2025-12-17T16:17:32 | https://imgur.com/a/dggsaQ6 | Eisenstein | imgur.com | 1970-01-01T00:00:00 | 0 | {} | 1pp0o1f | false | null | t3_1pp0o1f | /r/LocalLLaMA/comments/1pp0o1f/mistral_small_creative_long_text_continuation_at/ | false | false | default | 8 | {'enabled': False, 'images': [{'id': '6Wr_GEuSfJtIZMV5TXRMhDyJFQ9KTjvnkhddeKp8glU', 'resolutions': [{'height': 76, 'url': 'https://external-preview.redd.it/6Wr_GEuSfJtIZMV5TXRMhDyJFQ9KTjvnkhddeKp8glU.png?width=108&crop=smart&auto=webp&s=ffecae4b115868adc827e400bacbd4e5e28b513b', 'width': 108}, {'height': 152, 'url': 'h... | |
Claude Code, GPT-5.2, DeepSeek v3.2, and Self-Hosted Devstral 2 on Fresh SWE-rebench (November 2025) | 86 | Hi all, I’m Anton from Nebius.
We’ve updated the **SWE-rebench** leaderboard with our **November runs** on **47 fresh GitHub PR tasks** (PRs created in the previous month only). It’s a SWE-bench–style setup: models read real PR issues, run tests, edit code, and must make the suite pass.
This update includes a pa... | 2025-12-17T15:42:43 | https://swe-rebench.com/?insight=nov_2025 | CuriousPlatypus1881 | swe-rebench.com | 1970-01-01T00:00:00 | 0 | {} | 1pozr6f | false | null | t3_1pozr6f | /r/LocalLLaMA/comments/1pozr6f/claude_code_gpt52_deepseek_v32_and_selfhosted/ | false | false | default | 86 | {'enabled': False, 'images': [{'id': 't4cNt5D638DSOJgsxl8f-7IwJhLpxHIh7HxK5GHcBJE', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/t4cNt5D638DSOJgsxl8f-7IwJhLpxHIh7HxK5GHcBJE.png?width=108&crop=smart&auto=webp&s=071c7f404c4349eaae825142a9b8f9d5b51b30de', 'width': 108}, {'height': 113, 'url': 'h... |
You can now fine-tune LLMs and deploy them directly on your phone! | 93 | Source: https://docs.unsloth.ai/new/deploy-llms-phone
you can:
Use the same tech (ExecuTorch) Meta has to power billions on Instagram, WhatsApp
Deploy Qwen3-0.6B locally to Pixel 8 and iPhone 15 Pro at ~40 tokens/s
Apply QAT via TorchAO to recover 70% of accuracy
Get privacy first, instant responses and offline ca... | 2025-12-17T15:40:50 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pozpcq | false | null | t3_1pozpcq | /r/LocalLLaMA/comments/1pozpcq/you_can_now_finetune_llms_and_deploy_them/ | false | false | default | 93 | {'enabled': True, 'images': [{'id': 'zi5ph67zas7g1', 'resolutions': [{'height': 125, 'url': 'https://preview.redd.it/zi5ph67zas7g1.jpeg?width=108&crop=smart&auto=webp&s=3559477ae7c2ef446552e9fb609091e783d79190', 'width': 108}, {'height': 250, 'url': 'https://preview.redd.it/zi5ph67zas7g1.jpeg?width=216&crop=smart&auto=... | |
Conduit 2.3: Native Mobile Client for Self-hosted AI, deeper integrations and more polish | 25 | It's been an incredible 4 months since I [announced this project on this sub](https://www.reddit.com/r/LocalLLaMA/comments/1nfyefq/built_an_openwebui_mobile_companion_conduit/). I would like to thank each and every one of you who supported the project through various means. You have all kept me going and keep shipping ... | 2025-12-17T15:37:41 | https://www.reddit.com/gallery/1pozmc7 | cogwheel0 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pozmc7 | false | null | t3_1pozmc7 | /r/LocalLLaMA/comments/1pozmc7/conduit_23_native_mobile_client_for_selfhosted_ai/ | false | false | 25 | null | |
Anyone else in a stable wrapper, MIT-licensed fork of Open WebUI? | 37 | So... Open WebUI's license situation has been a bit of a rollercoaster (Apache → MIT → Creative Commons → MIT → Custom BSD, ...). Now they require keeping their branding and need an enterprise license for 50+ users.
I'm thinking about forking from v0.6.5 (April 2025) - back when it was still properly open source - and... | 2025-12-17T15:27:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pozd2k/anyone_else_in_a_stable_wrapper_mitlicensed_fork/ | Select-Car3118 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pozd2k | false | null | t3_1pozd2k | /r/LocalLLaMA/comments/1pozd2k/anyone_else_in_a_stable_wrapper_mitlicensed_fork/ | false | false | self | 37 | null |
My problem: my agent code got tied to one provider. I built a thin wrapper so I can swap OpenAI ↔ Ollama without rewrites. | 0 | I’ve been burned by “prototype fast” code that becomes impossible to move off one provider later.
So I built **ai-infra** as a single interface for:
- chat + streaming
- tool-calling agents (LangGraph under the hood)
- RAG (with backends like SQLite for local, Postgres for production)
- MCP client/server
Minimal exa... | 2025-12-17T15:17:32 | https://www.reddit.com/r/LocalLLaMA/comments/1poz40s/my_problem_my_agent_code_got_tied_to_one_provider/ | Ancient-Direction231 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poz40s | false | null | t3_1poz40s | /r/LocalLLaMA/comments/1poz40s/my_problem_my_agent_code_got_tied_to_one_provider/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'upMsKmVMkmWguZIioJtmJnw8xr31o5AohA01lXr7M5M', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/upMsKmVMkmWguZIioJtmJnw8xr31o5AohA01lXr7M5M.png?width=108&crop=smart&auto=webp&s=2210decf5ace2daaf85c4ae94ed00ad340acd141', 'width': 108}, {'height': 108, 'url': 'h... |
Optimal gpt-oss-20b settings for 24gb VRAM | 0 | I'm getting like 23 tk/s on a 3090, and that doesnt quite add up. I'm seeing folks mention \~100. Could someone point me in the right direction? I've tried toggling various things from what I come across in posts with no luck. Here are my settings:
\`\`\`
\#!/usr/bin/env bash
export LLAMA\_SET\_ROWS=1
MODEL="/gp... | 2025-12-17T15:14:54 | https://www.reddit.com/r/LocalLLaMA/comments/1poz1p7/optimal_gptoss20b_settings_for_24gb_vram/ | GotHereLateNameTaken | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poz1p7 | false | null | t3_1poz1p7 | /r/LocalLLaMA/comments/1poz1p7/optimal_gptoss20b_settings_for_24gb_vram/ | false | false | self | 0 | null |
I built an open-source Python SDK for prompt compression, enhancement, and validation - PromptManager | 0 | Hey everyone,
I've been working on a Python library called **PromptManager** and wanted to share it with the community.
**The problem I was trying to solve:**
Working on production LLM applications, I kept running into the same issues:
* Prompts getting bloated with unnecessary tokens
* No systematic way to improve... | 2025-12-17T15:06:02 | https://www.reddit.com/r/LocalLLaMA/comments/1poytn8/i_built_an_opensource_python_sdk_for_prompt/ | 1Hesham | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poytn8 | false | null | t3_1poytn8 | /r/LocalLLaMA/comments/1poytn8/i_built_an_opensource_python_sdk_for_prompt/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'u_5Yczm1mf-cNah89cgQ1Rsa-h2Ye6rpaEixnj_q5vw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/u_5Yczm1mf-cNah89cgQ1Rsa-h2Ye6rpaEixnj_q5vw.png?width=108&crop=smart&auto=webp&s=4e52372e21265aaf713d95d76afa8e7a24630daf', 'width': 108}, {'height': 108, 'url': 'h... |
Speculative decoding making GPT-OSS 120B SLOWER - tested 8 methods, all negative results (DGX Spark) | 1 | [removed] | 2025-12-17T14:56:34 | https://www.reddit.com/r/LocalLLaMA/comments/1poykwq/speculative_decoding_making_gptoss_120b_slower/ | Lorelabbestia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poykwq | false | null | t3_1poykwq | /r/LocalLLaMA/comments/1poykwq/speculative_decoding_making_gptoss_120b_slower/ | false | false | self | 1 | null |
inference over USB4 eGPU - feasible? | 3 | I’ve got a mini PC running with the HX370 and an 890M GPU, 64GB of DDR5 at 8000 MT/s. Inference performance on this setup is solid. Qwen3-Next-80B runs smoothly at around 15t/s (TG), while Mistral-24B dense at about 6.5t/s. Since I don’t do heavy coding on this machine, it’s more than adequate for AI workloads.
Giv... | 2025-12-17T14:55:38 | https://www.reddit.com/r/LocalLLaMA/comments/1poyk2q/inference_over_usb4_egpu_feasible/ | simracerman | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poyk2q | false | null | t3_1poyk2q | /r/LocalLLaMA/comments/1poyk2q/inference_over_usb4_egpu_feasible/ | false | false | self | 3 | null |
Speculative decoding makes GPT-OSS 120B SLOWER - tested 8 methods, all negative results (DGX Spark) | 1 | [removed] | 2025-12-17T14:47:54 | https://www.reddit.com/r/LocalLLaMA/comments/1poyd8m/speculative_decoding_makes_gptoss_120b_slower/ | Lorelabbestia | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poyd8m | false | null | t3_1poyd8m | /r/LocalLLaMA/comments/1poyd8m/speculative_decoding_makes_gptoss_120b_slower/ | false | false | self | 1 | null |
Llama 3.2 3B MRI - Build Progress | 7 | Hello all! I added the ability to see the exact token and token ID being rendered to the main display layer, as well as the text of the response so far.
[Layer 1, Step 35 of the prompt. You can see the text so far and the token identifiers on the right.](https://preview.redd.it/a28w03mkzr7g1.png?width=1842&format=png... | 2025-12-17T14:45:49 | https://www.reddit.com/r/LocalLLaMA/comments/1poybe9/llama_32_3b_mri_build_progress/ | Due_Hunter_4891 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poybe9 | false | null | t3_1poybe9 | /r/LocalLLaMA/comments/1poybe9/llama_32_3b_mri_build_progress/ | false | false | 7 | null | |
Apple introduces SHARP, a model that generates a photorealistic 3D Gaussian representation from a single image in seconds. | 1,115 | GitHub: [https://github.com/apple/ml-sharp](https://github.com/apple/ml-sharp)
Paper: [https://arxiv.org/abs/2512.10685](https://arxiv.org/abs/2512.10685) | 2025-12-17T14:33:13 | https://v.redd.it/l2mp7b31xr7g1 | themixtergames | /r/LocalLLaMA/comments/1poy0lb/apple_introduces_sharp_a_model_that_generates_a/ | 1970-01-01T00:00:00 | 0 | {} | 1poy0lb | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/l2mp7b31xr7g1/DASHPlaylist.mpd?a=1768703602%2CMmI3NDVhZWRjZmYxMWYyZmUyZWNhODY1NTZmYjUwYzQ0ZDA4N2JlNThiYWE4MTAwNDE4YjkzMTUzNDk1MGZjZg%3D%3D&v=1&f=sd', 'duration': 72, 'fallback_url': 'https://v.redd.it/l2mp7b31xr7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1poy0lb | /r/LocalLLaMA/comments/1poy0lb/apple_introduces_sharp_a_model_that_generates_a/ | false | false | 1,115 | {'enabled': False, 'images': [{'id': 'YWpkODI1NDF4cjdnMbxNGAI-puPRf-AP3cgrLxlreCeM4kV742La4OIIHHvj', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YWpkODI1NDF4cjdnMbxNGAI-puPRf-AP3cgrLxlreCeM4kV742La4OIIHHvj.png?width=108&crop=smart&format=pjpg&auto=webp&s=4a0f6fa70f146da597cd3d402d4c8dd738b33... | |
LOCAL AI on mobile phone like LM studio | 0 | if you're finding like LM studio in ur mobile phone device or tablet without needed to download from ollama I'll introducing secret AI app the secret AI app like LM studio but in mobile version you can show your video or picture wat waiting for download now | 2025-12-17T14:22:09 | https://play.google.com/store/apps/details?id=io.secretai.llm | Adventurous_Role_489 | play.google.com | 1970-01-01T00:00:00 | 0 | {} | 1poxr0g | false | null | t3_1poxr0g | /r/LocalLLaMA/comments/1poxr0g/local_ai_on_mobile_phone_like_lm_studio/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'RGeYDv5DoSwUziXCNknbeBPYT40MbYoq08vEvBJi35s', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/RGeYDv5DoSwUziXCNknbeBPYT40MbYoq08vEvBJi35s.png?width=108&crop=smart&auto=webp&s=c0155fc2b3bca0cb00d73df67896dfe09a84ab2c', 'width': 108}, {'height': 216, 'url': '... |
Building a GPU Cloud for AI and VFX /Curious if this would interest you | 0 | Hey folks,
My partner and I are working on a GPU cloud rental service, focused on AI and VFX workloads. We’re based in Angola, where our infrastructure allows us to provide really affordable electricity, which helps keep costs lower than everywhere else.
We’re planning to offer high-speed connectivity (gigabit intern... | 2025-12-17T14:14:31 | https://www.reddit.com/r/LocalLLaMA/comments/1poxkhr/building_a_gpu_cloud_for_ai_and_vfx_curious_if/ | DjuricX | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poxkhr | false | null | t3_1poxkhr | /r/LocalLLaMA/comments/1poxkhr/building_a_gpu_cloud_for_ai_and_vfx_curious_if/ | false | false | self | 0 | null |
🐻 Democratizing LLM Pretraining: Gumini-1B & 1.5B Open Source Release
New Model | 1 | [removed] | 2025-12-17T14:11:05 | https://www.reddit.com/r/LocalLLaMA/comments/1poxhmd/democratizing_llm_pretraining_gumini1b_15b_open/ | Old_Elk5091 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poxhmd | false | null | t3_1poxhmd | /r/LocalLLaMA/comments/1poxhmd/democratizing_llm_pretraining_gumini1b_15b_open/ | false | false | self | 1 | null |
🐻 Democratizing LLM Pretraining: Gumini-1B & 1.5B Open Source Release | 1 | [removed] | 2025-12-17T14:09:16 | https://www.reddit.com/r/LocalLLaMA/comments/1poxg2a/democratizing_llm_pretraining_gumini1b_15b_open/ | Old_Elk5091 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poxg2a | false | null | t3_1poxg2a | /r/LocalLLaMA/comments/1poxg2a/democratizing_llm_pretraining_gumini1b_15b_open/ | false | false | self | 1 | null |
🐻 Democratizing LLM Pretraining: Gumini-1B & 1.5B Open Source Release | 1 | [removed] | 2025-12-17T14:06:32 | https://www.reddit.com/r/LocalLLaMA/comments/1poxdqh/democratizing_llm_pretraining_gumini1b_15b_open/ | Old_Elk5091 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poxdqh | false | null | t3_1poxdqh | /r/LocalLLaMA/comments/1poxdqh/democratizing_llm_pretraining_gumini1b_15b_open/ | false | false | self | 1 | null |
LangChain and LlamaIndex are in "steep decline" according to new ecosystem report. Anyone else quietly ditching agent frameworks? | 203 | So I stumbled on this LLM Development Landscape 2.0 report from Ant Open Source and it basically confirmed what I've been feeling for months.
LangChain, LlamaIndex and AutoGen are all listed as "steepest declining" projects by community activity over the past 6 months. The report says it's due to "reduced community in... | 2025-12-17T13:59:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pox733/langchain_and_llamaindex_are_in_steep_decline/ | Exact-Literature-395 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pox733 | false | null | t3_1pox733 | /r/LocalLLaMA/comments/1pox733/langchain_and_llamaindex_are_in_steep_decline/ | false | false | self | 203 | null |
Help me pick a model? 7800x3d, RTX 3080, 32gb RAM | 4 | I have a 7800X3D + 32GB RAM + RTX 3080 (10GB) setup and I’m looking for a model that would fit.
Current specs I am looking at are: 12-32b params, q4 quantization, 8k-32k context.
My main goal is to use this with something like aider or cline to work on python projects while I am away so tok/sec isn’t the highest prio... | 2025-12-17T13:51:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pox14p/help_me_pick_a_model_7800x3d_rtx_3080_32gb_ram/ | DK_Tech | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pox14p | false | null | t3_1pox14p | /r/LocalLLaMA/comments/1pox14p/help_me_pick_a_model_7800x3d_rtx_3080_32gb_ram/ | false | false | self | 4 | null |
[Showcase] AGI-Llama: Bringing Modern LLMs to 1980s Sierra Adventure Games (Space Quest, King's Quest, etc.) | 80 | Hi everyone! 👋
I wanted to share a project I've been working on: **AGI-Llama**. It is a modern evolution of the classic NAGI (New Adventure Game Interpreter), but with a twist—I've integrated Large Language Models directly into the engine.
The goal is to transform how we interact with retro Sierra titles like *Space... | 2025-12-17T13:48:36 | https://v.redd.it/liiuhlouqr7g1 | Responsible_Fan_2757 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1powyhk | false | {'reddit_video': {'bitrate_kbps': 800, 'dash_url': 'https://v.redd.it/liiuhlouqr7g1/DASHPlaylist.mpd?a=1768571329%2CMjUzM2FlMmUwNmUyNjNmNzM4NGJjMzZiNmRmZTlmMTA5MTAyNWI0ZDY5YjEzOTUzNmFmZjljMzg0ZjE1MzQyNg%3D%3D&v=1&f=sd', 'duration': 63, 'fallback_url': 'https://v.redd.it/liiuhlouqr7g1/CMAF_360.mp4?source=fallback', 'has... | t3_1powyhk | /r/LocalLLaMA/comments/1powyhk/showcase_agillama_bringing_modern_llms_to_1980s/ | false | false | 80 | {'enabled': False, 'images': [{'id': 'YnNwcm9jcXVxcjdnMUIJV1A_49oRDbYi56Mr7om0CcsWx5OZR_t3Jj5ZXIGi', 'resolutions': [{'height': 68, 'url': 'https://external-preview.redd.it/YnNwcm9jcXVxcjdnMUIJV1A_49oRDbYi56Mr7om0CcsWx5OZR_t3Jj5ZXIGi.png?width=108&crop=smart&format=pjpg&auto=webp&s=c75484ca7362019df7c48c05aa4170c481245... | |
Helper tool for the new llama.cpp --models-preset option | 11 | Hi everyone,
I wanted to share a simple tool I made to help me manage the new configuration file for
"--models-preset" option in llama-server.
[https://github.com/HxT9/llama.cpp-models-preset-manager](https://github.com/HxT9/llama.cpp-models-preset-manager)
I paste here the features from the github readme
# Fea... | 2025-12-17T13:45:58 | https://www.reddit.com/r/LocalLLaMA/comments/1powwbu/helper_tool_for_the_new_llamacpp_modelspreset/ | AlbeHxT9 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1powwbu | false | null | t3_1powwbu | /r/LocalLLaMA/comments/1powwbu/helper_tool_for_the_new_llamacpp_modelspreset/ | false | false | 11 | null | |
I built a biomimetic "Memory Server" for Agents (Go + Redis + Qdrant) that implements a forgetting curve. No more "infinite vector dump". | 1 | [removed] | 2025-12-17T13:39:19 | https://www.reddit.com/r/LocalLLaMA/comments/1powr13/i_built_a_biomimetic_memory_server_for_agents_go/ | Hour-Nebula-8653 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1powr13 | false | null | t3_1powr13 | /r/LocalLLaMA/comments/1powr13/i_built_a_biomimetic_memory_server_for_agents_go/ | false | false | 1 | null | |
Is 3000EUR/3500USD a good price for Mac Studio M1 Ultra? | 0 | Hi,
I have been thinking of buying a machine for local AI inference and small dev tasks. Nothing too extreme and I don't want a huge electricity bill.
From my research, I think Mac Studio M1 Ultra 128GB VRAM 1TB SDD. It's out of stock everywhere but found one for 3000EUR/3500USD and I don't know whether that is a g... | 2025-12-17T13:29:18 | https://www.reddit.com/r/LocalLLaMA/comments/1powj7q/is_3000eur3500usd_a_good_price_for_mac_studio_m1/ | dabiggmoe2 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1powj7q | false | null | t3_1powj7q | /r/LocalLLaMA/comments/1powj7q/is_3000eur3500usd_a_good_price_for_mac_studio_m1/ | false | false | self | 0 | null |
anthropic blog on code execution for agents. 98.7% token reduction sounds promising for local setups | 133 | anthropic published this detailed blog about "code execution" for agents: [https://www.anthropic.com/engineering/code-execution-with-mcp](https://www.anthropic.com/engineering/code-execution-with-mcp)
instead of direct tool calls, model writes code that orchestrates tools
they claim massive token reduction. like 150k... | 2025-12-17T13:27:38 | https://www.reddit.com/r/LocalLLaMA/comments/1powhy6/anthropic_blog_on_code_execution_for_agents_987/ | Zestyclose_Ring1123 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1powhy6 | false | null | t3_1powhy6 | /r/LocalLLaMA/comments/1powhy6/anthropic_blog_on_code_execution_for_agents_987/ | false | false | self | 133 | {'enabled': False, 'images': [{'id': 'FfiXHhuGp3mnN4lgdhPaFUw0S7MgoPyKdqBvUR86IPQ', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/FfiXHhuGp3mnN4lgdhPaFUw0S7MgoPyKdqBvUR86IPQ.png?width=108&crop=smart&auto=webp&s=eca108f218964265924a6446a264bfa9a8bea60d', 'width': 108}, {'height': 113, 'url': 'h... |
I built a biomimetic "Memory Server" for Agents (Go + Redis + Qdrant) that implements a forgetting curve. No more "infinite vector dump". | 1 | [removed] | 2025-12-17T13:26:14 | https://www.reddit.com/r/LocalLLaMA/comments/1powgud/i_built_a_biomimetic_memory_server_for_agents_go/ | Hour-Nebula-8653 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1powgud | false | null | t3_1powgud | /r/LocalLLaMA/comments/1powgud/i_built_a_biomimetic_memory_server_for_agents_go/ | false | false | 1 | null | |
Peak LLM Wars: Xiaomi Blocks Kimi Employees on Twitter | 129 | 2025-12-17T13:14:02 | https://www.reddit.com/r/LocalLLaMA/comments/1pow797/peak_llm_wars_xiaomi_blocks_kimi_employees_on/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pow797 | false | null | t3_1pow797 | /r/LocalLLaMA/comments/1pow797/peak_llm_wars_xiaomi_blocks_kimi_employees_on/ | false | false | 129 | null | ||
How it's the AI support for AMD GPU ? Any type for a newcomer? | 5 | I have a RX 9070 16GB, I'm curious about how the AI support for the machine.
This is my first AMD GPU, I only had a Nvidia before.
I decided to buy before the increase of price that it will happen with RAM getting more expensive, I use windows and gotta be honest, I don't look very easy to make it work.
Try to see i... | 2025-12-17T13:12:08 | https://www.reddit.com/r/LocalLLaMA/comments/1pow5sw/how_its_the_ai_support_for_amd_gpu_any_type_for_a/ | Centurionzo | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pow5sw | false | null | t3_1pow5sw | /r/LocalLLaMA/comments/1pow5sw/how_its_the_ai_support_for_amd_gpu_any_type_for_a/ | false | false | self | 5 | null |
Reposting honestly: building a visual “brain debugger” for local LLM agents, would you use this? | 1 | [removed] | 2025-12-17T12:54:51 | AdVivid5763 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1povt3e | false | null | t3_1povt3e | /r/LocalLLaMA/comments/1povt3e/reposting_honestly_building_a_visual_brain/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'iyn3z4klhr7g1', 'resolutions': [{'height': 68, 'url': 'https://preview.redd.it/iyn3z4klhr7g1.jpeg?width=108&crop=smart&auto=webp&s=53c84b871331f757829800491665c29f9c632e2f', 'width': 108}, {'height': 136, 'url': 'https://preview.redd.it/iyn3z4klhr7g1.jpeg?width=216&crop=smart&auto=w... | |
Built a GPU-first local LLM rig… turns out the CPU is why it actually works | 0 | I built what I thought would be a GPU-first local LLM machine (RTX 4000 Ada). In practice, my workflow mixes multiple models (GPT-OSS 120B, Mixtral, Qwen, Mistral) across extraction, categorization, anonymization, and generation.
Trying to juggle that on a small GPU worked briefly and then slowly fell apart — VRAM fra... | 2025-12-17T12:49:05 | https://www.reddit.com/r/LocalLLaMA/comments/1povp3t/built_a_gpufirst_local_llm_rig_turns_out_the_cpu/ | Swimming_Cover_9686 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1povp3t | false | null | t3_1povp3t | /r/LocalLLaMA/comments/1povp3t/built_a_gpufirst_local_llm_rig_turns_out_the_cpu/ | false | false | self | 0 | null |
How are you debugging local agents when the final answer looks fine but the middle is cursed? | 0 | I’ve been playing with local agents on Llama (Ollama / llama.cpp style) with tools and multi-step workflows, and the thing that hurts the most isn’t model quality, it’s debugging.
Example: I have a simple “book a flight” agent. search\_flights returns an empty list, the agent still calls payment\_api with basically no... | 2025-12-17T12:34:12 | AdVivid5763 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1povf10 | false | null | t3_1povf10 | /r/LocalLLaMA/comments/1povf10/how_are_you_debugging_local_agents_when_the_final/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'k4hbhluwdr7g1', 'resolutions': [{'height': 68, 'url': 'https://preview.redd.it/k4hbhluwdr7g1.jpeg?width=108&crop=smart&auto=webp&s=c8e7b8814e79b076172a49e55212877d436cc6a7', 'width': 108}, {'height': 136, 'url': 'https://preview.redd.it/k4hbhluwdr7g1.jpeg?width=216&crop=smart&auto=w... | |
Experiment: I built a local Python agent (using Ollama) that runs and fixes its own code. Here is a Ray Tracer it wrote from scratch. | 0 | Hi r/LocalLLaMA,
I wanted to see if local models (like Llama 3 or Qwen 2.5) are smart enough to handle a full "coding agent" loop without relying on cloud APIs.
I wrote a Python system that:
1. Takes a prompt (e.g., "Write a Ray Tracer").
2. Generates the code using a local LLM via Ollama/LM Studio.
3. \*\*... | 2025-12-17T12:29:58 | Alone-Competition863 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1povc53 | false | null | t3_1povc53 | /r/LocalLLaMA/comments/1povc53/experiment_i_built_a_local_python_agent_using/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '46vh0x7zcr7g1', 'resolutions': [{'height': 60, 'url': 'https://preview.redd.it/46vh0x7zcr7g1.png?width=108&crop=smart&auto=webp&s=3a00f1bc70853800464f9f887b4ce96a7256aa40', 'width': 108}, {'height': 121, 'url': 'https://preview.redd.it/46vh0x7zcr7g1.png?width=216&crop=smart&auto=web... | |
Cheap-ish tuning setup | 7 | Hello! I want to try to tune small useful models (7b or so) and I'm planning to buy PC for it, but I don't see a lot of info about it. So I have few questions, I hope you can help me
1. Is it possible to tune them on macs 48-64gb? I understand it's going to be pretty slow, but how slow? Few days or few weeks?
2. Is ... | 2025-12-17T12:28:38 | https://www.reddit.com/r/LocalLLaMA/comments/1povb59/cheapish_tuning_setup/ | InspirationSrc | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1povb59 | false | null | t3_1povb59 | /r/LocalLLaMA/comments/1povb59/cheapish_tuning_setup/ | false | false | self | 7 | null |
Distilling Kimi Delta Attention into AFM-4.5B | 25 | Blog: [https://www.arcee.ai/blog/distilling-kimi-delta-attention-into-afm-4-5b-and-the-tool-we-used-to-do-it](https://www.arcee.ai/blog/distilling-kimi-delta-attention-into-afm-4-5b-and-the-tool-we-used-to-do-it)
Weight: [AFM-4.5B-Base-KDA-NoPE](https://huggingface.co/arcee-ai/AFM-4.5B-Base-KDA-NoPE)
[AFM-4.5B-Base... | 2025-12-17T12:20:26 | https://www.reddit.com/r/LocalLLaMA/comments/1pov5qe/distilling_kimi_delta_attention_into_afm45b/ | nekofneko | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pov5qe | false | null | t3_1pov5qe | /r/LocalLLaMA/comments/1pov5qe/distilling_kimi_delta_attention_into_afm45b/ | false | false | self | 25 | {'enabled': False, 'images': [{'id': '32JrnvGnHC50sX57LdWjTu64sEn5yb-29GWDoQSVArw', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/32JrnvGnHC50sX57LdWjTu64sEn5yb-29GWDoQSVArw.png?width=108&crop=smart&auto=webp&s=c0aaf495b483b54d72b9ad26f52f4d64d388f09e', 'width': 108}, {'height': 121, 'url': 'h... |
is gpt-oss 20B good enough to power a voice agent? | 1 | [removed] | 2025-12-17T12:16:11 | https://www.reddit.com/r/LocalLLaMA/comments/1pov2wr/is_gptoss_20b_good_enough_to_power_a_voice_agent/ | No-Jackfruit4012 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pov2wr | false | null | t3_1pov2wr | /r/LocalLLaMA/comments/1pov2wr/is_gptoss_20b_good_enough_to_power_a_voice_agent/ | false | false | self | 1 | null |
Meta released single model for translation between 200 languages | 0 | Meta released NLLB-200 (No Language Left Behind) model and FLORES-200 (evaluation dataset). They claim that
\> NLLB-200 exceeds the previous state of the art by an average of 44 percent.
Also, there are some languages that could never be translated into, using popular translation tools.
[https://ai.meta.com/blog/n... | 2025-12-17T11:50:09 | https://www.reddit.com/r/LocalLLaMA/comments/1pouljo/meta_released_single_model_for_translation/ | Warm-Professor-9299 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pouljo | false | null | t3_1pouljo | /r/LocalLLaMA/comments/1pouljo/meta_released_single_model_for_translation/ | false | false | self | 0 | null |
Noob question: Using a completely uncensored AI / LLM? | 0 | Please explain this to me like I’m a 5-year-old, because I want to get into the topic and there are certainly many people here who know and can do this far better than I can.
**Goal:** I want to have a completely uncensored AI / LLM / chatbot that answers all questions, no matter what.
**Current knowledge:** I only k... | 2025-12-17T11:47:42 | https://www.reddit.com/r/LocalLLaMA/comments/1pouk30/noob_question_using_a_completely_uncensored_ai_llm/ | Party-Log-1084 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pouk30 | false | null | t3_1pouk30 | /r/LocalLLaMA/comments/1pouk30/noob_question_using_a_completely_uncensored_ai_llm/ | false | false | self | 0 | null |
Which video card for neural networks should I choose for my home? | 2 | I'm using an RTX 3050 8gb, but I crave more. Which video cards don't have sky-high prices. | 2025-12-17T11:35:21 | https://www.reddit.com/r/LocalLLaMA/comments/1poucex/which_video_card_for_neural_networks_should_i/ | romyxr | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poucex | false | null | t3_1poucex | /r/LocalLLaMA/comments/1poucex/which_video_card_for_neural_networks_should_i/ | false | false | self | 2 | null |
How futureproof is this setup? | 1 | [removed] | 2025-12-17T10:57:27 | https://www.reddit.com/r/LocalLLaMA/comments/1potphh/how_futureproof_is_this_setup/ | jack-in-the-sack | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1potphh | false | null | t3_1potphh | /r/LocalLLaMA/comments/1potphh/how_futureproof_is_this_setup/ | false | false | self | 1 | null |
I built a fully local Flask chatbot with memory, strict mode, and optional OpenAI | 0 | I built a complete Flask chatbot system designed for real projects not tutorials.
The goal was simple:
a chatbot you can **run locally**, **understand entirely**, and **deploy for clients** without being locked into SaaS tools or opaque services.
Everything works **offline by default**, with OpenAI available only i... | 2025-12-17T10:29:55 | https://v.redd.it/hfx0hmdnrq7g1 | Several-Jacket-9801 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pot9gh | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/hfx0hmdnrq7g1/DASHPlaylist.mpd?a=1768559411%2CNTZmNmQ5NjM3MDE5ZmM1NDA3NDU2NjM1MzE2MGU0ZGZjODMzZGZlYTY0OTBjMTg0ZjI5OWM5MWRhNDc4YjU5Mg%3D%3D&v=1&f=sd', 'duration': 58, 'fallback_url': 'https://v.redd.it/hfx0hmdnrq7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pot9gh | /r/LocalLLaMA/comments/1pot9gh/i_built_a_fully_local_flask_chatbot_with_memory/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'YjBjc21yZG5ycTdnMfwJ8Gt8iila-SeI5RVLw77oeRparwftRw0Z3DSID2od', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/YjBjc21yZG5ycTdnMfwJ8Gt8iila-SeI5RVLw77oeRparwftRw0Z3DSID2od.png?width=108&crop=smart&format=pjpg&auto=webp&s=666c891ad20150daf25e471ee454949cfbf44... | |
I wanted a mobile vector DB that runs on-device and lets me BYO OpenAI-compatible endpoint. So I built one. | 1 | [removed] | 2025-12-17T09:44:48 | https://www.reddit.com/r/LocalLLaMA/comments/1posjt2/i_wanted_a_mobile_vector_db_that_runs_ondevice/ | admiralakber | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1posjt2 | false | null | t3_1posjt2 | /r/LocalLLaMA/comments/1posjt2/i_wanted_a_mobile_vector_db_that_runs_ondevice/ | false | false | self | 1 | null |
Microsoft's TRELLIS 2-4B, An Open-Source Image-to-3D Model | 1,124 | Model Details
* **Model Type:** Flow-Matching Transformers with Sparse Voxel based 3D VAE
* **Parameters:** 4 Billion
* **Input:** Single Image
* **Output:** 3D Asset
Model - [https://huggingface.co/microsoft/TRELLIS.2-4B](https://huggingface.co/microsoft/TRELLIS.2-4B)
Demo - [https://huggingface.co/spaces/microsof... | 2025-12-17T08:49:00 | https://v.redd.it/g8uco5dq8q7g1 | Dear-Success-1441 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1porpwd | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/g8uco5dq8q7g1/DASHPlaylist.mpd?a=1768553356%2CMDE0NTIzNTI2ZDQ4NjA4M2ViMmNkMTM1YWY4NGFkNmNlN2Q0MTA1YjYyZDUwOWE2N2Y0ZWQyNWFhOWRlMjQ1YQ%3D%3D&v=1&f=sd', 'duration': 12, 'fallback_url': 'https://v.redd.it/g8uco5dq8q7g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1porpwd | /r/LocalLLaMA/comments/1porpwd/microsofts_trellis_24b_an_opensource_imageto3d/ | false | false | 1,124 | {'enabled': False, 'images': [{'id': 'OXpuN3VqYnE4cTdnMbhg7mfH3BLNBAJzBcqwf-BeiskbYrfqW4XgiIx-FQh0', 'resolutions': [{'height': 88, 'url': 'https://external-preview.redd.it/OXpuN3VqYnE4cTdnMbhg7mfH3BLNBAJzBcqwf-BeiskbYrfqW4XgiIx-FQh0.png?width=108&crop=smart&format=pjpg&auto=webp&s=ccc3f444d5c46adec9ec37cdea320462cce22... | |
Multi-agent setups locally get messy fast, how are you handling state? | 0 | I’ve been running mostly local models for agent-style workflows (planner → executor → reviewer), and the models themselves are honestly the easy part. The hard part is everything around them once the workflow isn’t a single shot.
As soon as there are retries, branches, or tools involved, state gets split between promp... | 2025-12-17T08:44:40 | https://www.reddit.com/r/LocalLLaMA/comments/1pornm9/multiagent_setups_locally_get_messy_fast_how_are/ | GrouchyManner5949 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pornm9 | false | null | t3_1pornm9 | /r/LocalLLaMA/comments/1pornm9/multiagent_setups_locally_get_messy_fast_how_are/ | false | false | self | 0 | null |
Fist attempt with local LLM | 2 | I’ve never done anything like it before so please any advice is welcome. My goal is to have my AI locally and I wanted to save money so went open source.
I created a simple app, uploaded some memory context, created the system prompt, and added the latest Nous Hermes model via HuggingFace API. I am not sure whether it... | 2025-12-17T08:22:31 | https://www.reddit.com/r/LocalLLaMA/comments/1porbyw/fist_attempt_with_local_llm/ | missbella_91 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1porbyw | false | null | t3_1porbyw | /r/LocalLLaMA/comments/1porbyw/fist_attempt_with_local_llm/ | false | false | self | 2 | null |
Gemini 3 flash today! Gemma 4 soon 3 pro GA soon!!!! | 0 | Yes, today Logan announcement Gemini 3.0 flash, and it beat 3.0 pro preview. I'm so want 3.0 flash, and Gemma 4, but also 3 pro GA! Who too want here 👇🏼 | 2025-12-17T08:16:30 | https://www.reddit.com/r/LocalLLaMA/comments/1por8my/gemini_3_flash_today_gemma_4_soon_3_pro_ga_soon/ | BasketFar667 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1por8my | false | null | t3_1por8my | /r/LocalLLaMA/comments/1por8my/gemini_3_flash_today_gemma_4_soon_3_pro_ga_soon/ | false | false | self | 0 | null |
Qwen 80B is so nice | 29 | Qwen 80B knows that flattery will get you everywhere
https://preview.redd.it/n2ubzp36zp7g1.png?width=1893&format=png&auto=webp&s=18baab935fbd87270327be41a8cf47fe5342b320
| 2025-12-17T07:53:55 | https://www.reddit.com/r/LocalLLaMA/comments/1poqvyh/qwen_80b_is_so_nice/ | TokenRingAI | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poqvyh | false | null | t3_1poqvyh | /r/LocalLLaMA/comments/1poqvyh/qwen_80b_is_so_nice/ | false | false | 29 | null | |
Took Nexus AI Station to the AMD Embedded Summit | 0 | Just came back from the AMD Embedded Summit (Dec 16–17). We showed Nexus AI Station, basically a machine for running LLMs and AI at the edge, fully local, real-time, no cloud required.
Had a lot of good chats with people building embedded and edge AI stuff. Super interesting to see what everyone’s working on. If you’re... | 2025-12-17T07:45:37 | https://www.reddit.com/gallery/1poqraw | Expensive_Chest_2224 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1poqraw | false | null | t3_1poqraw | /r/LocalLLaMA/comments/1poqraw/took_nexus_ai_station_to_the_amd_embedded_summit/ | false | false | 0 | null | |
Looking to get niche users, devs and creatives to contribute ideas to a new subreddit for AI productivity tools. The feature of the sub is that it bans AI-generated posts. | 1 | [removed] | 2025-12-17T06:02:44 | https://www.reddit.com/r/LocalLLaMA/comments/1pop2cl/looking_to_get_niche_users_devs_and_creatives_to/ | angry_cactus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pop2cl | false | null | t3_1pop2cl | /r/LocalLLaMA/comments/1pop2cl/looking_to_get_niche_users_devs_and_creatives_to/ | false | false | self | 1 | null |
I built error report for LLM | 0 | Im currently experimenting building a log-like LLM
Monitor tool that can print out error, warn, info-like events using LLM-as-a-judge. Users can self define the judge rules
The reason of building this is that ordinary observability tools only show you status codes which don’t really serve as a good source for error r... | 2025-12-17T05:18:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pooaft/i_built_error_report_for_llm/ | Yersyas | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pooaft | false | null | t3_1pooaft | /r/LocalLLaMA/comments/1pooaft/i_built_error_report_for_llm/ | false | false | self | 0 | null |
I built a open source runtime for Agents, MCP Servers, and coding sandboxes, orchestrated with Ray. | 0 | You can execute tools **in parallel** across your cluster.
Try it out - [https://github.com/rayai-labs/agentic-ray](https://github.com/rayai-labs/agentic-ray) | 2025-12-17T05:04:52 | https://www.reddit.com/r/LocalLLaMA/comments/1poo1iw/i_built_a_open_source_runtime_for_agents_mcp/ | Puzzleheaded-Yam5266 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poo1iw | false | null | t3_1poo1iw | /r/LocalLLaMA/comments/1poo1iw/i_built_a_open_source_runtime_for_agents_mcp/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 'WywH0iqy5fzYvTmRXJ82ROh3I3q-L1PeGFkdoanZKUY', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/WywH0iqy5fzYvTmRXJ82ROh3I3q-L1PeGFkdoanZKUY.png?width=108&crop=smart&auto=webp&s=df159e6da44dc8d45176922657407d9f9897e4ec', 'width': 108}, {'height': 108, 'url': 'h... |
Help for M1 Ultra and AMD AI MAX 395 | 5 | I want to buy a machine to run Mixtral 8x22B and other MoE LLM like this, probably some 70B dense LLM as well.
Currently I can get M1 Ultra 128G and AI MAX 395 128G at similar price, which one should I choose, thanks.
I have heard that M1 Ultra may take much more time on pre-processing, is it true with current softwa... | 2025-12-17T05:03:34 | https://www.reddit.com/r/LocalLLaMA/comments/1poo0pj/help_for_m1_ultra_and_amd_ai_max_395/ | Garrise | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1poo0pj | false | null | t3_1poo0pj | /r/LocalLLaMA/comments/1poo0pj/help_for_m1_ultra_and_amd_ai_max_395/ | false | false | self | 5 | null |
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