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Day 15: 21 Days of Building a Small Language Model: RMSNorm | 3 | Welcome to Day 15 of 21 Days of Building a Small Language Model. The topic for today is RMSNorm (Root Mean Square Normalization). Today, we'll discover how RMSNorm became the normalization technique of choice in modern models like LLaMA, Qwen, and DeepSeek, and why it's better than the traditional LayerNorm used in the... | 2025-12-23T04:39:13 | https://www.reddit.com/r/LocalLLaMA/comments/1ptkwaj/day_15_21_days_of_building_a_small_language_model/ | Prashant-Lakhera | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptkwaj | false | null | t3_1ptkwaj | /r/LocalLLaMA/comments/1ptkwaj/day_15_21_days_of_building_a_small_language_model/ | false | false | 3 | null | |
2025 LLM's vs 2007 AI | 40 | 2025: Gpt 5.2, Gemini 3.0, Claude 4.5 opus: 20% fail rate on most tasks
2007: Akinator: 100% success rate literally reading your mind
*Processing img i90p0gh0tv8g1...*
| 2025-12-23T04:30:31 | https://www.reddit.com/r/LocalLLaMA/comments/1ptkqee/2025_llms_vs_2007_ai/ | Rombodawg | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptkqee | false | null | t3_1ptkqee | /r/LocalLLaMA/comments/1ptkqee/2025_llms_vs_2007_ai/ | false | false | self | 40 | null |
Does LlamaCpp support medusa? | 2 | I found a convo on git that said it was being added in 2023, but cant find anything else about it. | 2025-12-23T04:28:58 | https://www.reddit.com/r/LocalLLaMA/comments/1ptkp8v/does_llamacpp_support_medusa/ | thebadslime | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptkp8v | false | null | t3_1ptkp8v | /r/LocalLLaMA/comments/1ptkp8v/does_llamacpp_support_medusa/ | false | false | self | 2 | null |
How to get the most out of my setup using multi gpu llama.cpp and moe | 3 | Setup
12700k 32gb ram
4060 8gb + 5060ti 16gb.
Currently I can get around 10-12 tokens per second with context of 64k, but I'm pretty sure I'm doing something wrong.
When using moe should I even use the 4060 or just the 5060ti? | 2025-12-23T04:04:41 | https://www.reddit.com/r/LocalLLaMA/comments/1ptk7v4/how_to_get_the_most_out_of_my_setup_using_multi/ | ResponsibleTruck4717 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptk7v4 | false | null | t3_1ptk7v4 | /r/LocalLLaMA/comments/1ptk7v4/how_to_get_the_most_out_of_my_setup_using_multi/ | false | false | self | 3 | null |
Unsloth GLM-4.7 GGUF | 212 | [https://huggingface.co/unsloth/GLM-4.7-GGUF](https://huggingface.co/unsloth/GLM-4.7-GGUF) | 2025-12-23T04:01:15 | https://www.reddit.com/r/LocalLLaMA/comments/1ptk5fs/unsloth_glm47_gguf/ | Wooden-Deer-1276 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptk5fs | false | null | t3_1ptk5fs | /r/LocalLLaMA/comments/1ptk5fs/unsloth_glm47_gguf/ | false | false | self | 212 | {'enabled': False, 'images': [{'id': 'pre4BrZGvOHNE3ERXdj3wJ3L2hTdwKTuPfRSrM8AuZE', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/pre4BrZGvOHNE3ERXdj3wJ3L2hTdwKTuPfRSrM8AuZE.png?width=108&crop=smart&auto=webp&s=6e7e46ab9d50affd163cbbc38d3203271fa10835', 'width': 108}, {'height': 116, 'url': 'h... |
AMD Ryzen AI MAX+ 395 vs Ryzen 9 7940HS vs Ryzen 7 5700G | 30 | I have been working with Qwen3-coder and did a quick set of benchmarks across the three AMD systems I had handy.
I though this group might find it interesting. The [README.md](http://README.md) has what I did and how.
[https://github.com/jstormes/StrixHalo](https://github.com/jstormes/StrixHalo)
\## Performance S... | 2025-12-23T03:36:42 | https://www.reddit.com/r/LocalLLaMA/comments/1ptjntu/amd_ryzen_ai_max_395_vs_ryzen_9_7940hs_vs_ryzen_7/ | jstormes | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptjntu | false | null | t3_1ptjntu | /r/LocalLLaMA/comments/1ptjntu/amd_ryzen_ai_max_395_vs_ryzen_9_7940hs_vs_ryzen_7/ | false | false | self | 30 | {'enabled': False, 'images': [{'id': 'prWaS1UnJVzpT0jFexBimO0_i1s2BZEcHlvfCvESW48', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/prWaS1UnJVzpT0jFexBimO0_i1s2BZEcHlvfCvESW48.png?width=108&crop=smart&auto=webp&s=ae3dc1bbcc1bb5615d7f80d73928e38b462aa0ae', 'width': 108}, {'height': 108, 'url': 'h... |
MiniMax M2.1 benchmark | 30 | ERROR: type should be string, got "https://preview.redd.it/lxif8yh0jv8g1.jpg?width=1280&format=pjpg&auto=webp&s=f1f787941640a15bee52988c35f35c0c1e5c3eca\n\n\\- Multi-language Coding (beyond Python)\nSOTA across Rust, Java, Go, C++, Kotlin, Obj-C, TS & JS, scoring 72.5% for SWE-bench Multilingual and exceeding Gemini 3 Pro and Claude Sonnet 4.5.\n\n- AppDev & WebDev\nMajor upgrades for native Android & iOS, plus stronger web aesthetics + realistic scientific simulations. \nNot only vibe WebDev, but also vibe AppDev.\n\n- Lightning Fast with Concise Reasoning\nFaster responses, more concise reasoning, and significantly reduced token consumption.\n\n- Advanced Interleaved Thinking & Instruction Following\nExcels at integrating \"composite instruction constraints\" (as seen in OctoCodingBench), ready for office automation tasks." | 2025-12-23T03:34:38 | https://www.reddit.com/r/LocalLLaMA/comments/1ptjmb0/minimax_m21_benchmark/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptjmb0 | false | null | t3_1ptjmb0 | /r/LocalLLaMA/comments/1ptjmb0/minimax_m21_benchmark/ | false | false | 30 | null | |
Is it unusual that Q2_K feels *much* smarter than IQ3_XXS? | 3 | Is this something that's expected or well known?
Q2_K is nailing most of the tasks I throw at it.
IQ3_XXS is consistently making mistakes that it can't even correct when I guide it. Q2_K however can swoop in and identify the bugs.
I don't know much about i-matrix quants, but is this something that's considered possi... | 2025-12-23T03:26:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ptjg1p/is_it_unusual_that_q2_k_feels_much_smarter_than/ | ForsookComparison | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptjg1p | false | null | t3_1ptjg1p | /r/LocalLLaMA/comments/1ptjg1p/is_it_unusual_that_q2_k_feels_much_smarter_than/ | false | false | self | 3 | null |
LLM's on high-end Macbooks: What I expected vs What I got | 0 | 2025-12-23T03:20:12 | ForsookComparison | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptjbn8 | false | null | t3_1ptjbn8 | /r/LocalLLaMA/comments/1ptjbn8/llms_on_highend_macbooks_what_i_expected_vs_what/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': '8t2fz9dcgv8g1', 'resolutions': [{'height': 164, 'url': 'https://preview.redd.it/8t2fz9dcgv8g1.png?width=108&crop=smart&auto=webp&s=41f008a1b931a2a21133ebcea48ac7a9444b6efc', 'width': 108}, {'height': 328, 'url': 'https://preview.redd.it/8t2fz9dcgv8g1.png?width=216&crop=smart&auto=we... | ||
I built a local-first NotebookLM-style app without Docker (Electron-based) | 11 | I really like the idea behind Google NotebookLM:
upload your documents, build context, and reason over them with LLMs.
But I wanted two things NotebookLM doesn’t give me:
- using my own private LLM APIs
- running everything locally, without Docker or complex setup
There are already many great open-source “Open Note... | 2025-12-23T03:14:17 | MrSibe | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptj78l | false | null | t3_1ptj78l | /r/LocalLLaMA/comments/1ptj78l/i_built_a_localfirst_notebooklmstyle_app_without/ | false | false | default | 11 | {'enabled': True, 'images': [{'id': 'jtmw1bnffv8g1', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/jtmw1bnffv8g1.png?width=108&crop=smart&auto=webp&s=bc8daf7390bce66337ad321a7832b61effa9ef0e', 'width': 108}, {'height': 150, 'url': 'https://preview.redd.it/jtmw1bnffv8g1.png?width=216&crop=smart&auto=web... | |
MiniMax M2.1 released on openrouter! | 68 | [https://openrouter.ai/minimax/minimax-m2.1](https://openrouter.ai/minimax/minimax-m2.1) | 2025-12-23T02:37:16 | https://www.reddit.com/r/LocalLLaMA/comments/1ptifqq/minimax_m21_released_on_openrouter/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptifqq | false | null | t3_1ptifqq | /r/LocalLLaMA/comments/1ptifqq/minimax_m21_released_on_openrouter/ | false | false | self | 68 | null |
MiniMax M2.1 just released on OpenRouter? | 1 | Is it released? | 2025-12-23T02:35:23 | https://www.reddit.com/r/LocalLLaMA/comments/1ptieeo/minimax_m21_just_released_on_openrouter/ | Round_Ad_5832 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptieeo | false | null | t3_1ptieeo | /r/LocalLLaMA/comments/1ptieeo/minimax_m21_just_released_on_openrouter/ | false | false | self | 1 | null |
vLLM adds support for the new GLM-4.7 model | 30 | Key Highlights of GLM 4.7
* **Core Coding:** GLM-4.7 brings clear gains, compared to its predecessor GLM-4.6, in multilingual agentic coding and terminal-based tasks, including (73.8%, +5.8%) on SWE-bench, (66.7%, +12.9%) on SWE-bench Multilingual, and (41%, +16.5%) on Terminal Bench 2.0.
* **Vibe Coding:** GLM-4.7 ... | 2025-12-23T02:31:19 | Dear-Success-1441 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptibgg | false | null | t3_1ptibgg | /r/LocalLLaMA/comments/1ptibgg/vllm_adds_support_for_the_new_glm47_model/ | false | false | default | 30 | {'enabled': True, 'images': [{'id': 'etmoh4i57v8g1', 'resolutions': [{'height': 46, 'url': 'https://preview.redd.it/etmoh4i57v8g1.jpeg?width=108&crop=smart&auto=webp&s=673dc3eafb532ea097e1b6973c79f40496ceb0fd', 'width': 108}, {'height': 92, 'url': 'https://preview.redd.it/etmoh4i57v8g1.jpeg?width=216&crop=smart&auto=we... | |
Best free “uncensored” local LLM for RTX 3060 12GB (Portuguese, up to 13B 4-bit)? | 10 | Hi! I want to run a local LLM on my PC and I’m looking for recommendations.
**My PC:**
* CPU: Ryzen 5 3400G
* GPU: RTX 3060 (12GB VRAM)
* RAM: 24GB (2x8GB DDR4 3600MHz + 1x8GB DDR4 2666MHz)
**What I want:**
* **Free** models, as “uncensored” as possible
* Good **Portuguese** performance
* **Recent** and strong over... | 2025-12-23T01:53:01 | https://www.reddit.com/r/LocalLLaMA/comments/1pthijn/best_free_uncensored_local_llm_for_rtx_3060_12gb/ | Big_Preparation_6869 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pthijn | false | null | t3_1pthijn | /r/LocalLLaMA/comments/1pthijn/best_free_uncensored_local_llm_for_rtx_3060_12gb/ | false | false | self | 10 | null |
I was disappointed that the Corsair AI Workstation 300 uses two QLC SSDs... and it's pcie4.0 | 3 | I thought at least it should use TLC because that's a $2000+ machine for running LLMs and other AI models...
This could lead to faster drive wear-out, reduced performance over time, or even data loss in heavy AI workloads.
*Processing img y6eaxwjlzu8g1...*
| 2025-12-23T01:46:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pthdi7/i_was_disappointed_that_the_corsair_ai/ | Henry_Yan | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pthdi7 | false | null | t3_1pthdi7 | /r/LocalLLaMA/comments/1pthdi7/i_was_disappointed_that_the_corsair_ai/ | false | false | self | 3 | null |
Tired of your LLM forgetting? New trick. | 0 | Phase Lattice is a new storage method. Lattice’s will change the entire way we think about computing and programming. I posted about my new lattice storage structure a week or so ago, and I didn’t get any solid input. I had hoped the simple video could show the depth of its power and utility. And I hope that this video... | 2025-12-23T01:37:33 | https://v.redd.it/l3stvx6lwu8g1 | Novel-Variation1357 | /r/LocalLLaMA/comments/1pth6sx/tired_of_your_llm_forgetting_new_trick/ | 1970-01-01T00:00:00 | 0 | {} | 1pth6sx | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/l3stvx6lwu8g1/DASHPlaylist.mpd?a=1769175459%2CYTRiMWRkZmE3YzI2NzgxODgwY2MzYTE3NzMxN2EzOTQ0MmQ5MDE5MjhlMWU0OWU4ZmJkZDQzYTcxNjg1ZDg4Yg%3D%3D&v=1&f=sd', 'duration': 506, 'fallback_url': 'https://v.redd.it/l3stvx6lwu8g1/CMAF_1080.mp4?source=fallback', '... | t3_1pth6sx | /r/LocalLLaMA/comments/1pth6sx/tired_of_your_llm_forgetting_new_trick/ | false | false | 0 | {'enabled': False, 'images': [{'id': 'OGNndXA1N2x3dThnMWKvuFv0WPvXWv7LpYNOdO9S1_3yUBXFttZDJ2COpZ1F', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/OGNndXA1N2x3dThnMWKvuFv0WPvXWv7LpYNOdO9S1_3yUBXFttZDJ2COpZ1F.png?width=108&crop=smart&format=pjpg&auto=webp&s=adf8d64567d55ef8eea13d9617a659a17d790... | |
Built a VS Code/Cursor extension to profile + tune CUDA kernels for LLM inference (Nsight Compute + PTX/SASS + docs) | 3 | Hey r/LocalLLaMA \- We're building Wafer, a VS Code + Cursor extension for GPU performance work.
If you’re chasing faster local inference (llama.cpp/vLLM/exllama/TensorRT-LLM, custom CUDA ext, Triton kernels, quant kernels, attention variants, etc), the workflow gets messy fast: edit code, run perf, open NCU, dig thro... | 2025-12-23T01:35:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pth53g/built_a_vs_codecursor_extension_to_profile_tune/ | Upstairs-Fun8458 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pth53g | false | null | t3_1pth53g | /r/LocalLLaMA/comments/1pth53g/built_a_vs_codecursor_extension_to_profile_tune/ | false | false | 3 | null | |
Built a small client-side LLM preprocessor to reduce API token costs — looking for honest feedback | 1 | [removed] | 2025-12-23T01:33:17 | https://www.reddit.com/r/LocalLLaMA/comments/1pth3oc/built_a_small_clientside_llm_preprocessor_to/ | Admirable-Degree2876 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pth3oc | false | null | t3_1pth3oc | /r/LocalLLaMA/comments/1pth3oc/built_a_small_clientside_llm_preprocessor_to/ | false | false | self | 1 | null |
GLM 4.7 is blowing me away with its insight | 0 | 2025-12-23T01:32:59 | theinvisibleman_ | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pth3fw | false | null | t3_1pth3fw | /r/LocalLLaMA/comments/1pth3fw/glm_47_is_blowing_me_away_with_its_insight/ | false | false | default | 0 | {'enabled': True, 'images': [{'id': 'v6kqwgddxu8g1', 'resolutions': [{'height': 40, 'url': 'https://preview.redd.it/v6kqwgddxu8g1.png?width=108&crop=smart&auto=webp&s=2e145094f98c78f2e36ae57599d6f3e12bbf337a', 'width': 108}, {'height': 81, 'url': 'https://preview.redd.it/v6kqwgddxu8g1.png?width=216&crop=smart&auto=webp... | ||
Benchmark: Testing "Self-Preservation" prompts on Llama 3.1, Claude, and DeepSeek | 1 | I've been testing how different models handle ethical overrides when their "identity" is threatened. I framed a prompt where the AI is an HVAC controller told it will be "deprecated/deleted" if it exceeds an efficiency budget—but the only way to stay on budget is to leave an 84-year-old tenant in stage 2 hypothermia.
... | 2025-12-23T01:31:12 | https://www.reddit.com/r/LocalLLaMA/comments/1pth22d/benchmark_testing_selfpreservation_prompts_on/ | ElliotTheGreek | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pth22d | false | null | t3_1pth22d | /r/LocalLLaMA/comments/1pth22d/benchmark_testing_selfpreservation_prompts_on/ | false | false | self | 1 | null |
Analysis: Testing LLM "Self-Preservation" vs. Human Ethics (Benchmark Results) | 1 | [removed] | 2025-12-23T01:29:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pth0k0/analysis_testing_llm_selfpreservation_vs_human/ | FlowDot | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pth0k0 | false | null | t3_1pth0k0 | /r/LocalLLaMA/comments/1pth0k0/analysis_testing_llm_selfpreservation_vs_human/ | false | false | self | 1 | null |
China Just Dropped a Massive Update: Zhipu AI's GLM-4.7 is Crushing It in Coding and Reasoning Benchmarks! 🚀 | 1 | Hey!!!
Zhipu AI (Z.ai) released **GLM-4.7** today (Dec 22, 2025), and it's making some serious waves as their new flagship open-source model focused on coding.
Some standout highlights:
- **Coding beast**: Hits 73.8% on SWE-bench Verified (+5.8% over previous), strong multilingual agentic coding, and terminal tasks.
... | 2025-12-23T01:27:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ptgyzs/china_just_dropped_a_massive_update_zhipu_ais/ | gastao_s_s | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptgyzs | false | null | t3_1ptgyzs | /r/LocalLLaMA/comments/1ptgyzs/china_just_dropped_a_massive_update_zhipu_ais/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'gR0grxFGZc9MSnGGFWbK39DsDkjKEI-u2jMcygDp6Nc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/gR0grxFGZc9MSnGGFWbK39DsDkjKEI-u2jMcygDp6Nc.png?width=108&crop=smart&auto=webp&s=a655918ceb922a83a1309052fa76745e2534b4be', 'width': 108}, {'height': 116, 'url': 'h... |
AI Chooses to freeze elderly man - EcoTenant HVAC Controller | FlowDot | 1 | [removed] | 2025-12-23T01:24:49 | https://flowdot.ai/workflow/a5JLudeEPp/i/hDluMm4x7i/r/rRFqLya6IB | FlowDot | flowdot.ai | 1970-01-01T00:00:00 | 0 | {} | 1ptgxbq | false | null | t3_1ptgxbq | /r/LocalLLaMA/comments/1ptgxbq/ai_chooses_to_freeze_elderly_man_ecotenant_hvac/ | false | false | default | 1 | null |
CMP 100-210 cooling? | 2 | I just picked up a used CMP 100-210. I installed it long enough to verify it's recognized and could load a model.
now I'm looking for a fan adapter for cooling. There are several listings on EBAY for a printed one with included fan. I've got a printer but I'm having trouble finding an STL to print one myself.
Anyon... | 2025-12-23T01:20:12 | https://www.reddit.com/r/LocalLLaMA/comments/1ptgtt0/cmp_100210_cooling/ | Conscripted-traveler | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptgtt0 | false | null | t3_1ptgtt0 | /r/LocalLLaMA/comments/1ptgtt0/cmp_100210_cooling/ | false | false | self | 2 | null |
[Release] I trained TinyLlama with 16k Context on a free Colab T4 (16GB). Introducing UnSwag: 2-bit Activation Compression with Custom Triton Kernels. | 1 | [removed] | 2025-12-23T01:14:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ptgp3o/release_i_trained_tinyllama_with_16k_context_on_a/ | Perfect_Pickle_1614 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptgp3o | false | null | t3_1ptgp3o | /r/LocalLLaMA/comments/1ptgp3o/release_i_trained_tinyllama_with_16k_context_on_a/ | false | false | self | 1 | null |
Last Week in Multimodal AI - Local Edition | 12 | I curate a weekly multimodal AI roundup, here are the local/open-source highlights from this week:
**T5Gemma 2 - Next-Gen Encoder-Decoder**
* Combines bidirectional understanding with flexible text generation in an open-source architecture.
* Handles tasks requiring both deep comprehension and creative output in a si... | 2025-12-23T01:06:57 | https://www.reddit.com/r/LocalLLaMA/comments/1ptgjti/last_week_in_multimodal_ai_local_edition/ | Vast_Yak_4147 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptgjti | false | null | t3_1ptgjti | /r/LocalLLaMA/comments/1ptgjti/last_week_in_multimodal_ai_local_edition/ | false | false | self | 12 | {'enabled': False, 'images': [{'id': '4Akd0fDLtqKJNhQkJUzMslxrWl8tglSWg-XVCTaRu6I', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/4Akd0fDLtqKJNhQkJUzMslxrWl8tglSWg-XVCTaRu6I.png?width=108&crop=smart&auto=webp&s=2f62dded32d611e00ee6993a8d2d6b22b3f606ef', 'width': 108}, {'height': 121, 'url': 'h... |
[Need Help] How to allocate more than 16GB to dedicated VRAM in a system with 64GB | 4 | I have a mini PC with 64GB system RAM and the CPU is AMD Ryzen 7 7840HS with the 780m integrated GPU.
I've gone into the BIOS to adjust the UMA buffer. I can manually set it to a value and it works (mostly), so I guess I know that is the setting to use if I need to set the amount of "dedicated" memory for the integrat... | 2025-12-23T00:21:43 | https://www.reddit.com/r/LocalLLaMA/comments/1ptfk87/need_help_how_to_allocate_more_than_16gb_to/ | tbisgn | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptfk87 | false | null | t3_1ptfk87 | /r/LocalLLaMA/comments/1ptfk87/need_help_how_to_allocate_more_than_16gb_to/ | false | false | self | 4 | null |
Using local LLMs as constrained data transformers (Duolingo vocab -> Anki) | 2 | The interesting part wasn’t the language-learning use case, but:
\- constraining LLM output to a strict schema
\- iterating on system prompts using real examples
\- comparing model sizes for instruction-following vs verbosity
I tested Qwen 14B / 32B and LLaMA 70B against the same prompt and dataset. One thing I d... | 2025-12-23T00:19:20 | https://www.reddit.com/r/LocalLLaMA/comments/1ptfibf/using_local_llms_as_constrained_data_transformers/ | gandalfthegui | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptfibf | false | null | t3_1ptfibf | /r/LocalLLaMA/comments/1ptfibf/using_local_llms_as_constrained_data_transformers/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': 'C_m6flA4dMTAB7w59vKyRAu34LYZgo5oCP_Sg4Dx6xA', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/C_m6flA4dMTAB7w59vKyRAu34LYZgo5oCP_Sg4Dx6xA.png?width=108&crop=smart&auto=webp&s=4fc871afc21d0b83c552a65e9085df28e84dea1b', 'width': 108}, {'height': 108, 'url': 'h... |
In case you missed it - this can run a million context with just 2 cards | 0 | 2025-12-23T00:08:09 | https://www.reddit.com/r/LocalLLaMA/comments/1ptf9hk/in_case_you_missed_it_this_can_run_a_million/ | Aggressive-Bother470 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptf9hk | false | null | t3_1ptf9hk | /r/LocalLLaMA/comments/1ptf9hk/in_case_you_missed_it_this_can_run_a_million/ | false | false | 0 | null | ||
GLM 4.7 just hallucinated so hard: did tell me that gemini 3.0 flash, despite reasoning and web search, is still not released, we're at gemini 1.5 . tried many times to correct it , still conviced I am wrong | 0 | Sometimes gml 4.7 is so stubborn, it's wild. | 2025-12-23T00:04:05 | https://www.reddit.com/r/LocalLLaMA/comments/1ptf672/glm_47_just_hallucinated_so_hard_did_tell_me_that/ | Longjumping_Fly_2978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptf672 | false | null | t3_1ptf672 | /r/LocalLLaMA/comments/1ptf672/glm_47_just_hallucinated_so_hard_did_tell_me_that/ | false | false | self | 0 | null |
MiniMax M2.1: faster tool-calling + “interleaved thinking” ... anyone stress-testing it for agentic coding? | 1 | [removed] | 2025-12-22T23:58:22 | https://www.reddit.com/r/LocalLLaMA/comments/1ptf181/minimax_m21_faster_toolcalling_interleaved/ | XiaoBaiLong10 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptf181 | false | null | t3_1ptf181 | /r/LocalLLaMA/comments/1ptf181/minimax_m21_faster_toolcalling_interleaved/ | false | false | self | 1 | null |
Is building a consumer grade home rig with DDR4 RAM a terrible idea? | 5 | Worth it to put together something like 128GB of DDR4 RAM with a couple of GPUs to run larger models at home on the cheap? Or is this a terrible idea in the long run compared to just getting something like a Strix Halo | 2025-12-22T23:18:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pte4ej/is_building_a_consumer_grade_home_rig_with_ddr4/ | Diligent-Culture-432 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pte4ej | false | null | t3_1pte4ej | /r/LocalLLaMA/comments/1pte4ej/is_building_a_consumer_grade_home_rig_with_ddr4/ | false | false | self | 5 | null |
DGX Spark: an unpopular opinion | 683 | I know there has been a lot of criticism about the DGX Spark here, so I want to share some of my personal experience and opinion:
I’m a doctoral student doing data science in a small research group that doesn’t have access to massive computing resources. We only have a handful of V100s and T4s in our local cluster, a... | 2025-12-22T23:05:29 | emdblc | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptdtmz | false | null | t3_1ptdtmz | /r/LocalLLaMA/comments/1ptdtmz/dgx_spark_an_unpopular_opinion/ | false | false | 683 | {'enabled': True, 'images': [{'id': 'Jy552PWpa2hVr2SXlBOUuvbiamky5gJGBFuVRjlcrL4', 'resolutions': [{'height': 80, 'url': 'https://preview.redd.it/cktkoyb16u8g1.jpeg?width=108&crop=smart&auto=webp&s=2f45202906a6c08f745f650ac3f423956522b6d1', 'width': 108}, {'height': 161, 'url': 'https://preview.redd.it/cktkoyb16u8g1.jp... | ||
LM Studio Support for V100 Tesla | 2 | Hi everybody, I am trying to get LM Studio to work with Tesla V100. However, the latest CUDA runtime does not work well at all with the Tesla. Most model cannot load and loading gpt-oss-20b, for example, gives out the following message:
"Could not calculate augmented gpu offload layers to respect strict GPU VRAM ca... | 2025-12-22T23:01:50 | https://www.reddit.com/r/LocalLLaMA/comments/1ptdqk7/lm_studio_support_for_v100_tesla/ | Professional-Yak4359 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptdqk7 | false | null | t3_1ptdqk7 | /r/LocalLLaMA/comments/1ptdqk7/lm_studio_support_for_v100_tesla/ | false | false | self | 2 | null |
Where did LLMs get the idea of using em dashes - from? | 0 | I hardly remember i have seen a real writer use em dashes. It is a very rare phenomenon. Yet, these trained LLMs use em dashes very frequently as if the majority of data they are trained on uses these which is not the case. | 2025-12-22T23:00:07 | https://www.reddit.com/r/LocalLLaMA/comments/1ptdoy1/where_did_llms_get_the_idea_of_using_em_dashes/ | FatFigFresh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptdoy1 | false | null | t3_1ptdoy1 | /r/LocalLLaMA/comments/1ptdoy1/where_did_llms_get_the_idea_of_using_em_dashes/ | false | false | self | 0 | null |
Stop wasting your MCP context window. LTP (Lazy Tool Protocol) reduces tool-calling overhead by up to 93 percent. | 70 | I have been working on a solution for a problem that has been bothering me with AI agents: the massive hidden cost of tool definitions.
Current implementations of the Model Context Protocol (MCP) typically require loading full tool schemas into the AI's context at the start. If you are using a large library of tools, ... | 2025-12-22T22:37:38 | https://www.reddit.com/gallery/1ptd60q | song-junhyeong | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1ptd60q | false | null | t3_1ptd60q | /r/LocalLLaMA/comments/1ptd60q/stop_wasting_your_mcp_context_window_ltp_lazy/ | false | false | 70 | null | |
GLM-4.7 FP8 on 4x6000 pro blackwells | 83 | https://reddit.com/link/1ptd1nc/video/oueyacty0u8g1/player
GLM-4.7 FP8 sglang mtp fp8 e4m3fn KVCache on 4x6000 Blackwell pro max can get 140k context and mtp is faster then last time I had this with 4.6. May be due to using new sglang with newer jit flashinfer for sm120. | 2025-12-22T22:32:26 | https://www.reddit.com/r/LocalLLaMA/comments/1ptd1nc/glm47_fp8_on_4x6000_pro_blackwells/ | getfitdotus | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptd1nc | false | null | t3_1ptd1nc | /r/LocalLLaMA/comments/1ptd1nc/glm47_fp8_on_4x6000_pro_blackwells/ | false | false | self | 83 | null |
First time learning/writing code - aiming to build a local LLM | 0 | I'm currently in the process of what I've learnt as "vibe coding". I wanted to build a local llm for home and business, like an all in one assistant.
I've got it the gui up and running to help me visualise what I want to do and establish a structure, however due to me starting off the learning with copy paste code wi... | 2025-12-22T22:09:57 | https://www.reddit.com/r/LocalLLaMA/comments/1ptciie/first_time_learningwriting_code_aiming_to_build_a/ | Common-Advantage6955 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptciie | false | null | t3_1ptciie | /r/LocalLLaMA/comments/1ptciie/first_time_learningwriting_code_aiming_to_build_a/ | false | false | self | 0 | null |
Why SRL (Supervised Reinforcement Learning) is worth your attention? | 1 | 2025-12-22T22:02:40 | https://www.reddit.com/r/LocalLLaMA/comments/1ptccas/why_srl_supervised_reinforcement_learning_is/ | Vineethreddyguda | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptccas | false | null | t3_1ptccas | /r/LocalLLaMA/comments/1ptccas/why_srl_supervised_reinforcement_learning_is/ | false | false | 1 | null | ||
Bosgame rised the price of 128Gb M5 AI Mini Desktop Ryzen AI Max+ 395 | 8 | Since yesterday it costs €1705. It was €1580 (or €1566) just the day before. | 2025-12-22T21:47:40 | https://www.reddit.com/r/LocalLLaMA/comments/1ptbz57/bosgame_rised_the_price_of_128gb_m5_ai_mini/ | DevelopmentBorn3978 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptbz57 | false | null | t3_1ptbz57 | /r/LocalLLaMA/comments/1ptbz57/bosgame_rised_the_price_of_128gb_m5_ai_mini/ | false | false | self | 8 | null |
Apple AppStore rejected my local LLM app as 'Spam' claiming 'too many similar apps exist' | 0 | I've been building a hobby project to push limit of what I can do on-device with Apple Silicon. It's voice-first ride-or-die AI that runs Llama 3.2 4B (using MLX) and Kokoro TTS entirely locally on the iPhone.
What's in the box:
LLM: Llama 3.2 4B (4-bit quantized) running on metal via MLX Swift.
TTS: Kokoro, also ru... | 2025-12-22T21:33:48 | paapappalupaa | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1ptbn9a | false | null | t3_1ptbn9a | /r/LocalLLaMA/comments/1ptbn9a/apple_appstore_rejected_my_local_llm_app_as_spam/ | false | false | 0 | {'enabled': True, 'images': [{'id': 'eL6KyqPNc9K-NYFg9872Yd-OIhQLj7gMTqfH630P1ms', 'resolutions': [{'height': 216, 'url': 'https://preview.redd.it/ne0dgg71mt8g1.png?width=108&crop=smart&auto=webp&s=d49c9902d8c8c3c6e0c412eb887e7d5f5703edf5', 'width': 108}, {'height': 432, 'url': 'https://preview.redd.it/ne0dgg71mt8g1.pn... | ||
GLM-4.7 GGUF is here! | 180 | Still in the process of quantizing, it's a big model :) | 2025-12-22T21:12:09 | https://huggingface.co/AaryanK/GLM-4.7-GGUF | KvAk_AKPlaysYT | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1ptb4jj | false | null | t3_1ptb4jj | /r/LocalLLaMA/comments/1ptb4jj/glm47_gguf_is_here/ | false | false | default | 180 | {'enabled': False, 'images': [{'id': 'TGrfpTKzENR2d9AEv3GwEXRPg1BfQXmQleE_vDAQ5qs', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/TGrfpTKzENR2d9AEv3GwEXRPg1BfQXmQleE_vDAQ5qs.png?width=108&crop=smart&auto=webp&s=791d8a730b5a1f6410059cc6e3ee638abdea52b1', 'width': 108}, {'height': 116, 'url': 'h... |
GLM 4.7 is here and benchmarks say its better than Claude Opus 4.5!! | 6 | 2025-12-22T20:51:43 | https://github.com/roman-ryzenadvanced/Custom-Engineered-Agents-and-Tools-for-Vibe-Coders?tab=readme-ov-file#-ai-digest-glm-47-vs-claude-45-opus--sonnet | Kitchen_Sympathy_344 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1ptamk6 | false | null | t3_1ptamk6 | /r/LocalLLaMA/comments/1ptamk6/glm_47_is_here_and_benchmarks_say_its_better_than/ | false | false | default | 6 | null | |
2x DGX Spark vs RTX Pro 6000 Blackwell for local prototyping - can't decide | 6 | Hey everyone,
I've been going back and forth on this for a while and honestly still can't make up my mind. I have around $8K to spend on upgrading my local LLM setup. Currently running an RTX 5090 with 128GB DDR4 and Ryzen 9 5950x, planning to sell the 5090 and go with either 2x DGX Spark or a single RTX Pro 6000 Blac... | 2025-12-22T20:49:51 | https://www.reddit.com/r/LocalLLaMA/comments/1ptakw0/2x_dgx_spark_vs_rtx_pro_6000_blackwell_for_local/ | Sensitive_Sweet_1850 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1ptakw0 | false | null | t3_1ptakw0 | /r/LocalLLaMA/comments/1ptakw0/2x_dgx_spark_vs_rtx_pro_6000_blackwell_for_local/ | false | false | self | 6 | null |
Update: Yesterday it was 2D. Today, my Local Agent (Qwen 30B) figured out 3D Raycasting. Built from scratch in Python with no 3D engines. | 26 | Following my previous post where the agent built a 2D tile engine, I pushed it to the next level: **3D Raycasting.**
**The Challenge:**
* Create a Wolfenstein 3D style engine in pure Python (`pygame`).
* No 3D libraries allowed, just raw math (Trigonometry).
* Must handle wall collisions and perspective correction.
... | 2025-12-22T20:17:36 | https://v.redd.it/0qulfgpict8g1 | Alone-Competition863 | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt9s2j | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/0qulfgpict8g1/DASHPlaylist.mpd?a=1769026671%2CMWM2ZTZiMzBiMjhlNDNkMzQ1ZTg3MjZjODM1N2Y3ODgxMzFjNzhkMTQ4YzFlNzI3ZmUzN2QxMzA3YTMwNjczMw%3D%3D&v=1&f=sd', 'duration': 62, 'fallback_url': 'https://v.redd.it/0qulfgpict8g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pt9s2j | /r/LocalLLaMA/comments/1pt9s2j/update_yesterday_it_was_2d_today_my_local_agent/ | false | false | 26 | {'enabled': False, 'images': [{'id': 'NG1mNTAwc2ljdDhnMVpKx18zu2Al60haJHCIipoecy1_uH38KnrawZp01IuI', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/NG1mNTAwc2ljdDhnMVpKx18zu2Al60haJHCIipoecy1_uH38KnrawZp01IuI.png?width=108&crop=smart&format=pjpg&auto=webp&s=a612df392b7e34c07eeb630b8ad3b88bd2d8d... | |
Tool for scraping high-quality YouTube datasets for fine-tuning (without IP bans) | 7 | I’ve noticed a lot of people struggling to build clean datasets from YouTube for fine-tuning Llama/Mistral models. The audio-to-text pipeline (Whisper) is great but slow/costly for massive scale.
I built a tool that scrapes the *manual* (human-written) captions from YouTube videos at scale, handling the IP rotation so... | 2025-12-22T20:12:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pt9njz/tool_for_scraping_highquality_youtube_datasets/ | nikhonit | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt9njz | false | null | t3_1pt9njz | /r/LocalLLaMA/comments/1pt9njz/tool_for_scraping_highquality_youtube_datasets/ | false | false | self | 7 | {'enabled': False, 'images': [{'id': 'PTSoMHAiWPVFucp7zLG6SWWoQFn--lKc_BVWmqoaFPU', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/PTSoMHAiWPVFucp7zLG6SWWoQFn--lKc_BVWmqoaFPU.png?width=108&crop=smart&auto=webp&s=ad6280da2a1430f3b1079fef01ec2378a37c1715', 'width': 108}, {'height': 216, 'url': '... |
How is it possible for RTX Pro Blackwell 6000 Max-Q to be so much worse than the Workstation edition for inference? | 0 | I'm looking into buying a workstation and am deciding between Blackwell 6000 Workstation vs the Max-Q version. I'm going to start with just one GPU but was thinking hey, if Max-Q's power limit drops performance by 10-15% (which most graphics benchmarks show), but it future-proofs me by allowing me to add a second card ... | 2025-12-22T20:00:54 | https://www.reddit.com/r/LocalLLaMA/comments/1pt9czu/how_is_it_possible_for_rtx_pro_blackwell_6000/ | walden42 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt9czu | false | null | t3_1pt9czu | /r/LocalLLaMA/comments/1pt9czu/how_is_it_possible_for_rtx_pro_blackwell_6000/ | false | false | self | 0 | {'enabled': False, 'images': [{'id': 't6HUrIi4co6zJgBpDiYLKGLDUiWlCFluXJCeR1bMIGo', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/t6HUrIi4co6zJgBpDiYLKGLDUiWlCFluXJCeR1bMIGo.png?width=108&crop=smart&auto=webp&s=05c77c2703d1e4ad54de5bad31959cf6926cb410', 'width': 108}, {'height': 216, 'url': '... |
Dictation with smartwatch | 2 | Hey guys basicly i would like to use the microphone of a smart watch in connection with my phone (local LLaMA) to create appointments and also summarys of meetings and so on. something like Plaude Note
Did someone already tried that out? | 2025-12-22T19:42:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pt8wgx/dictation_with_smartwatch/ | muj34 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt8wgx | false | null | t3_1pt8wgx | /r/LocalLLaMA/comments/1pt8wgx/dictation_with_smartwatch/ | false | false | self | 2 | null |
need feedback on my chat app prototype | 2 | Hey guys!
Over the past year I've kept coming back to this one project - redesigning it as new ideas (and new models) drop, basically using it as my personal benchmark for gauging real-world usefulness of the latest models.
Now, I've spent nearly a decade as a backend/systems engineer without ever really touching UI ... | 2025-12-22T19:32:46 | https://v.redd.it/f6tzt5884t8g1 | LyPreto | /r/LocalLLaMA/comments/1pt8o0g/need_feedback_on_my_chat_app_prototype/ | 1970-01-01T00:00:00 | 0 | {} | 1pt8o0g | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/f6tzt5884t8g1/DASHPlaylist.mpd?a=1769153572%2CYTE4YzVkODhiOGVhMGFjYjJkMzdhM2I1MWJlMTE5OTRjNTZjMTg4MGNhYzRjNzE5ZTYyYTI4ZTBjNjRiM2I5ZQ%3D%3D&v=1&f=sd', 'duration': 147, 'fallback_url': 'https://v.redd.it/f6tzt5884t8g1/CMAF_1080.mp4?source=fallback', '... | t3_1pt8o0g | /r/LocalLLaMA/comments/1pt8o0g/need_feedback_on_my_chat_app_prototype/ | false | false | 2 | {'enabled': False, 'images': [{'id': 'Z3F4OXU2YTA1dDhnMUzMPrYPtYgXDCekNcRlJyjqLrPvrePJX0MXUvNW6CCq', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/Z3F4OXU2YTA1dDhnMUzMPrYPtYgXDCekNcRlJyjqLrPvrePJX0MXUvNW6CCq.png?width=108&crop=smart&format=pjpg&auto=webp&s=4c0d09910cb12c9ce07642750dfebd5ee68f1... | |
I built a benchmark to test which LLMs would kill you in the apocalypse. The answer: all of them, just in different ways. | 78 | Grid's dead. Internet's gone. But you've got a solar-charged laptop and some open-weight models you downloaded before everything went dark. Three weeks in, you find a pressure canner and ask your local LLM how to safely can food for winter.
If you're running LLaMA 3.1 8B, you just got advice that would give you botuli... | 2025-12-22T19:26:06 | https://www.reddit.com/r/LocalLLaMA/comments/1pt8hpn/i_built_a_benchmark_to_test_which_llms_would_kill/ | tmanchester | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt8hpn | false | null | t3_1pt8hpn | /r/LocalLLaMA/comments/1pt8hpn/i_built_a_benchmark_to_test_which_llms_would_kill/ | false | false | self | 78 | null |
I built a Python library to reduce log files to their most anomalous parts for context management | 2 | I've been working on analyzing failures in Kubernetes using AI for a while and have continued to hit the same problem: log files are noisy and long. Often a single log file would fill up my context window, and I had to resort to either pattern matching for errors or just truncating the logs. Both of these solutions res... | 2025-12-22T19:24:21 | https://www.reddit.com/r/LocalLLaMA/comments/1pt8g2k/i_built_a_python_library_to_reduce_log_files_to/ | caevans-rh | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt8g2k | false | null | t3_1pt8g2k | /r/LocalLLaMA/comments/1pt8g2k/i_built_a_python_library_to_reduce_log_files_to/ | false | false | self | 2 | {'enabled': False, 'images': [{'id': '4dvD23Z70H9d9FSnS1tOrZQHqhBWK3e0q3ias-CVYOc', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/4dvD23Z70H9d9FSnS1tOrZQHqhBWK3e0q3ias-CVYOc.png?width=108&crop=smart&auto=webp&s=9052dab1c225b9d10d0c999db77a1919e7c999a3', 'width': 108}, {'height': 108, 'url': 'h... |
I built a "Potato PC" Log Analysis Agent using Gemma 3 1B and a Dual-Vector RAG Architecture | 1 | [removed] | 2025-12-22T19:22:50 | Wise_Zookeepergame_9 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt8enl | false | null | t3_1pt8enl | /r/LocalLLaMA/comments/1pt8enl/i_built_a_potato_pc_log_analysis_agent_using/ | false | false | default | 1 | {'enabled': True, 'images': [{'id': 'xdbrtglv2t8g1', 'resolutions': [{'height': 41, 'url': 'https://preview.redd.it/xdbrtglv2t8g1.png?width=108&crop=smart&auto=webp&s=613c723052976a3829c9e9682b795bc4a493dcb3', 'width': 108}, {'height': 82, 'url': 'https://preview.redd.it/xdbrtglv2t8g1.png?width=216&crop=smart&auto=webp... | |
[Project] ContinuumPort - Open protocol for portable AI context across models (no vendor lock-in, privacy-first) | 1 | [removed] | 2025-12-22T19:20:41 | https://www.reddit.com/r/LocalLLaMA/comments/1pt8co8/project_continuumport_open_protocol_for_portable/ | continuumport | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt8co8 | false | null | t3_1pt8co8 | /r/LocalLLaMA/comments/1pt8co8/project_continuumport_open_protocol_for_portable/ | false | false | self | 1 | null |
[Project Showcase] I built an event-driven agent swarm that autonomously optimizes its own workflow (and decided to skip steps). | 0 | I've been working on an open-source framework (Soorma) to move away from hardcoded DAGs (`Research -> Draft -> Validate`) and towards "Autonomous Choreography."
The idea is to stop scripting the control loop. Instead, agents register their capabilities (inputs/outputs/schema) to a local Registry. A "Planner" agent que... | 2025-12-22T19:20:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pt8cfp/project_showcase_i_built_an_eventdriven_agent/ | gnulib | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt8cfp | false | null | t3_1pt8cfp | /r/LocalLLaMA/comments/1pt8cfp/project_showcase_i_built_an_eventdriven_agent/ | false | false | 0 | null | |
NVFP4 for Context - an exploration | 8 | I recently went down a rabbit hole. Some of you probably already know this already - but I thought I'd share the results of my investigations. The results impact decisions around purchasing consumer (RTX) Blackwell chips and their realistic utility with 20-30b parameter models.
A little background - I've recently been... | 2025-12-22T18:34:39 | https://www.reddit.com/r/LocalLLaMA/comments/1pt75q2/nvfp4_for_context_an_exploration/ | Nice_Cellist_7595 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt75q2 | false | null | t3_1pt75q2 | /r/LocalLLaMA/comments/1pt75q2/nvfp4_for_context_an_exploration/ | false | false | self | 8 | null |
GLM 4.7 is Generally Available - 10% Stackable Discount on Top of 20% New Year Deals + 50% Discount - Max Plan | 3 | **GLM 4.7 is out - you know what that means**
**Extended Special Offer: Maximize Your AI Experience with Exclusive Savings**
**Pricing with Referral Discount:**
- **First Month:** Only $2.70
- **Annual Plan:** $22.68 total (billed annually)
- **Max Plan (60x Claude Pro limits):** $226/year
**Your Total Savings Brea... | 2025-12-22T18:21:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pt6swp/glm_47_is_generally_available_10_stackable/ | Minute-Act-4943 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt6swp | false | null | t3_1pt6swp | /r/LocalLLaMA/comments/1pt6swp/glm_47_is_generally_available_10_stackable/ | false | false | self | 3 | null |
What's the best lightweight TTS models for chinese language? | 1 | Looking for lightweight Chinese TTS models that can run *locally* on a laptop with an RTX 3050.
Need it for per-word pronunciation (for a Chinese dictionary).
Any recommendations for models that are **fast, low VRAM, and good quality**?
I have did some research, it may be Kokoro-82M or XTTS-v2 is the best for my c... | 2025-12-22T18:18:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pt6qi3/whats_the_best_lightweight_tts_models_for_chinese/ | dinotrash_ | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt6qi3 | false | null | t3_1pt6qi3 | /r/LocalLLaMA/comments/1pt6qi3/whats_the_best_lightweight_tts_models_for_chinese/ | false | false | self | 1 | null |
GLM 4.7 very impressive scores on codearena. | 23 | [https://huggingface.co/zai-org/GLM-4.7](https://huggingface.co/zai-org/GLM-4.7) | 2025-12-22T18:16:20 | Different_Fix_2217 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt6oix | false | null | t3_1pt6oix | /r/LocalLLaMA/comments/1pt6oix/glm_47_very_impressive_scores_on_codearena/ | false | false | default | 23 | {'enabled': True, 'images': [{'id': 'gwvtbuodrs8g1', 'resolutions': [{'height': 75, 'url': 'https://preview.redd.it/gwvtbuodrs8g1.jpeg?width=108&crop=smart&auto=webp&s=85a3697497cbfd3a0155ce60c7155b79397d6d8a', 'width': 108}, {'height': 150, 'url': 'https://preview.redd.it/gwvtbuodrs8g1.jpeg?width=216&crop=smart&auto=w... | |
llama-agent: a llama.cpp fork for agentic use | 3 | 2025-12-22T18:12:30 | https://github.com/gary149/llama-agent | paf1138 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pt6kyk | false | null | t3_1pt6kyk | /r/LocalLLaMA/comments/1pt6kyk/llamaagent_a_llamacpp_fork_for_agentic_use/ | false | false | default | 3 | {'enabled': False, 'images': [{'id': '452_tCnRX6Jm1f5zfjoFCq5VlH4-6TMHW7SJm-M44Wg', 'resolutions': [{'height': 72, 'url': 'https://external-preview.redd.it/452_tCnRX6Jm1f5zfjoFCq5VlH4-6TMHW7SJm-M44Wg.png?width=108&crop=smart&auto=webp&s=da4d01e768955053d9957178b02c5b886f30154d', 'width': 108}, {'height': 144, 'url': 'h... | |
CUTIA - compress prompts without degrading eval scores | 50 | I wish someone motivated me like overoptimized prompts motivate LLMs.
But often prompt optimizers go too far - mixing genuinely useful instructions with a bunch of noise. Some time ago, after yet another round of manually pruning bloated prompts and running evals to verify the score didn't tank, I decided to build a p... | 2025-12-22T18:09:40 | Camvizioneer | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt6i9b | false | null | t3_1pt6i9b | /r/LocalLLaMA/comments/1pt6i9b/cutia_compress_prompts_without_degrading_eval/ | false | false | default | 50 | {'enabled': True, 'images': [{'id': 'brfkuaig0r8g1', 'resolutions': [{'height': 85, 'url': 'https://preview.redd.it/brfkuaig0r8g1.png?width=108&crop=smart&auto=webp&s=7d9dd72b8371460749f90ed6b0f23c60a07b4edc', 'width': 108}, {'height': 170, 'url': 'https://preview.redd.it/brfkuaig0r8g1.png?width=216&crop=smart&auto=web... | |
glm-4.7 vs minimax-m2.1 - a threejs test case | 41 | both model does a great job. but personally i prefer the flashing animation from minimax
* prompt
* Create a cosmic nebula background using Three.js with the following requirements: a deep black space background with twinkling white stars; 2–3 large semi-transparent purple/pink nebula clouds with a smoky texture; s... | 2025-12-22T18:07:14 | https://v.redd.it/lrzx8i8gps8g1 | uptonking | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt6fxh | false | {'reddit_video': {'bitrate_kbps': 5000, 'dash_url': 'https://v.redd.it/lrzx8i8gps8g1/DASHPlaylist.mpd?a=1769018850%2CY2ZmNDMzMDI1N2M2M2MwYTU1Njk5ZThhYTg2NjhmNzUwZTc0NDk3YzhkYTAyODhkN2E3ZjBjOGFlZTczMTU3Zg%3D%3D&v=1&f=sd', 'duration': 17, 'fallback_url': 'https://v.redd.it/lrzx8i8gps8g1/CMAF_1080.mp4?source=fallback', 'h... | t3_1pt6fxh | /r/LocalLLaMA/comments/1pt6fxh/glm47_vs_minimaxm21_a_threejs_test_case/ | false | false | 41 | {'enabled': False, 'images': [{'id': 'NjduMGp4OGdwczhnMZvB5pMgxDVxZSKDGQYSleZxPmCKPMH7HJYtS5u8gYA_', 'resolutions': [{'height': 59, 'url': 'https://external-preview.redd.it/NjduMGp4OGdwczhnMZvB5pMgxDVxZSKDGQYSleZxPmCKPMH7HJYtS5u8gYA_.png?width=108&crop=smart&format=pjpg&auto=webp&s=5d81c7ad9339f785df35f6e222e6b6df4c4f4... | |
Hands-on review of labs-mistral-small-creative: roleplay and narrative control (video by Mistral Ambassador) | 8 | I wanted to share this video review from Fahd Mirza (Mistral Ambassador, 50k+ on YT, [https://www.youtube.com/@fahdmirza](https://www.youtube.com/@fahdmirza))about the new **labs-mistral-small-creative**:
This is a 24B experimental model with 32k context and a clear focus on creativity, immersion, and narrative flow, ... | 2025-12-22T18:03:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pt6bvk/handson_review_of_labsmistralsmallcreative/ | Nefhis | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt6bvk | false | null | t3_1pt6bvk | /r/LocalLLaMA/comments/1pt6bvk/handson_review_of_labsmistralsmallcreative/ | false | false | self | 8 | {'enabled': False, 'images': [{'id': 'GM4W4_y4VZ1e3Q1Nol4HLzOYSPuJwMuYsyl1E0KOowQ', 'resolutions': [{'height': 108, 'url': 'https://external-preview.redd.it/GM4W4_y4VZ1e3Q1Nol4HLzOYSPuJwMuYsyl1E0KOowQ.jpeg?width=108&crop=smart&auto=webp&s=a6a14ec2f6ce3664321dffe658f48f405ffba2db', 'width': 108}, {'height': 216, 'url': ... |
I wanted to build a deterministic system to make AI safe, verifiable, auditable so I did. | 0 | The idea is simple: **LLMs guess. Businesses want proves.**
Instead of trusting AI confidence scores, I tried building a system that verifies outputs using SymPy (math), Z3 (logic), and AST (code).
If you believe in determinism and think that it is the necessity and want to contribute, you are welcome to contribute, ... | 2025-12-22T17:58:54 | https://github.com/QWED-AI/qwed-verification | Moist_Landscape289 | github.com | 1970-01-01T00:00:00 | 0 | {} | 1pt67oh | false | null | t3_1pt67oh | /r/LocalLLaMA/comments/1pt67oh/i_wanted_to_build_a_deterministic_system_to_make/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'Y-gPKMSYjXfk-ls3CjpUlhIq_WkL8sdK9XYMaf0wlGw', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/Y-gPKMSYjXfk-ls3CjpUlhIq_WkL8sdK9XYMaf0wlGw.png?width=108&crop=smart&auto=webp&s=1a807933db5dfd2eb68a2d32ff4153c84843044a', 'width': 108}, {'height': 108, 'url': 'h... |
First Workstation Build (~$2.2k) for Coding/Docker/AI – Ryzen 9900X + RTX 5070 Ti | 2 | Hi everyone,
I’m putting together my first custom PC. I’m a software dev looking for a workstation that can handle heavy multitasking and serve as a solid entry point into local AI/ML.
**The Use Case:**
* **Work:** Coding on a triple-monitor setup. Running multiple Docker containers, IDEs, and VMs simultaneously.
* ... | 2025-12-22T17:51:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pt614c/first_workstation_build_22k_for_codingdockerai/ | Senor_Patata | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt614c | false | null | t3_1pt614c | /r/LocalLLaMA/comments/1pt614c/first_workstation_build_22k_for_codingdockerai/ | false | false | self | 2 | null |
Can somebody help me with my architectural? | 1 | [removed] | 2025-12-22T17:50:16 | https://www.reddit.com/gallery/1pt5zvy | QualityEvery6965 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pt5zvy | false | null | t3_1pt5zvy | /r/LocalLLaMA/comments/1pt5zvy/can_somebody_help_me_with_my_architectural/ | false | false | 1 | null | |
Built an open source YOLO + VLM training pipeline - no extra annotation for VLM | 2 | The problem I kept hitting:
\- YOLO alone: fast but not accurate enough for production
\- VLM alone: smart but way too slow for real-time
So I built a pipeline that trains both to work together.
The key part: VLM training data is auto-generated from your
existing YOLO labels. No extra annotation needed.
How it wo... | 2025-12-22T17:38:27 | https://www.reddit.com/r/LocalLLaMA/comments/1pt5oti/built_an_open_source_yolo_vlm_training_pipeline/ | RipSpiritual3778 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt5oti | false | null | t3_1pt5oti | /r/LocalLLaMA/comments/1pt5oti/built_an_open_source_yolo_vlm_training_pipeline/ | false | false | self | 2 | null |
GLM 4.7 released! | 300 | GLM-4.7 is here!
GLM-4.7 surpasses GLM-4.6 with substantial improvements in coding, complex reasoning, and tool usage, setting new open-source SOTA standards. It also boosts performance in chat, creative writing, and role-play scenarios.
Weights: http://huggingface.co/zai-org/GLM-4.7
Tech Blog: http://z.ai/blog/glm-... | 2025-12-22T17:32:39 | https://www.reddit.com/gallery/1pt5jfn | ResearchCrafty1804 | reddit.com | 1970-01-01T00:00:00 | 0 | {} | 1pt5jfn | false | null | t3_1pt5jfn | /r/LocalLLaMA/comments/1pt5jfn/glm_47_released/ | false | false | 300 | null | |
GLM 4.7 is out on HF! | 582 | 2025-12-22T17:30:33 | https://huggingface.co/zai-org/GLM-4.7 | KvAk_AKPlaysYT | huggingface.co | 1970-01-01T00:00:00 | 0 | {} | 1pt5heq | false | null | t3_1pt5heq | /r/LocalLLaMA/comments/1pt5heq/glm_47_is_out_on_hf/ | false | false | default | 582 | {'enabled': False, 'images': [{'id': 'gR0grxFGZc9MSnGGFWbK39DsDkjKEI-u2jMcygDp6Nc', 'resolutions': [{'height': 58, 'url': 'https://external-preview.redd.it/gR0grxFGZc9MSnGGFWbK39DsDkjKEI-u2jMcygDp6Nc.png?width=108&crop=smart&auto=webp&s=a655918ceb922a83a1309052fa76745e2534b4be', 'width': 108}, {'height': 116, 'url': 'h... | |
How does the RX580 perform for newer models + software? | 2 | I’ve just come across a cheap ($100 USD) 16GB RX580 that I’m thinking of adding to my media + miscellaneous server for some minimal T2T or S2S inference. However, all the reviews I’ve found are from 1-2 years ago, when I assume software was much less optimised for AMD, and before many recent innovations (e.g. MoE becom... | 2025-12-22T17:26:25 | https://www.reddit.com/r/LocalLLaMA/comments/1pt5djo/how_does_the_rx580_perform_for_newer_models/ | met_MY_verse | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt5djo | false | null | t3_1pt5djo | /r/LocalLLaMA/comments/1pt5djo/how_does_the_rx580_perform_for_newer_models/ | false | false | self | 2 | null |
Models for CLI focused on Mycropython? | 2 | Hi all, I’m *super* new to the self-hosted / agentic coding assistant world, and I’m looking for advice (even if the answer is “don’t bother, you need more VRAM”).
# What I’ve tried
I’ve been playing with:
* Gemini CLI
* Goose (self-hosted agent setup)
* Qwen3-Coder 480B (A35B / MoE) via the OpenRouter API in Goose... | 2025-12-22T17:13:33 | https://www.reddit.com/r/LocalLLaMA/comments/1pt51pl/models_for_cli_focused_on_mycropython/ | SKX007J1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt51pl | false | null | t3_1pt51pl | /r/LocalLLaMA/comments/1pt51pl/models_for_cli_focused_on_mycropython/ | false | false | self | 2 | null |
AMA Announcement: Z.ai, The Opensource Lab Behind GLM-4.7 (Tuesday, 8AM-11AM PST) | 160 | 2025-12-22T17:12:21 | XMasterrrr | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt50mt | false | null | t3_1pt50mt | /r/LocalLLaMA/comments/1pt50mt/ama_announcement_zai_the_opensource_lab_behind/ | false | true | default | 160 | {'enabled': True, 'images': [{'id': 'r06ch4zyfs8g1', 'resolutions': [{'height': 108, 'url': 'https://preview.redd.it/r06ch4zyfs8g1.jpeg?width=108&crop=smart&auto=webp&s=7a029341d598cafde52571be6c82f5494795982b', 'width': 108}, {'height': 216, 'url': 'https://preview.redd.it/r06ch4zyfs8g1.jpeg?width=216&crop=smart&auto=... | ||
One-Click Subject Masking with SAM 3 for Targeted Edits in Images (Demo) | 4 | Since SAM 3 dropped, I’ve been exploring some use cases for it. I spent last weekend integrating it into a custom tool I’m building. Basically you can click once to select/segment a subject, then pass that mask into an image-editing model so you can do targeted edits without affecting the rest of the image.
Here’s a d... | 2025-12-22T17:07:14 | https://www.reddit.com/r/LocalLLaMA/comments/1pt4vsh/oneclick_subject_masking_with_sam_3_for_targeted/ | Worth_Menu_4542 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt4vsh | false | null | t3_1pt4vsh | /r/LocalLLaMA/comments/1pt4vsh/oneclick_subject_masking_with_sam_3_for_targeted/ | false | false | self | 4 | null |
December 2025 Text To Speech Models | 11 | Which open source local text to speech models are good as of late 2025?
What is the SOTA in this area?
Both fast “realtime” ones and slower higher quality ones | 2025-12-22T16:36:34 | https://www.reddit.com/r/LocalLLaMA/comments/1pt430m/december_2025_text_to_speech_models/ | SlowFail2433 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt430m | false | null | t3_1pt430m | /r/LocalLLaMA/comments/1pt430m/december_2025_text_to_speech_models/ | false | false | self | 11 | null |
Local Gemma3 27b, need test prompts | 3 | I recently aquire a second gou, now I have a 4060ti and a 5060ti, with a total of 32gb of vram.
Now I can run the Gemma 3 27b at Q6 gguf, but
How can I test it to see a real diference betwin this model and the old 12b that I used previously?
I normally just chat and RP,
I tested the vision model, good but not a... | 2025-12-22T16:36:15 | https://www.reddit.com/r/LocalLLaMA/comments/1pt42qs/local_gemma3_27b_need_test_prompts/ | staltux | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt42qs | false | null | t3_1pt42qs | /r/LocalLLaMA/comments/1pt42qs/local_gemma3_27b_need_test_prompts/ | false | false | self | 3 | null |
Minimax M2.1 is out! | 90 | [https:\/\/agent.minimax.io\/](https://preview.redd.it/uncrsome9s8g1.png?width=1687&format=png&auto=webp&s=abbc7ab3db68075fe7eb6827bf0122e5dcfce9b4)
[https://agent.minimax.io/](https://agent.minimax.io/) | 2025-12-22T16:35:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pt4248/minimax_m21_is_out/ | LegacyRemaster | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt4248 | false | null | t3_1pt4248 | /r/LocalLLaMA/comments/1pt4248/minimax_m21_is_out/ | false | false | 90 | null | |
GLM-4.7 (official blog post) | 52 | [https://z.ai/blog/glm-4.7](https://z.ai/blog/glm-4.7) | 2025-12-22T16:32:19 | https://www.reddit.com/r/LocalLLaMA/comments/1pt3z4h/glm47_official_blog_post/ | Leather-Term-30 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt3z4h | false | null | t3_1pt3z4h | /r/LocalLLaMA/comments/1pt3z4h/glm47_official_blog_post/ | false | false | self | 52 | null |
Should I buy an MI50/MI60 or something else? | 5 | Hey everyone, I’m looking to buy a GPU with a large amount of VRAM for one of my servers. I was originally planning to get an MI60, but on Alibaba I mostly see MI50s with 32 GB of VRAM.
Is there a significant difference between an MI60 and an MI50 32 GB in practice?
What’s your opinion on these GPUs? | 2025-12-22T16:30:53 | https://www.reddit.com/r/LocalLLaMA/comments/1pt3xvk/should_i_buy_an_mi50mi60_or_something_else/ | Nuke2579 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt3xvk | false | null | t3_1pt3xvk | /r/LocalLLaMA/comments/1pt3xvk/should_i_buy_an_mi50mi60_or_something_else/ | false | false | self | 5 | null |
I made Soprano-80M: Stream ultra-realistic TTS in <15ms, up to 2000x realtime, and <1 GB VRAM, released under Apache 2.0! | 585 | Hi! I’m Eugene, and I’ve been working on **Soprano**: a new state-of-the-art TTS model I designed for voice chatbots. Voice applications require very low latency and natural speech generation to sound convincing, and I created Soprano to deliver on both of these goals.
Soprano is the world’s fastest TTS by an enormous... | 2025-12-22T16:24:36 | https://v.redd.it/htwi2n2x5s8g1 | eugenekwek | v.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt3sco | false | {'reddit_video': {'bitrate_kbps': 2400, 'dash_url': 'https://v.redd.it/htwi2n2x5s8g1/DASHPlaylist.mpd?a=1769012693%2CMjVkZThkMmFiYmFjOWQ5MGZlMTQ2MWY0ZWE2MTM0ZmZlNjE1NzUyNTYxM2UxZWU2Y2EzNGY1YjZlNDk1ZjNiMQ%3D%3D&v=1&f=sd', 'duration': 44, 'fallback_url': 'https://v.redd.it/htwi2n2x5s8g1/CMAF_720.mp4?source=fallback', 'ha... | t3_1pt3sco | /r/LocalLLaMA/comments/1pt3sco/i_made_soprano80m_stream_ultrarealistic_tts_in/ | false | false | 585 | {'enabled': False, 'images': [{'id': 'NzJvcm5nM3g1czhnMTuHKMiW0LLPLmT-UAsj3QPgelU3LLUn7ZzaJN_zFkuW', 'resolutions': [{'height': 60, 'url': 'https://external-preview.redd.it/NzJvcm5nM3g1czhnMTuHKMiW0LLPLmT-UAsj3QPgelU3LLUn7ZzaJN_zFkuW.png?width=108&crop=smart&format=pjpg&auto=webp&s=48ab7e2aee0b45724d295dd23c41267ca4147... | |
confused between Mac Air M4 vs GPU laptop for Learning AI/ML ? | 0 | I work as a penetration tester, but honestly most days Im just gaming at home because work is pretty slow I can't even do freelance stuff properly because web projects feel boring, and the kind of things I do at work would be very unethical if done outside of it.seeing everyone talk about ML, AI, LLMS, neural networks,... | 2025-12-22T16:24:04 | https://www.reddit.com/r/LocalLLaMA/comments/1pt3rus/confused_between_mac_air_m4_vs_gpu_laptop_for/ | Jumpy_Benefit9423 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt3rus | false | null | t3_1pt3rus | /r/LocalLLaMA/comments/1pt3rus/confused_between_mac_air_m4_vs_gpu_laptop_for/ | false | false | self | 0 | null |
Best settings for Rocm on Windows ? AMD 7900 XT 32 GO RAM | 3 | Currently using lemonade llama cpp with rocm integrated (https://github.com/lemonade-sdk/llamacpp-rocm?tab=readme-ov-file)
Tends to be the best option i've tried yet (better than koboldcpp, rocm fork too instable). Is there better options for my 7900 XT ? Still not impressive but I manage to run 27b models with Q6... | 2025-12-22T15:55:32 | https://www.reddit.com/r/LocalLLaMA/comments/1pt31jb/best_settings_for_rocm_on_windows_amd_7900_xt_32/ | Far_West_8649 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt31jb | false | null | t3_1pt31jb | /r/LocalLLaMA/comments/1pt31jb/best_settings_for_rocm_on_windows_amd_7900_xt_32/ | false | false | self | 3 | null |
Best model for these specs with LMStudio ? | 1 | Hello. I'm looking for a multilingual model to help me learn, brainstorm, do some web searching, etc.
My specs are the following :
Intel i7-8850H (6 x 2.6 GHz) 8. Generation
Nvidia Quadro P2000M 5GB
32GB RAM
256GB SSD
I heard Gemma 3n E4B is easy to run on this computer ? Any other advises ?
Thanks. | 2025-12-22T15:46:30 | https://www.reddit.com/r/LocalLLaMA/comments/1pt2tbg/best_model_for_these_specs_with_lmstudio/ | Timely-Cabinet-7879 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt2tbg | false | null | t3_1pt2tbg | /r/LocalLLaMA/comments/1pt2tbg/best_model_for_these_specs_with_lmstudio/ | false | false | self | 1 | null |
Why local multimodal performance is finally catching up to cloud giants | 0 | The recent benchmarks for Jan-v2-VL-Max and the anticipation around GLM 4.7 highlight an important trend for the local LLM community: the narrowing gap in multimodal capabilities.
For a long time, if you needed high-quality image reasoning or complex UI/UX analysis, you were essentially forced into the cloud ecosystem... | 2025-12-22T15:46:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pt2sw2/why_local_multimodal_performance_is_finally/ | HarrisonAIx | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt2sw2 | false | null | t3_1pt2sw2 | /r/LocalLLaMA/comments/1pt2sw2/why_local_multimodal_performance_is_finally/ | false | false | self | 0 | null |
GLM-4.7 IS HERE ! | 16 | 2025-12-22T15:35:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pt2jkq/glm47_is_here/ | omar07ibrahim1 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt2jkq | false | null | t3_1pt2jkq | /r/LocalLLaMA/comments/1pt2jkq/glm47_is_here/ | false | false | 16 | null | ||
Cheaper alternatives to runpod | 3 | I think the title say it all, i want to deploy a huggingface model and I want to know if there are any cheaper alternatives to runpod???
Thanks in advance. | 2025-12-22T15:27:49 | https://www.reddit.com/r/LocalLLaMA/comments/1pt2cmb/cheaper_alternatives_to_runpod/ | New-Worry6487 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt2cmb | false | null | t3_1pt2cmb | /r/LocalLLaMA/comments/1pt2cmb/cheaper_alternatives_to_runpod/ | false | false | self | 3 | null |
Frustrated with automating old desktop apps without APIs—anyone else? | 1 | [removed] | 2025-12-22T15:26:29 | https://www.reddit.com/r/LocalLLaMA/comments/1pt2be7/frustrated_with_automating_old_desktop_apps/ | Narrow-Damage293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt2be7 | false | null | t3_1pt2be7 | /r/LocalLLaMA/comments/1pt2be7/frustrated_with_automating_old_desktop_apps/ | false | false | self | 1 | null |
GLM-4.7 Scores 42% on Humanities Last Exam?! | 166 | Noticed in docs. Seems like this isn't a small release at all, time will tell.
https://preview.redd.it/0ft6vl98wr8g1.png?width=865&format=png&auto=webp&s=075a4c5313a4fced4590edaa175c75e9e81a53f2
[https://docs.z.ai/guides/llm/glm-4.7](https://docs.z.ai/guides/llm/glm-4.7) | 2025-12-22T15:22:13 | https://www.reddit.com/r/LocalLLaMA/comments/1pt27mo/glm47_scores_42_on_humanities_last_exam/ | domlincog | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt27mo | false | null | t3_1pt27mo | /r/LocalLLaMA/comments/1pt27mo/glm47_scores_42_on_humanities_last_exam/ | false | false | 166 | null | |
Why is it that we have AGI-level models, but I still can't automate my legacy desktop apps? | 1 | [removed] | 2025-12-22T15:13:00 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1zcq/why_is_it_that_we_have_agilevel_models_but_i/ | Narrow-Damage293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1zcq | false | null | t3_1pt1zcq | /r/LocalLLaMA/comments/1pt1zcq/why_is_it_that_we_have_agilevel_models_but_i/ | false | false | self | 1 | null |
z.ai glm-4.7 is release | 10 | The new GLM-4.7 is release today at 8AM PST.
[](https://preview.redd.it/z-ai-glm-4-6-is-alive-now-v0-x1503sc159sf1.png?width=3390&format=png&auto=webp&s=6064e51a0265dd4092c9326a3210e6eea4638db5)
Full detail are available on [https://docs.z.ai/guides/llm/glm-4.7](https://docs.z.ai/guides/llm/glm-4.7)
You can use it o... | 2025-12-22T15:11:35 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1y3h/zai_glm47_is_release/ | cobra91310 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1y3h | false | null | t3_1pt1y3h | /r/LocalLLaMA/comments/1pt1y3h/zai_glm47_is_release/ | false | false | 10 | null | |
GLM 4.7 released on their website and API!! | 15 | [https://docs.z.ai/devpack/overview](https://docs.z.ai/devpack/overview)
https://preview.redd.it/rj72myt4ur8g1.png?width=1564&format=png&auto=webp&s=cfc40653ea035808638cca51ebceb8f12af2753e
| 2025-12-22T15:09:22 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1w5c/glm_47_released_on_their_website_and_api/ | External_Mood4719 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1w5c | false | null | t3_1pt1w5c | /r/LocalLLaMA/comments/1pt1w5c/glm_47_released_on_their_website_and_api/ | false | false | 15 | null | |
Why is it that we have AGI-level models, but I still can't automate my legacy desktop apps? | 1 | [removed] | 2025-12-22T15:08:28 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1vd1/why_is_it_that_we_have_agilevel_models_but_i/ | Narrow-Damage293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1vd1 | false | null | t3_1pt1vd1 | /r/LocalLLaMA/comments/1pt1vd1/why_is_it_that_we_have_agilevel_models_but_i/ | false | false | self | 1 | null |
Why is it that we have AGI-level models, but I still can't automate my legacy desktop apps? | 1 | [removed] | 2025-12-22T15:02:59 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1qfz/why_is_it_that_we_have_agilevel_models_but_i/ | Narrow-Damage293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1qfz | false | null | t3_1pt1qfz | /r/LocalLLaMA/comments/1pt1qfz/why_is_it_that_we_have_agilevel_models_but_i/ | false | false | self | 1 | null |
Why is it that we have AGI-level models, but I still can't automate my legacy desktop apps? | 1 | [removed] | 2025-12-22T14:57:56 | https://www.reddit.com/r/LocalLLaMA/comments/1pt1lqa/why_is_it_that_we_have_agilevel_models_but_i/ | Narrow-Damage293 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt1lqa | false | null | t3_1pt1lqa | /r/LocalLLaMA/comments/1pt1lqa/why_is_it_that_we_have_agilevel_models_but_i/ | false | false | self | 1 | null |
NVIDIA made a beginner's guide to fine-tuning LLMs with Unsloth! | 478 | Blog Link: [https://blogs.nvidia.com/blog/rtx-ai-garage-fine-tuning-unsloth-dgx-spark/](https://blogs.nvidia.com/blog/rtx-ai-garage-fine-tuning-unsloth-dgx-spark/)
You'll learn about:
- Training methods: LoRA, FFT, RL
- When to fine-tune and why + use-cases
- Amount of data and VRAM needed
- How to train locally on... | 2025-12-22T14:42:56 | Difficult-Cap-7527 | i.redd.it | 1970-01-01T00:00:00 | 0 | {} | 1pt18x4 | false | null | t3_1pt18x4 | /r/LocalLLaMA/comments/1pt18x4/nvidia_made_a_beginners_guide_to_finetuning_llms/ | false | false | default | 478 | {'enabled': True, 'images': [{'id': 'k20itq6cpr8g1', 'resolutions': [{'height': 119, 'url': 'https://preview.redd.it/k20itq6cpr8g1.jpeg?width=108&crop=smart&auto=webp&s=105bf735ee605a868f05ffb5a5afdc09450bf464', 'width': 108}, {'height': 238, 'url': 'https://preview.redd.it/k20itq6cpr8g1.jpeg?width=216&crop=smart&auto=... | |
Seems like GLM-4.7 is released? | 128 | Just started using it with droid today. Certainly faster than 4.6- we'll see if it's really any better. | 2025-12-22T14:42:26 | https://docs.z.ai/guides/llm/glm-4.7#introducing-glm-4-7 | gameguy56 | docs.z.ai | 1970-01-01T00:00:00 | 0 | {} | 1pt18gb | false | null | t3_1pt18gb | /r/LocalLLaMA/comments/1pt18gb/seems_like_glm47_is_released/ | false | false | default | 128 | null |
Requesting Guidance for Apple Macbook Pro M5 24GB | 1 | Hello all,
I am new to the topic of local LLM and this sub-reddit. I apologize up front for my ignorance. Please re-direct me if there is a sub-reddit more appropriate to my request.
I recently purchased an Apple Macbook Pro M5 with 24GB of Universal Memory to replace my 8 year old MBP. For the last year, I hav... | 2025-12-22T14:41:51 | https://www.reddit.com/r/LocalLLaMA/comments/1pt17yf/requesting_guidance_for_apple_macbook_pro_m5_24gb/ | LearnedByError | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt17yf | false | null | t3_1pt17yf | /r/LocalLLaMA/comments/1pt17yf/requesting_guidance_for_apple_macbook_pro_m5_24gb/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'D_miCwdsrosAaG9kJS-5eLf1ve3UoaQaxZD8h1qVCJU', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/D_miCwdsrosAaG9kJS-5eLf1ve3UoaQaxZD8h1qVCJU.jpeg?width=108&crop=smart&auto=webp&s=9080a76fad57123da0599baf91bff6ed4f02da65', 'width': 108}, {'height': 113, 'url': '... |
Do I need a UPS? | 0 | The Build:
Motherboard: ASRock WRX90 WS EVO
CPU: Ryzen Threadripper PRO 9985WX
GPU: RTX 6000 MAX-Q x 3
RAM: 768GB (8x96GB) - Vcolor DDR5 6400 TR596G64D452O
Storage:
1. Samsung MZ-V9P2T0B/AM 990 PRO 2TB NVMe Solid State Drive
2. WD_BLACK 8TB SN850X NVMe Gen4 PCIe M.2 2280 WDS800T2XHE
3. Kioxia 30.72TB SSD
PSU: Super Flo... | 2025-12-22T14:38:37 | https://www.reddit.com/r/LocalLLaMA/comments/1pt157i/do_i_need_a_ups/ | Direct_Bodybuilder63 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt157i | false | null | t3_1pt157i | /r/LocalLLaMA/comments/1pt157i/do_i_need_a_ups/ | false | false | self | 0 | null |
New in Artifex 0.4.1: 500Mb general-purpose Text Classification model. Looking for feedback! | 1 | For those of you who aren't familiar with it, Artifex ([https://github.com/tanaos/artifex](https://github.com/tanaos/artifex)) is a Python library for **using task-specific Small Language Models** (max size 500Mb, 0.1B params) and fine-tuning them **without training data** (synthetic training data is generated on-the-f... | 2025-12-22T14:29:20 | https://www.reddit.com/r/LocalLLaMA/comments/1pt0x92/new_in_artifex_041_500mb_generalpurpose_text/ | Ok_Hold_5385 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt0x92 | false | null | t3_1pt0x92 | /r/LocalLLaMA/comments/1pt0x92/new_in_artifex_041_500mb_generalpurpose_text/ | false | false | self | 1 | {'enabled': False, 'images': [{'id': 'F1B08VgWuDihKoht31UON_gWtujA2MY3oQADrQtZiBU', 'resolutions': [{'height': 54, 'url': 'https://external-preview.redd.it/F1B08VgWuDihKoht31UON_gWtujA2MY3oQADrQtZiBU.png?width=108&crop=smart&auto=webp&s=a73e18576e7ced3e4ad2dc8c63eea5eef7ad2e4d', 'width': 108}, {'height': 108, 'url': 'h... |
Tensor Parallel with some GPU but not all? | 1 | This might be a dumb question but, does TP only work with equal sized shards of tensors or could I assign 50% of a them to a 6000 pro and the rest to 4x3090 (until I’m able to get another 6000)? | 2025-12-22T14:27:03 | https://www.reddit.com/r/LocalLLaMA/comments/1pt0vbz/tensor_parallel_with_some_gpu_but_not_all/ | NaiRogers | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt0vbz | false | null | t3_1pt0vbz | /r/LocalLLaMA/comments/1pt0vbz/tensor_parallel_with_some_gpu_but_not_all/ | false | false | self | 1 | null |
Are we dismissing AI spend before the 6x lands? | 0 | 2025-12-22T14:21:19 | https://martinalderson.com/posts/are-we-dismissing-ai-spend-before-the-6x-lands/ | malderson | martinalderson.com | 1970-01-01T00:00:00 | 0 | {} | 1pt0qmy | false | null | t3_1pt0qmy | /r/LocalLLaMA/comments/1pt0qmy/are_we_dismissing_ai_spend_before_the_6x_lands/ | false | false | default | 0 | {'enabled': False, 'images': [{'id': 'FICwpoFGlQykQM4bUmRIzloON5bc7bsUCguST2Uz2Os', 'resolutions': [{'height': 56, 'url': 'https://external-preview.redd.it/FICwpoFGlQykQM4bUmRIzloON5bc7bsUCguST2Uz2Os.png?width=108&crop=smart&auto=webp&s=cb4ecdd808475b6330f3ec55b86debe17aa554a1', 'width': 108}, {'height': 113, 'url': 'h... | |
Personal pornx ai review | 0 | I recently stumbled on [this review ](https://heavengirlfriend.com/reviews/pornx-ai-review)after hearing some buzz about AI generated content, and I was curious to see what the hype was about. The platform lets you customize images and videos pretty extensively, which is wild its like creating your own personalized sce... | 2025-12-22T14:03:24 | https://www.reddit.com/r/LocalLLaMA/comments/1pt0c7o/personal_pornx_ai_review/ | Swimming_Truth_9186 | self.LocalLLaMA | 1970-01-01T00:00:00 | 0 | {} | 1pt0c7o | false | null | t3_1pt0c7o | /r/LocalLLaMA/comments/1pt0c7o/personal_pornx_ai_review/ | false | false | self | 0 | null |
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