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I embedded an AI agent in my shell. It can now run interactive programs.
I want to share a fun side project of mine over the past month or so where I tried to build a shell …
11.67% ARC-AGI-2 Local Eval on a Single 4090: The TOPAS Recursive Architecture
I'm not sure too many people care about the ARC-AGI-2 competition anymore, but still...I thought som…
Gemma4 26B A4B NVFP4 GGUF
Hey everyone! I’ve just uploaded a GGUF version of nvidia/Gemma-4-26B-A4B-NVFP4. It is not currentl…
New Gemma 4 MTP on MLX?
In case you haven't heard, Google just released Multi Token Prediction drafters for Gemma 4, a specu…
What's the right way to feed PDF files to Gemma-4?
In my line of work, PDF documents tend to be combinations of text, math formulas, tables and images.…
DIY market declining amid high RAM prices
Asus shipped 15 million motherboards in 2025. Only expected to ship 10 million in 2026. CPU prices a…
AMD to release slottable GPU
Might be another option of us local LLM folks. I am very curious on the price. https://www.theregis…
WARNING: Open-OSS/privacy-filter MALWARE
There's this new "model" on Hugging Face titled Open-OSS/privacy-filter which is actually a customiz…
9700 pro users, undervolting nets crazy clocks
During my burn tests for my llm's, managed to snag 4ghz boost and 3.72ghz sustained (obviously not s…
Llama.cpp, opencode / pi / basically all agents, context compaction & cache validation: how do you manage it?
Ok so, I will try to explain myself as much as possible because onlinew I really cannot find much ab…
Qwen/WebWorld 32B/14B/8B (Qwen3 finetune)
WebWorld is a large-scale open-web world model series for training and evaluating web agents. It is …
Two related prompts, different results: Qwen 3.5 and Gemma 4 need different prompting than Qwen 3.6
With every new model release there's the "better than Opus 6.13" guys vs the "this is so bad, why di…