Meet Gemma 4 12B!
A unified, encoder-free multimodal model designed to bring high-performance intelligence directly to your laptop, and released under an Apache 2.0 license.
Bridging the gap between edge efficiency and advanced reasoning. Here is whatβs new with Gemma 4 12B: π
How to run AI agents safely in production? π
Sneakoscope Codex 'Trust Layer'
π Isolates QA, DB, and Research
π¦ Fast Rust-powered validation
π Automatic token leak protection
πͺ Strict gates & signed delivery
π https://t.co/KmU3YfLP2S
#AIAgents#LLMOps#RustLang
Built an open-source Codex harness that takes "done" away from the AI.
It must produce a receipt β claim, diff, match.
UI changes need image + bbox + before/after relation.
Lies get logged forever.
MIT.
https://t.co/TWgQoRMtsH
Built this for myself β hit 15,000 downloads in 3 days.
Optimizes prompts per language for cheap models in Cursor IDE & Codex CLI.
Check it out!
https://t.co/iG9hhPbSKj