Five Agents. No Swarm. No Consensus.
I just open-sourced Tochikoma Parallel System v4.5 — a multi-agent framework where disagreement isn’t a bug, it’s the entire architecture.
Master A + Workers B/C/D + Auditor E argue dialectically in a star topology with deliberate information asymmetry.
The result? Synthesis that actually surprises you.
[https://t.co/hXi7K9F08x]
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 what’s new with Gemma 4 12B: 👇