The next step in multi-agent: cross-system collaboration to overcome model bias

CCD and Scion have nearly identical architectures, but Scion already runs mixed LLM systems. That’s not just a feature difference — different models carry different training biases, and mixing them is the only way to get real diversity of thought.

March 30, 2026 · 3 min

Talking to AI: From Prompts to Consciousness Implants

Peeling back the layers of ‘how do you talk to AI effectively’ — the answer goes way past prompt tricks, into system design and something that looks a lot like consciousness.

March 24, 2026 · 6 min

My AI agents burned tokens all night doing nothing

I left OpenFang running overnight. 170 LLM calls later, 80% of them were the agent saying ’nothing to do.’ Here’s the bug I found in the scheduling code.

March 20, 2026 · 3 min

OpenFang: Running a Full AI Agent OS on My Laptop

An open-source Agent OS written in Rust. 14 crates, 170K lines, 42 communication channels. I installed it, hooked up Telegram, and let Claude run in the background.

March 19, 2026 · 4 min