Jamie's Blog

The curious developer's ODYSSEY, Exploring the Universe of TECH, CODE & AI.

Scaling Agentic SDLC: Designing an Adaptive Auto Mode for Autonomous Coding

Borrowing lessons from Anthropic's code review architecture to scale the Dual-PR model into an adaptive 'auto' mode that balances safety with developer speed.

Posted by Jamie Zhang on Monday, November 2, 2026

The Self-Declaration Principle: Why Handoffs Only Works When Agents Know Their Own Edges

Self-declaration is not an optional enhancement to Handoffs — it's what makes Handoffs a coherent pattern. A conversation with Claude uncovered the design principle that every multi-agent framework tutorial quietly skips.

Posted by Jamie Zhang on Wednesday, July 8, 2026