Jamie's Blog

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

Beyond the IDE: Running Autonomous Agentic SDLC in Isolated Containers

How I finalized the architecture for running autonomous coding agents in isolated non-root containers with '3+1' stage execution and autonomous PR review triage.

Posted by Jamie Zhang on Tuesday, November 3, 2026

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

From AI-First + SDD to Agentic SDLC: Building a Dual-PR Governance Engine for Autonomous Coding

Why pairing AI-first coding with Spec-Driven Development (SDD) breaks down when autonomous agents enter execution loops, and how I built a Git-anchored Dual-PR SDLC engine to govern delivery.

Posted by Jamie Zhang on Sunday, November 1, 2026