Goodhart’s Law in Practice: Why Metrics Must Evolve Why KPIs in adaptive systems drift over time, and why AI makes understanding this temporal nature of KPIs urgent Read article Automation Is the Destination, Not the Starting Point How the co-pilot agentic design pattern can help with building resilient agentic solutions Read article Working Around Auto-Compaction in Claude Code Proactive compaction to solve claude code auto-compaction issues Read article Revisit KPIs for AI Using KPIs to articulate holistic AI value Read article Beyond Vibe Coding How we aligned AI agent usage in engineering workflows: from spec-driven development to bootstrapped building and background agents. Read article