Context Engineering > Prompt Engineering
Context engineering replaces prompt engineering. Learn to design the full context LLMs receive, with production patterns and real metrics.
Deep-dive posts on distributed systems, AI engineering, and leadership. Real production insights from 15+ years building at scale.
Context engineering replaces prompt engineering. Learn to design the full context LLMs receive, with production patterns and real metrics.
Tests pass, lint is clean, PR looks perfect. But AI agents introduce failure modes your pipeline wasn't built to catch. Here's what to add.
Multi-agent systems fail when agents do different tasks. They work when agents look at the same thing from different angles. Patterns from production.
Spec-driven AI development framework. Ship microservices without writing code manually. AST extraction + LLM synthesis patterns inside.
The should-EMs-code debate is a false binary. The builder-manager model survives AI flattening and earns team trust. Here's the third path.
AI agents excel at new code but fail at maintenance. What actually breaks, why, and the engineering guardrails that make them safe. Tested on real repos.