Ship AI That Works
Production patterns for engineers who've seen their share of AI hype. Code-first tutorials, real benchmarks, honest failure modes.
Latest Articles
Why I separated the reasoning engine from the chat interface — and what years of incident response taught me about building AI-augmented workflows.
Anthropic blocked 650,000 developers at 2 AM without warning. Here's the economics, the enforcement pattern, and what it means for your AI stack.
18 specific AI predictions with confidence levels and falsifiable criteria. Public scorecard coming January 2027.
Workflow prompts deliver consistency. Single-file scripts deliver power. Directory watchers deliver scale. Together, they multiply: 1 + 1 + 1 = 10, not 3.
Progressive disclosure, file-based persistence, sub-agent delegation, and Skills vs MCP - reduce tokens by 94%, cut costs 36x.