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
From 6 billion tokens a month to 865,000 for a complete CLI tool. How architectural discipline around token economics produced 20x efficiency gains.
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.