Compounding Engineering Loop

Dan Shipper (Every) describes compounding engineering as an AI-native way of building software where each shipped feature makes the next feature easier (not harder). The loop: Plan → Delegate → Assess → Codify (Also phrased as Plan → Work → Review → Compound in Every’s write-up. “Codify” is the “Compound” step.) Core Idea Treat process knowledge as a first-class artifact. The code is not the only output—your prompts, templates, checks, and conventions should improve with every iteration. ...

Measuring AI Assistant's Impact on Software Development Life Cycle

Principles, approaches, and measurement strategies for evaluating the impact of AI assistance across the full software development life cycle.