Turning a Confirmed Suspicion Into an Agent Handoff
Hand off the confirmed finding, not a vague prompt.
Read articleThe Powerduck Blog
API engineering, from the spec out
Product updates, engineering notes, and guides for designing, debugging, testing, mocking, and serving MCP tools from one OpenAPI spec.
Browse the guidesStart With the Suspicion, Not the Whole File
The suspicion is the entry point, not the whole file.
Read articleSpotting Scope Creep in an AI-Generated Change
A focused task can still produce a broad diff.
Read articleReviewing Chained API Changes Across Multiple Steps
A chain change is reviewed at every handoff.
Read articleReviewing a Large AI-Generated Diff Without Reading Every Line
Read the diff in passes, not in a straight line.
Read articleRequest and Response Evidence in a Code Review
The call and response are evidence, not decoration.
Read articleHow to Prioritize Review Findings by Risk
Rank by trigger, blast radius, and data risk.
Read articleHow Much Context an Agent Needs to Fix a Finding
Size context by the blast radius, not the file count.
Read articleFrom Suspicion to Verified Change: A Closed Loop
The loop is only closed when the fix is verified.
Read article