Task decomposition & spec writing
Claim
I turn vague requests into implementation-ready work packets with clear scope, constraints, and success criteria.
Workflow
I start from repository truth, then break the job into bounded tasks, interfaces, and acceptance checks that can survive handoff.
Codex
Codex is my primary implementation surface when the repo needs grounded edits, test runs, and iterative verification.
Claude Code
Claude Code is useful when I want a second execution lens on spec shape, prompt clarity, or task framing before or alongside coding.
Input contract
Every task gets a brief with the goal, hard constraints, changed surfaces, expected artifact, and the exact proof needed to call it done.
Verification
I do not stop at 'the agent answered.' The output must line up with source, docs, and tests.