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03 · Why AI-augmented

A senior engineer with AI is a different animal.

Pre-AI, "one senior equals a team of four" was a lie. With Claude Code, Cursor, and autonomous agents in the loop, it’s measurable. Here’s the split.

// senior_only
function architecture()
function code_review()
function security_call()
function scope_judgment()

Senior judgment

Architecture, scope, code review, security — the calls that matter come from a working senior engineer. AI doesn’t make those.

// ai_velocity
claude_code.refactor()
cursor.generate_tests()
voice.review_spec()
ci.run_suite()

AI velocity

The boring 80% — boilerplate, tests, refactors, glue code — gets automated. Claude Code, Cursor, voice agents do the typing.

// fixed_price
scope.locked = true
timeline.locked = true
price.locked = true
risk.owned_by = us

Fixed price

No hourly meter. No padded estimates. You know the cost before we start and we eat the risk if we’re slow.

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