Searching protocol for "minimum-set"
Clarify ambiguity with focused questions.
Unified minimal observation for six failure modes.
Clarify requirements before implementing
Ask the right clarifying questions first.
Clarify requirements before acting.
Clarify doubts with targeted questions first.
Ask targeted clarifying questions first.
Extend backend tests for behavior and regressions.
Ask essential clarifications before starting work.
Create and maintain Lithos landing page quickly.
Rapid project planning kickoff
Optimize complex combinations, reduce risk.