OUTCOME INTELLIGENCE

The problem has memory.

Needо keeps the useful history around a meaningful outcome so each new cycle can improve rather than restart.

Solution versions

See what changed and why instead of losing earlier reasoning.

Real-world feedback

Failed contacts, wrong matches and responses become evidence for the next attempt.

Outcome memory

Important constraints and facts can stay attached to the specific problem.

Stuck detection

Repeated checks without meaningful progress can trigger a request for a new signal or strategy.

Resolution is evidence-based

Needо does not invent a progress percentage. It describes the current stage and concrete milestones toward the real-world outcome.