CONTINUOUS SOLUTION

Don't restart the problem every time something changes.

Give Needо the outcome and the real-world feedback. When the problem stays open, Needо can keep watching for meaningful changes instead of repeatedly producing cosmetic rewrites.

What the loop does

Research current evidence

Each step exists to reduce the work required to reach the outcome.

Compare against the last solution

Each step exists to reduce the work required to reach the outcome.

Use your real-world feedback

Each step exists to reduce the work required to reach the outcome.

Detect material improvement

Each step exists to reduce the work required to reach the outcome.

Explain what changed

Each step exists to reduce the work required to reach the outcome.

Surface the next best move

Each step exists to reduce the work required to reach the outcome.

Notify only on meaningful updates

Each step exists to reduce the work required to reach the outcome.

Stop when you intentionally close the outcome

Each step exists to reduce the work required to reach the outcome.

Research is free. Actions are controlled.

Continuous research, improvement and monitoring are not charged as actions. Credits apply when an approved real-world action is executed.