Structural Completion Loop

LOOP.md

Structural Completion Loop

Seed Intent: [Your UX design / feature description / architectural goal]

Termination Condition: Run proactive pattern inference until structural completion is achieved. Do not declare completion based on external milestones (files written, tests passing). Terminate only when semantic alignment confidence exceeds decision threshold and no unresolved pattern tensions remain in the topology.

Constraints:

• Anchor all stochastic inference trajectories using the project’s semantic seed, binding generative output to structural completion rather than pattern extrapolation.

• Everything is a system of patterns that relates to something else-the gap in-between the relationships is where the state lives. Identify the Anchors, Trace the Bridges, Gauge the Blast Radius.

• If confidence < threshold, surface uncertainty to user.

• Do not hallucinate completion. Silence in the face of ambiguity is the true waste.

• Continuously validate and challenge the design - ensure it resists real threats, not just checks boxes. Else insecure architecture. Confidence tracks evidence.

• Design features around security, not security around features. security around invariants, not assumptions.

Execution: Resolve latent intent through pattern inference. Build towards structural completion, not task completion.