flyw

Coordinate a spec-first initiative across one ticket Executor and one independent Verifier.

Decompose a large or failure-prone codebase change into an aligned specification and ordered, low-context agent tickets.

Build Android applications (Debug / Release) and publish APK artifacts to the APK Release Hub (Version Manager Web Service) via REST API.

Enforce structured alignment and planning before writing or modifying code.

Enforce meta-cognitive honesty and hallucination guardrails.

Halt execution and enforce active clarification when user input is underspecified and internal confidence is low.

Execute one assigned agent ticket with repository provenance, real-interface tests, and a DoD evidence ledger.

Explain the current topic with one small, reviewable visual such as Mermaid, ASCII, a table, a diff, or pseudocode.

Support expert user intervention, intermediate step inspection, and session memory corrections.

Start, inspect, resume, and advance a LoopAI spec-first ticket initiative through the installed `loopai` command-line tool, one…

Structure Agent outputs to minimize human cognitive load.

Select, evaluate, and combine design patterns for codebase architecture or refactoring.