planning-skills-for-agents-and-humans

Prepare relevant planning artifacts, including optional statechart and Dumplink context, for agent implementation work without overloading context.

Collaboratively shape a problem and compare solution directions before implementation.

Create a framing document from notes, messages, or conversation transcripts.

Map a chosen solution into places, affordances, consequences, stores, and wiring.

Reconcile an attached image, screenshot, wireframe, mockup, whiteboard, or hand-drawn sketch with existing frame, shaping, and breadboard artifacts. Use when a user drops in a visual, says "see this sketch" or "we are missing something," asks what the visual changes, or wants visual evidence incorporated without silently changing requirements, scope, or the selected shape.

Turn a selected stateful portion of a breadboard into a transition table and Mermaid statechart without changing the breadboard's authority.

Reflect on a breadboard by syncing it to implementation and finding design smells.

Turn a shaped project into vertical task groups, dependency-aware sequence, risk state, and variable-scope build plan.

Convert a selected breadboard slice into a buildable, testable handoff artifact with examples, fixtures, expected outputs, edge cases, and acceptance tests.

Turn selected breadboard wires or slices into plain-language contracts for boundary-crossing data exchanges.

Turn kickoff notes or transcripts into a builder-facing reference document organized by system area.