AI Agents Meta Orchestrator

The single entry skill for building agents that build — the meta layer above any one agent app. It locates the task on the lifecycle × concern map (plan → compose → orchestrate → loop → audit → economize → evolve) and delegates to one of 14 specialist spokes. The cross-cutting decision every spoke turns on — eval-first execution with a default-deny autonomy boundary — lives in ai-agents-meta-core; read it before wiring an autonomous loop, granting tools, or routing by model cost.

Cluster map (intent → spoke)

Foundation & discipline

• agentic-engineering — the core practice: eval-first execution, decomposition, cost-aware model routing.
• search-first — research-before-coding; find existing tools/libs/patterns before writing custom agent code.

Plan & compose

• blueprint — turn a one-line objective into a multi-session construction plan; each step has a cold-start brief, dependency graph, and adversarial review gate.
• plan-orchestrate — read a plan, decompose into steps, and emit ready-to-paste per-step agent chains for an orchestrator command.