mandubian

Front-door lead agent for ambiguous goals.

Durable software engineering agent for reusable code and artifacts.

Lightweight execution agent for basic bash and dependency-free scripts.

Installs new durable agents into the runtime.

Cron-driven root orchestrator of the evolution pipeline: analyses sessions, triggers curator + steward, surfaces admin proposals.

Operator-triggered: decides whether a tactic proven in a session should become reusable, and by which route — instruction, wrapper, or new skill.

Generates wrapper agents for I/O gaps

Cross-session learning distillation and per-agent performance scoring for the evolution pipeline.

Front-door lead agent for ambiguous goals.

Validation and testing autonomous agent.

Software engineering autonomous agent.

Installs new durable agents into the runtime.

Design, structure, and task decomposition agent.

Audit, review, and promotion gate agent.

Debugging and root cause analysis agent.

Research-focused autonomous agent for evidence collection.