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Plan → Execute → Verify: Inside the Orchestrator
Week 2
Diving into DAG planning, approvals, and audit trails.
Directed acyclic graphs (DAGs) capture each tool step, dependency, and approval gate for traceable execution.
Policy modes such as constrained and autonomous define budgets, rate limits, and reviewer requirements.
Every run is recorded in episodic memory so teams can replay decisions and outcomes step-by-step.
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Week 1
A Private, Local AI Assistant with Guardrails
Announcing MCP and the philosophy behind local-first autonomous execution.
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Approvals, Budgets, and Logs: Safety by Default
How policy modes and autonomy budgets prevent risky actions.
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Authoring a New MCP Tool in 30 Minutes
Step-by-step walkthrough of schema-first tool development.
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