John Lindquist

Week 4 · Takeoff

Nov 16 – Nov 22, 2026

Build autonomous systems that operate, recover, and improve over time.

autonomy → portability → orchestration → automation → self-improvement

Give agents more autonomy without losing control. Official

Full lessons are available below. The original outline goals and exercises remain for reference and retain their Inferred badges.

Week source links
Lesson 1 · MON · NOV 16, 2026Official

Mechanics Behind Autonomous Systems

Key concepts

  • Autonomy
  • Runtime
  • State
  • Control
  • Observation and Recovery

Goals

  • Explain autonomy and runtime as they apply to working with agents Inferred
  • Apply state, control, observation and recovery in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Autonomy' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Observation and Recovery' and verify it with a repeatable check Inferred

Sources

Lesson 2 · TUE · NOV 17, 2026Official

Building Portable Agent Control Planes

Key concepts

  • Configuration
  • Portability
  • Environment
  • Knowledge Delivery
  • Operations

Goals

  • Explain configuration and portability as they apply to working with agents Inferred
  • Apply environment, knowledge delivery, operations in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Configuration' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Operations' and verify it with a repeatable check Inferred

Sources

Lesson 3 · WED · NOV 18, 2026Official

Orchestrating Autonomous Agent Teams

Key concepts

  • Organization
  • Coordination
  • Parallelism
  • Routing
  • Supervision

Goals

  • Explain organization and coordination as they apply to working with agents Inferred
  • Apply parallelism, routing, supervision in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Organization' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Supervision' and verify it with a repeatable check Inferred

Sources

Lesson 4 · THU · NOV 19, 2026Official

Automating Work Beyond Code

Key concepts

  • Events
  • Hooks
  • Pipelines
  • Push Systems
  • Boundaries

Goals

  • Explain events and hooks as they apply to working with agents Inferred
  • Apply pipelines, push systems, boundaries in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Events' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Boundaries' and verify it with a repeatable check Inferred

Sources

Lesson 5 · FRI · NOV 20, 2026Official

Building Self-Improving Engineering Systems

Key concepts

  • Feedback
  • Evaluation
  • Distillation
  • Optimization
  • Governance

Goals

  • Explain feedback and evaluation as they apply to working with agents Inferred
  • Apply distillation, optimization, governance in a real repo Inferred

Exercises

  • In your own repo, write a one-page note on how 'Feedback' currently shows up in your agent workflow, then change one thing and compare results Inferred
  • Build a small artifact covering 'Governance' and verify it with a repeatable check Inferred

Sources