// Track

The Seven Levels of Agent Orchestration

From a Chat Window to a 24/7 AI Employee

The clearest on-ramp into agentic AI — climb the seven-level ladder from a single chat window to a persistent, self-running agent. Messaging, skills, cron, multi-agent boards, memory, and agent-as-MCP, explained for anyone starting out.

8 lessons~56 min total

Lessons are shown in recommended order. Complete them in sequence for the best experience — or jump to any lesson.

Lesson 328·6 min read

What Is a Persistent Agent?

A chat window forgets you the moment you close it — a persistent agent is the 24/7 AI employee that never does.

Lesson 329·7 min read

Level 1-2: From Chat to Its Own Computer

Giving your agent its own dedicated machine is not a nice-to-have — it is the isolation layer that makes everything above it safe to build.

Lesson 330·7 min read

Level 3: Messaging & Skills

Connect your agent to every chat platform you already use, then give it a library of reusable skills so it can actually do things when you message it.

Lesson 331·6 min read

The Skill Curator: Beating Context Rot

Every skill you never delete is silently making your agent dumber — the Skill Curator is how you keep the library sharp as it grows.

Lesson 332·7 min read

Level 4: Cron Automation in Plain English

Tell your agent what you want done and when — it writes the cron, registers it, and delivers results to wherever you are reading.

Lesson 333·7 min read

Level 5: The Kanban Pull Model

Stop dispatching work to agents and start letting agents claim it — the pull model scales without an orchestration bottleneck.

Lesson 334·8 min read

Level 6: Memory That Survives the Session

Vector search remembers what was said — structured fact memory with trust scores remembers what is true, and catches when you contradict yourself.

Lesson 335·8 min read

Level 7: Your Agent as an MCP Server & Walk-Away Mode

When your persistent agent becomes an MCP server, your coding tools can call it, your phone approves dangerous operations, and you can walk away from long jobs with confidence.