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AI agent engineering:get your hands dirty first

These labs and this skill map come from m8100 (learnclaude.x1000.ai), elsewhere in the ecosystem. They are free, need no account, and open right now.

Labs you can actually run

Every one of these is a page that loads. None of them is a to-do item.

Memory Lab

Show how a project evolves when rules, build commands, and prior learnings become persistent assets.

Open the lab ↗

Hook Lab

Show how standards become execution checkpoints rather than documentation that gets ignored.

Open the lab ↗

Skill Lab

Show how repeatable workflows are packaged and reused across projects and roles.

Open the lab ↗

Subagent Lab

Show decomposition of complex tasks into specialist roles with clear accountability.

Open the lab ↗

NightOps Lab

Demonstrate unattended nightly operational patterns that remain governable and auditable.

Open the lab ↗

Note: m8100's structured courses are still being built. Only the labs that actually run are listed here — we do not list things that do not exist yet.

Skill map

126 skills across 13 areas.

Prompt Engineering6 skills
Agent Architecture13 skills
Memory & Context9 skills
Tool & Plugin Systems15 skills
Multi-Agent Coordination8 skills
Security & Defense9 skills
Deployment & Operations8 skills
UX & Product10 skills
Governance & Process5 skills
AI OS Architecture5 skills
Game Design & Narrative16 skills
CSAR & Military Domain14 skills
Knowledge Pipeline8 skills

Content from m8100 · learnclaude.x1000.ai

Want to turn this into a portfolio someone can check?

The labs get you started. The Founder Track turns that start into a real project, an incorporated company, and a portfolio an admissions officer can open.

See the Founder Track