The LLM can act on your systems, not just think about them.
🛠️
Capability without feedback → capability with validation
🎯 WHAT CHANGES BY THE END
You'll be able to wire a custom MCP into your workflow, build a skill that validates its own output, and know your token cost per session well enough to budget it.
🙋 THIS IS YOU IF
✓Multiple MCPs wired into your agent: filesystem, database, CI, at least
✓Custom skills built for your team's recurring workflows, not just one-offs
✓Your PR review skill runs linters and pattern checks automatically
✓The agent has access to systems it can use to validate its own output
💡 WHAT WE'LL UNTANGLE
The agent can act on your systems, but it still can't tell whether what it did was correct
You're the only feedback loop. Every error surfaces to you before it gets fixed
Nothing lets the agent test, catch its own failures, and iterate without you watching