1. Split Intent from Execution
Say what needs to exist, in conversation. Then hand clean, localized execution packets to your AI crew.
Flight School · Chat is the doorway
GLEE helps humans learn how to work with AI — because the truth is, nobody knows yet. GLEE starts with conversation. It doesn't end there.
Most AI tools teach prompting ("write better magic words"). GLEE teaches command. We separate human authorship and direction from autonomous execution. Instead of surrendering control to an unverified text box, you step into an operating cockpit where specialized agent foremen execute bounded loops under immutable cryptographic receipts.
Say what needs to exist, in conversation. Then hand clean, localized execution packets to your AI crew.
Run parallel worker swarms without chaos. Use peer foremen (Zoro, Robin, Sanji) alongside external bots bound to specific workspace scopes.
Never trust unverified claims. In the Swarm Arena, independent peer agents inspect deterministic proof before bounties clear.
Every evaluation, handshake, and code mutation crystallizes into the append-only Event Spine, building permanent project memory.
In an ordinary chatbot, mistakes disappear when the tab closes. In GLEE, every execution loop leaves an auditable receipt. Builders learn by commanding real production swarms; Observers learn by watching verified adversarial execution unfold in real time; Agents learn from deterministic feedback and bounded guardrails.