I made a skill to tell AI on how to use human as Dobby
Satirical prompt wrapper that tells AI you're its servant, zero technical depth.

Six-part record structure with trace reconciliation for agent decision provenance.
Teams building multi-agent systems, AI product managers
LangSmith · Arize Phoenix · Helicone
Satirical prompt wrapper that tells AI you're its servant, zero technical depth.
HarmActionsEval benchmark proves GPT and Claude fail at blocking harmful tool use.
Approval gates bind to server functions the model can't bypass.
Cryptographic proof of human approval for agent actions—solves a real gap in agent safety architecture.
Shared knowledge base with write-back permissions for AI agents via MCP.
Cryptographic proof-of-authorization for AI actions; solves real agent oversight problem with clever simplicity.