A Knowledge World in the library knows what a balance transfer is. Your world knows what balance transfer you made — and what you said about it. TEAM is the lab where those meet: your documents, an expert docent grounded in the Press's gate-checked knowledge, and every correction you make becoming a tool you keep.
This happened, with real data, on the first day. A foreign restaurant charge was flagged as possible fraud. Try it — give the verdict.
A foreign charge, seen once. On its own, the most fraud-shaped pattern there is. But look at the week around it:
A foreign charge inside a travel window is not an anomaly. Not an exception for one restaurant — a rule about trips, checked against every card.
Same schema, same four verbs, four different kinds of world: records, creations, decisions, claims. The structure barely changed from one to the next.
Two years of statements, dropped in as files — no connector, no credential, nothing to breach. The docent is an expert docent grounded in the Press's curated World of Debt Finance: 42 gate-checked, sourced terms mounted as its library, cited by hash. It explains what a penalty APR is doing to a past-due balance — and cites CFPB, not vibes. 155 anomaly flags came down to one open question, through four taught rules and a handful of human verdicts.
A child's own inventions — creatures, games, stories — inventoried exactly as made, never rewritten, never graded. The world notices what is new since last time, and the owner gives the verdicts. Its standards forbid scores, so meters are not hidden here — they are uncompilable.
Fourteen architecture documents, 23 binding commitments — and an instrument that answers one uncomfortable question: where have I decided against myself? Its first run independently found a real HCL-vs-JSON conflict that had previously been caught only by luck.
Licenses, marks and claims across thirteen repos. The first survey found four repos with no license at all and one license file the reader could not name, so it said teach me instead of guessing. Built for an expert to inhabit: his rulings become the family's IP posture, written down.
Control with DDaC. Collect and build with ARAIL. Ship with TEAM: an agent, your data, and the control UI, then scale to more agents doing more things.
PaperAgents lives on inside TEAM as its travel format: a world that leaves your machine (instruments, rules and verdicts in one signed, inspectable document) is a Paper Agent. Underneath all three runs one law, DDaC: the declarative definition is the system.