blueprint-editor

Plan with a system map before changing anything non-trivial: purpose, boundary, connections, loops and delays, second-order effects, leverage point, predicted…

adversarially stress-test a plan or design before building, by working a decision-tree frontier round by round until no open branches remain.

the orchestrator drives work to a verified result with the least cost and time.

manage the agent's context across a session for output quality (signal-to-noise), not just token count.

cheap release-prep audit of library choices (license, advisories, install scripts, pinning) and common code security issues — a script gathers facts, the…

every agent knows what it may change, and the agent that produced work never verifies it.

data has one authoritative form, a model before a store, and safe access.

ship small, learn from real use, keep the code and the message consistent.

Standing checklist for security-reviewing a change (read-only, time-boxed).

reliability is a measured target, not an absolute, and failures are learned from.

requirements come from evidence and trace to behavior, so nothing is built on assumption.

boundaries and decisions are explicit, sized to the problem, and justified.