Fifty years of engineering discipline assume code does the same thing consistently. Inference removed that assumption.
You've seen it: the agent that returns a fully cited, well-formed, wrong answer. That isn't a bug - it's a creative system doing exactly what it was trained to do, sitting in a job built for deterministic software. Yet, we are wiring these systems into money, records, and infrastructure anyway.
XSI-AIMS is the safety mechanism for that world. Every agent runs in a governed role, watched by a counterpart tuned to the way that role fails. Every consequential decision is ratified deterministically before it takes effect. Every action leaves a tamper-evident record. Nothing touches the outside world except through two sealed gateways, and all authority originates with a human.
Behavior stops being a hope and becomes a structural fact.
The XSI-AIMS User Manual is the plain-English orientation to the complete XSI-AIMS specification. It is a concrete, practical blueprint for building a safer, more reliable suite of agentic tools.
Inside the User Manual, you will explore how to implement:
The Ten Governed Archetypes: How to define specific, constrained roles for agents so they operate within safe boundaries.Deterministic Ratification: Reserving inference for genuine judgment while ensuring consequential decisions are verified by hard code before execution.Accountable Memory: Structuring state and memory so that every action leaves a tamper-evident, auditable record.Failure Watched by Design: Pairing active agents with dedicated counterpart systems tuned specifically to catch and intercept failure modes.Sealed Gateways: Ensuring your agentic suite interacts with the outside world only through strict, human-authorized boundaries.Stop hoping your agents behave. Build them so they have no choice.