aime™ introduces Provenance Gate™ — curriculum alignment you can audit, node by node

"Curriculum-aligned" has become the least meaningful phrase in education technology. It appears on almost every product sold into schools and ministries, and in most cases it describes a curriculum model the vendor built themselves — inferred from textbooks, scraped from the web, or generated by a language model asked what a national syllabus probably contains. The alignment is real in the sense that something was aligned to something. It is not real in the sense that a ministry could check it.

This matters more than it sounds. A curriculum is a statement of national intent: what this country has decided its children should learn, in what order, to what standard. When an AI system teaches against an invented approximation of that document, it is quietly substituting its own judgement for a sovereign decision — and doing so invisibly, at scale, in classrooms whose ministries have no way to see it happening.

A standard, not a feature

Provenance Gate is the rule aime applies to its own curriculum work. Every node in the curriculum graph — every objective, every topic, every progression relationship — must carry a traceable citation back to the official government document it came from. Not a general reference to the syllabus. The specific source, locatable and checkable by someone holding that document.

The second half of the rule is the harder one: what happens when a source cannot be established. The industry default is to fill the gap, because an incomplete curriculum map looks worse in a demo than a plausible one. Provenance Gate inverts that. Material that cannot cite its origin does not enter the graph. The system declines rather than infers. A ministry is told what is missing instead of being handed a confident guess dressed as coverage.

Refusal is an uncomfortable product decision. It produces smaller initial coverage numbers and slower first deployments. It is also the only version of curriculum alignment that survives inspection — and inspection is precisely what a national education system is entitled to.

What ministries can actually do with it

Because provenance is recorded at node level rather than asserted at product level, alignment becomes something to be examined rather than trusted. An official can open any objective a student was taught against and see the document, the section and the pathway by which it entered the system. Where the curriculum changes, the affected nodes are identifiable. Where a claim of coverage is made, it can be tested.

That is a different relationship from the one education technology has usually offered. Vendors have asked ministries to accept alignment on faith and to treat the underlying model as a commercial black box. Provenance Gate treats auditability as the deliverable, on the reasoning that a curriculum graph a government cannot verify is not a national asset — it is a dependency.

Human authority at the end of the chain

Provenance establishes that material came from the right place. It does not, on its own, establish that the material is well-taught. That remains a judgement only educators can make, which is why the gate ends where it does: nothing ships until in-country teachers, working in their own language and their own classroom reality, have signed off on what the graph says their students should learn.

The combination is deliberate. Machine rigour about where knowledge came from; human authority over whether it is fit to teach. Neither substitutes for the other, and a system that claims curriculum alignment while skipping either one is claiming something it cannot demonstrate.

aime expects the phrase "curriculum-aligned" to keep spreading, because it is cheap to say. The distinction worth insisting on is narrower and more testable: can you see where it came from? Provenance Gate exists so that, for every node aime teaches against, the answer is yes.