Plumbing for education software,
not another tutoring UI.
Payments became infrastructure. Auth became infrastructure. Vose takes the same position on student learning data: one portable layer that any education application can build on.
Most education software rebuilds the same stack: a tutor interface, a question bank, a progress bar. The learning data underneath stays trapped inside each application, and the student starts from zero with every new tool.
Vose sits underneath instead. Four endpoints cover the whole teaching loop, from concept exposition to graded assessment, and every application writing to them updates one cross-application mastery profile.
Every answer carries its source chunks, with provenance and stable ids. That is citation-grade auditability: a teacher can trace any claim back to the exact material it came from.
Learners carry one identity, Sign in with VOSE, on standard OAuth 2.0 and OIDC, and their mastery profile follows them across every application built on the layer.
Not a roadmap.
A running deployment.
Verdict is a live Singapore A-Level Economics tutor built on the Vose contract. Open it, ask it a question, and watch the citations arrive with the answer.
LIVEverdict.vose.sg Verdict A live Singapore A-Level Economics tutor built on Vose. Reverse-drill questioning, with every citation chunk visible and source-tagged on screen. Open verdict.vose.sg ↗
The studio ships,
so the fixes hold.
Consulting is the front door. Behind it, the studio ships its own AI systems into production and lives with the consequences: versioned contracts, evaluation before release, citations on every answer.
The same retrieval, citation and evaluation engineering that runs Vose is what AMICS deploys for clients' private AI. That production discipline is why our fixes hold up.