Evidence-driven governance evolution without autonomous authority.
H33-Tutu is a cryptographically governed adaptive governance capability that learns from replay-verified evidence and proposes bounded governance improvements — without authority to authorize, decrypt, or modify its own trust boundaries.
A governance model that never changes eventually governs a system that no longer exists. One that changes itself is not a governance model at all. H33-Tutu occupies the narrow space between those failures: it reads what actually happened, and it proposes. It does not decide.
Proposing is not authorizing
The separation is the product. Tutu is not learning authority; it learns one thing: given governed evidence, what bounded constraint additions might reduce future risk. H33-Root decides what becomes reality, and H33-Stamption records the committed transition.
| Component | Role |
|---|---|
| H33-Tutu | proposes bounded governance transitions |
| H33-Root | owns identity, semantics, stability boundaries and commit authority |
| H33-Stamption | records the committed transition |
The adaptive governance learning invariant
One rule defines this capability:
No governance mutation may originate from evidence that has not independently resolved to a governed control attribution.
And one distinction gives it force. A failing basis does not yield denied — it yields InsufficientLearningEvidence. The system has not proved the proposal wrong; it has proved it inadmissible. That line runs through the whole estate: a crash is not a failed control, absence of a ruling is not a ruling, and an unevidenced proposal is not a refuted one.
The attack class this closes is the one that does not require compromising Tutu at all. Poison the learning input and an adaptive system becomes a self-reinforcing error machine. With the invariant in place, Tutu learns only from measured, attributed, replayed failures.
What composes it
H33-Tutu composes Agent-008, H33-74, H33-Root and H33-Stamption. Composition is an architectural relationship, not a readiness claim: composing evidenced parts is not itself evidence, and a product does not inherit readiness from what it is built on.
Current state: admitted identity, no evidence surface
H33-Tutu is an admitted H33 identity with no published evidence surface. The architecture described here is real and implemented in a separate governance codebase. What does not exist in public evidence is a demo, a proof lab, a whitepaper, or a deployed instance.
This page therefore makes no claim about accuracy, learning quality, interfaces or throughput. One replay-verified adaptive transition — a learning-evidence record whose control attribution resolved, whose replay hash verifies, and whose verifier identity is established — is what moves this from stated architecture to published evidence.
H33 states readiness explicitly rather than by omission. The distance between an identity that exists and a capability that has been evidenced is recorded, not hidden.