7 US Provisionals Filed · Patent Pending

Trust a machine can prove, step by step, over time.

CCF is a trust gate for robots and AI agents that act in the world: behaviour is bounded by hard min-gates, QAC updates, and per-step runtime certificates.
v1 is published as Rust crates and has run on Seed-class ARM hardware with driver-fed input.

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The framework

Three primitives. One bounded claim.

PRIMITIVE 01

Hard min-gate

The weaker signal sets the ceiling

CCF does not let capability outrun evidence. Effective coupling is bounded by the weaker of instantaneous and contextual trust signals.

PRIMITIVE 02

QAC trust update

Trust moves through a canonical update

The core updates strict-positive matrices through the published QAC path, so the trust state has a law the runtime can check.

PRIMITIVE 03

Runtime certificate

Every step can be checked

The runtime computes kappa_hat_t, E_t, dynamic floor, threshold, and fail-closed status from the actual update matrices.

What has been shown

Computed certificate runtime on ARM hardware

Branch-protected Gate C installed the v1 runtime on real Seed-class armv7l hardware and checked that the served certificate was computed, evolving, and cross-consistent.

That is a bounded claim: driver-fed runtime input on real ARM hardware. It is not a claim of live sensor ingestion, live Cognitum store validation, or a completed mBot2 earned-trust demo.

Evaluate the crate →
GATE C · SEED OUTPUT
Hardwarearmv7l
GateGate C
Run28032713872
Job82980476112
Assertioncomputed

Social phase model

Every agent starts as a ShyObserver

Social phase is determined by two axes: instantaneous coherence and accumulated context coherence.

ShyObserver
Low instant, low accumulated. Every agent starts here. Cautious, observing.
StartledRetreat
High instant, low accumulated. Sudden stimulation, no trust baseline yet.
QuietlyBeloved
Low instant, high accumulated. Familiar, calm presence. Trust earned over time.
ProtectiveGuardian
Both high. Deep trust with an active high-coherence moment.

Ready to evaluate the v1 core?

CCF is available as Rust crates on crates.io. The core crate is no_stdand the agent crate serves the computed runtime certificate surface used by Gate C.