The unresolved failure
Institutional Intelligence · CF
CAFIN
Federated Learning Resilience Network
CAFIN qualifies learning candidates inside attested domain cells, keeps raw data local, evaluates privacy and safety, and requires separate human promotion authority.
CFE3+ Institutional conversion candidate
Governed learning without raw-data centralization.
- Release lineage
- AIOS + CAFIN executable v1.0 with 2090 resilience architecture
- Evidence state
- Tenant isolation, clean-room reproducibility, target-validation controls, and deeper flagship verification are implemented in the controlled reference environment; buyer-environment validation and independent assurance remain pending.
The institutional outcome
A versioned, reversible learning capsule with provenance, privacy accounting, canary evidence, promotion receipts, and rollback lineage.
Governed workflow
A bounded path from intent to proof.
- 01
Enroll an attested cell
- 02
Keep raw records local
- 03
Clip and aggregate bounded updates
- 04
Run poisoning and canary checks
- 05
Request human promotion
- 06
Monitor and roll back when required
Proof outputs
Portable evidence objects
- Learning capsule
- Privacy budget receipt
- Canary evaluation
- Promotion decision
- Rollback record
Institutional connections
Systems of record and trust
- Domain cells
- Attestation services
- Privacy accounting
- Secure aggregation
- Independent evaluation environments
Inherited controls
Fail-closed by design
- Raw data local
- Purpose-bound enrollment
- Promotion veto
- Immutable lineage
- Offline revocation on reconnect
Release and lineage boundary
Architecture ambition remains evidence-gated.
AIOS + CAFIN executable v1.0 with 2090 resilience architecture
CAFIN is the shared learning fabric; domain cells retain their own policy and data boundaries.
Connected portfolio
Related systems
Institutional Intelligence
AIOS
Governed Intelligence Runtime
Intelligence that can reason but cannot create authority.