[disclosure]
Public research record
A deliberately bounded account of the research questions, chronology, observable properties, and evidence posture.
THE MACHINERY BEHIND THE THESIS
PROBLEM → EXPERIMENT → SYSTEM → EVIDENCE
The laboratory is not a metaphor.
Project OVI is the broader research and systems program. AVA is its originating continuity system; OVI Cards is its independently published protocol. This index covers that laboratory and selected technical receipts. Commercial and domain products are catalogued on Andrew's working profile.
PROJECT / 01[working]
SYSTEM
The originating research system within Project OVI, exploring persistent identity, relational continuity, user-owned memory, model independence, and verifiable behavior.
[runtime]
Runtime evidence
Contemporaneous records support continuity-related behavior influencing later interactions. Mechanism withheld.
[filing]
Initial patent filing
A U.S. provisional application records protected work at the filing boundary. Patent pending.
PROJECT / 02[working]
Hippo
Memory needs an owner, a lifecycle, and a way to prove it came back.
SYSTEM
A sovereign memory service for durable handoffs, scored retrieval, provenance, and explicit retention behavior.
[live]
Sovereign memory service
Durable scored cards, explicit retrieval, service health, and recovery-oriented memory operations.
[postmortem]
Eviction incident
A threshold mismatch destroyed most of a live corpus and produced a concrete recovery and safeguard trail.
PROJECT / 03[published]
SYSTEM
Object-verified interaction contracts that bind claims and actions to inspectable evidence.
[repo]
OVI Cards 0.1.0
Installable MIT-licensed protocol: five typed card classes, JSON Schema and Pydantic validation, fifteen semantic checks, builders, examples, tests, and an MCP server.
Open public receipt →[bench]
Reproducible context benchmark
The repository includes its benchmark script and reports a 69.5% median reduction across seventeen task-oriented samples. Independent replication is still welcome.
Open public receipt →PROJECT / 04[closed beta]
Corlia
Applied AI earns trust by surviving contact with an actual workflow.
Visit the closed-beta product ↗SYSTEM
A DISC-aware AI field coach for real-estate professionals, carried from product architecture through authentication, persistence, resilient streaming, model portability, billing, storage, access controls, testing, and deployment.
[live]
Closed-beta product
A deployed, invitation-only AI coaching product with public landing, pricing, privacy, and terms surfaces.
Open public receipt →[source]
Full-stack implementation
Authentication, PostgreSQL persistence, resilient streaming, model-provider abstraction, billing architecture, file storage, onboarding, and beta access controls operate behind the public surface.
PROJECT / 05[withheld]
R ███████████
PROJECT / 06[working]
Friday Runtime
The agent should outlive any single model, machine, or interface.
SYSTEM
A distributed execution fabric for routing work across local and cloud models while preserving authority boundaries.
[source]
Distributed runtime
Model and machine routing with sensitivity boundaries, health state, and recovery mechanisms.
PROJECT / 07[in progress]
Brain Trust
Specialists are useful only when disagreement and authority remain visible.
SYSTEM
Coordinated specialist intelligence with explicit provenance, role boundaries, and conflict handling.
[unverified]
Specialist coordination
Active work on role-scoped reasoning, provenance, and visible disagreement.