Penny Core
Governed orchestration, domain activation, runtime coordination, replay coordination, supervisor-review routing, and shared platform boundaries.
Penny Platform
A governed intelligence system, not a collection of disconnected assistants.
Penny Core provides shared orchestration, runtime coordination, authority enforcement, replay coordination, human-review boundaries, and domain activation across specialized TuckR89 experiences.
Layered architecture
Clear ownership from core orchestration to user experience.
Governance + ontology
Authority enforcement, policy controls, auditability, domain isolation, service ownership, validation, and shared semantic definitions.
Point-in-time + replay
Analytical timestamps, governed evidence references, canonical identity, deterministic fingerprints, immutable snapshots, and reconstruction of what the system knew when.
Domain packs
Focused professional capabilities that own their specialized knowledge and decision authority while operating within Penny governance.
User experiences
Applications, research workspaces, watchlists, assistants, and operational interfaces that expose appropriate capabilities without expanding underlying authority.
Core principles
Governance is a runtime capability, not an afterthought.
Point-in-time
Historical research should reflect information available at the analytical timestamp, not later revisions.
Contradiction-preserving
Conflicting evidence remains explicit rather than being silently averaged into a misleading single truth.
Auditable
Operational behavior and research state are designed to be inspectable and attributable.
Replayable
Important workflows preserve deterministic references and fingerprints for reproducibility.
Policy-aware
Specialized action remains constrained by governing rules and explicit ownership.
Human-governed
Research can inform decisions without silently acquiring trading, allocation, or execution authority.
Current implemented foundation
Governed Madison research is now integrated across the stack.
The accepted build includes governed security identity, live financial-data acquisition foundations, Madison company-research API and frontend, replay-verified immutable research snapshots, deterministic workspace projection, snapshot deduplication, and a tenant/user-scoped watchlist verified through the real browser-to-PostgreSQL path.
Still intentionally separate: evidence acquisition, research reevaluation, workspace projection, persistence, and user watchlist intent. Penny does not claim autonomous brokerage, order routing, capital allocation, unrestricted learning adoption, unauthorized memory mutation, or authority transfer.