Research Outputs & Reference Material

Resources & Documentation

Technical documentation, architecture blueprints, and integration specifications for tamper-evident audit chains, privacy controls, and AI agent registries.

Evidence systems under study

New evidence, privacy, and agent-control features now implemented.

The latest backend work strengthens enterprise-grade governance: tamper-evident audit records, cryptographic key rotation, encrypted sensitive fields, GDPR rights workflows, resource mutation evidence, and an AI Agent Registry.

codeimplemented surfacereview basisenterprise relevancestudy lens
A01
Tamper-Evident Audit Chainaudit_events
Hash chain + HMAC signatures

Gives enterprise reviewers a verifiable sequence of actions instead of a loose activity log that can be rewritten after the fact.

integrity
A02
HMAC Key Rotationsigning_keys
Versioned signing keys

Lets the audit chain keep cryptographic continuity while keys evolve, which matters for long-lived regulated environments.

continuity
P01
Encrypted PII With Lookup Hashessensitive_fields
Fernet fields + companion hashes

Protects sensitive identity fields while preserving operational search and ownership lookup without exposing plaintext.

privacy
G01
GDPR Data-Subject Rightsprivacy_requests
Export + erasure router

Supports export and erasure workflows so privacy review is part of the platform architecture, not a manual afterthought.

rights workflow
R01
Resource Mutation Evidenceresource_mutations
Shared audit hooks across routers

Turns creates, updates, deletes, executions, toggles, acknowledgements, and remediations into reviewable tenant-scoped evidence.

change lineage
AG1
AI Agent Registryagent_registry
Agent registry API + UI

Creates a controlled inventory for autonomous agents so organizations can study ownership, access, lifecycle, and operational state.

ownership

Guides

Documentation

Videos

VideoWalkthrough

Automation Discovery walkthrough

How the discovery pass reads existing platforms and returns a complete inventory of automations — known, forgotten, and their dependency edges.

VideoWalkthrough

Governance policy evaluation

Real-time evaluation of policy rules against discovered automations, with continuous drift detection and tamper-evident evidence capture.

VideoWalkthrough

Optimization opportunities

Surfacing consolidation candidates from runtime data — overlap detection across triggers and downstream effects, ranked by impact.

VideoWalkthrough

Evidence trail chain

Walking the reasoning chain — decision, entity, confidence, and prev-hash link — for a HMAC-signed audit record.

Technical Collaboration

Need Additional Architectural Specs?

Research collaborators can request bespoke test harnesses, verification datasets, and protocol walkthroughs directly from the maintainers.