Audit infrastructure · 2026
Verity
An append-only evidence ledger for agent runs. Claims must cite evidence.
Verity is the ledger underneath the other work: append-only, so a record can be added but not edited away when it becomes inconvenient.
That property changes behaviour. When an agent knows its evidence trail cannot be rewritten, the trail gets cleaner, because there is no second draft of history.
Use it where the question after a run will be “show me,” not “tell me.”
More work
Agent reliability · Open source
EvidenceForge
An open-source framework for building auditable, evidence-citing AI agents.
API tooling · Developer product
mimicplus
Record a HAR, get a versioned spec, a typed Python client, OpenAPI, and a breaking-change check.
Multi-agent systems
Governed Agent Engine
A governed multi-agent engine: Termux-installable, stdlib plus PyYAML, with spec binding and audit.