API reliability · 2026
Harwatch
Freeze an API from a HAR. Fail the build when a field disappears.
PythonHARCI
Harwatch freezes an API from a real HAR recording and then watches for drift. If a field disappears or a shape changes, the build fails before the change reaches users.
It is the smallest version of the ForgingStack idea: capture what actually happened, freeze it as the contract, and enforce it automatically.
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.