ivd

io.github.leocelis/ivd

33 tools that make AI write, implement, and verify intent against explicit, testable constraints.

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streamable-http

Runtime gate for AI agent claims. Catches sycophantic drift, circular self-validation, causal errors

Real-time conversation health for AI agents: drift, desync, causal collapse, plus mission clocks.

Governed agent memory: lessons stay out of search until another actor promotes them with evidence.