outcome-verification

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Make sure AI agents actually do what they claim, no more fake successes.

Reliability layer for AI agent workflows: validate state, handoffs, and outcomes before agents continue.

workflow reliability multi-agent observability handoff ai-agents guardrails llm agentic-ai outcome-verification

Open, vendor-neutral world-state outcome-verification + portable reputation for inter-agent calls. No claim without a warrant.

typescript mcp ai-agents open-standard a2a llm agent-reputation outcome-verification

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