The new Managed Agents architecture decouples brain, hands, and session — but there's no cookbook example showing how to verify agent output before acting on it.
CMA_gate_human_in_the_loop.ipynb shows human approval gates. A natural complement is an automated verification gate — checking that the agent's claims are factually accurate before executing downstream actions.
Proposed notebook: CMA_verify_output_before_action.ipynb
Pattern:
- Agent produces output (research, analysis, recommendation)
- Verification "hand" checks claims against evidence
- Session log records the verification receipt alongside the action
- Agent proceeds only if trust threshold is met
This fits the execute(name, input) → string tool interface described in the Scaling Managed Agents post — verification is just another stateless hand.
We have a working implementation using VeroQ Shield as the verification tool:
from agents import Agent
from veroq_agentmesh import veroq_output_guardrail
agent = Agent(
name="Analyst",
output_guardrails=[veroq_output_guardrail],
)Trips OutputGuardrailTripwireTriggered if claims are contradicted or confidence drops below threshold. Each verification produces a receipt with per-claim verdicts and evidence chains — natural session log events.
Happy to contribute the notebook if there's interest.
The new Managed Agents architecture decouples brain, hands, and session — but there's no cookbook example showing how to verify agent output before acting on it.
CMA_gate_human_in_the_loop.ipynbshows human approval gates. A natural complement is an automated verification gate — checking that the agent's claims are factually accurate before executing downstream actions.Proposed notebook:
CMA_verify_output_before_action.ipynbPattern:
This fits the
execute(name, input) → stringtool interface described in the Scaling Managed Agents post — verification is just another stateless hand.We have a working implementation using VeroQ Shield as the verification tool:
Trips
OutputGuardrailTripwireTriggeredif claims are contradicted or confidence drops below threshold. Each verification produces a receipt with per-claim verdicts and evidence chains — natural session log events.Happy to contribute the notebook if there's interest.