crewai - 💡(How to fix) Fix Runtime evidence bundles for multi-agent execution [1 comments, 1 participants]

Fix Plan

To implement an optional runtime evidence export layer for multi-agent pipelines, follow these steps:

• Integrate the agent-evidence library into the CrewAI project
• Modify the multi-agent pipeline execution code to generate evidence bundles
• Add an optional export feature for evidence bundles

Example Code

import agent_evidence

# Generate evidence bundle for agent run
def generate_evidence_bundle(agent_run):
    evidence_bundle = agent_evidence.EvidenceBundle()
    evidence_bundle.add_agent_run(agent_run)
    return evidence_bundle

# Export evidence bundle
def export_evidence_bundle(evidence_bundle):
    # Serialize evidence bundle to file
    with open("evidence_bundle.json", "w") as f:
        f.write(evidence_bundle.to_json())

# Usage example
agent_run = {"agent_id": 1, "execution_time": 1643723400}
evidence_bundle = generate_evidence_bundle(agent_run)
export_evidence_bundle(evidence_bundle)

Verification

To verify the fix, run the modified multi-agent pipeline and check that evidence bundles are generated and exported correctly.

Extra Tips

• Ensure proper error handling and logging when generating and exporting evidence bundles
• Consider adding support for different evidence bundle formats (e.g., JSON, CSV) and compression algorithms (e.g., gzip, zip)