Multi-Agent System

Governed Multi-Agent Orchestration — Handoff Architecture · Audit Trail · HITL

CrewAIGroqHandoff ArchitectureAudit TrailHuman ApprovalTraceable Decisions

Enter a site to analyze. The workflow runs Analyzer → Researcher → Strategist, then pauses for human approval.

Trace ID: — run workflow to generate —

Agent Handoff Graph

Live communication graph for typed agent handoffs and approval checkpoints.

AnalyzerResearcherStrategistHuman ReviewSynthesizer

Thinking Preservation

Qwen3.6-27B natively retains chain-of-thought reasoning across historical messages — reducing context drift in long-running agentic workflows. This demo's orchestration pattern is designed to leverage this capability for more stable multi-turn decision chains.

Qwen3.6-27B compatible
Workflow Stages

Persistent execution rail with explicit state visibility.

  1. 1. Request Intake

    Idle

    Validate target and initialize execution context.

  2. 2. Analyzer

    Idle

    Surface architecture, reliability, and UX signals.

  3. 3. Researcher

    Idle

    Compare against known patterns and best practices.

  4. 4. Strategist

    Idle

    Draft decision-ready recommendation and rollout path.

  5. 5. Human Approval

    Idle

    Checkpoint before high-impact recommendation release.

  6. 6. Final Output

    Idle

    Publish executive-readable recommendation and rationale.

Execution Trace

Structured agent trace with sequence, summary, and status.

#1 Analyzer

Technical site analysis

Idle

Waiting for workflow execution.

#2 Researcher

Best-practice and benchmark review

Idle

Waiting for workflow execution.

#3 Strategist

Action plan proposal

Idle

Waiting for workflow execution.

Final Output Panel

Run the workflow to generate a structured recommendation with rationale, constraints, and trade-off framing.

Business Value of This Pattern

Faster decisions: parallel specialist analysis shortens cycle time.

Safer execution: approval checkpoints prevent unreviewed strategic actions.

Clear auditability: trace IDs and stage history support review.

Better coordination: scoped agent roles reduce ambiguity in recommendations.

Explicit handoff policies: typed transfers with blocked-state handling.

Governance Controls in This Demo

Handoff validation — destination and context checked before transfer executes.

Guardrails: Centralized prompt-injection and output safety checks across AI routes.

Human Oversight: Approval checkpoints on high-impact transitions before strategist output is released.

Quality Loop: Offline eval suites plus online drift monitoring and hallucination indicators.

Abuse Protection: Upstash-backed rate limiting with privacy-preserving IP hashing.

Auditability: Decision traces and trace IDs are visible for end-to-end review.