Benjamin Zsigri
AI Systems Architect · Multi-Agent Automation & Integrations
V2 · SYNTHETIC DATA ONLY

Evidence-gated workflow

Review the evidence.
Approve the exact change.

See the proposed fields, their sources and the remaining uncertainty before deciding. Approval binds the payload, evidence snapshot and validation context.

01 · Prepare02 · Review03 · Decide04 · Execute locally

Prepare a review

Choosing a fixture never approves or writes. Reset clears only this demonstration's in-memory state.

0simulated CRM writes
0external API calls

Snapshot-change demonstration

After preparing or approving, change a source date to test invalidation. The reviewed package below stays unchanged.

Current in-memory CRM
READY

Evidence review package

Prepare a package to inspect the proposed change. No write has occurred.

Review and decision history

    Earlier review packages (retained snapshots)
    Complete session result
    Legacy automated regression scenarios (separate simulation)

    These original scenarios may simulate approval automatically. They use isolated fresh state and cannot approve or write the interactive review session above.

    Bounded engineering demonstration

    Everything is synthetic and remains in memory. URLs are fixture labels and are never fetched. Freshness uses a fixed reference date of 17 October 2026. There is no persistent ledger, user authentication, transactional atomicity, cross-system race protection or crash-recovery guarantee. Reload resets the browser version; reset starts a new local runner session. Passing tests are bounded examples, not a full security audit.