An X-focused prototype with event deduplication, persistent ledgers, reservations, and human-review gates.
Model activity, repeated events, identity changes, opt-outs, and account ownership.
Build durable state and reservation logic with review and recovery paths.
Validate synthetic scenarios before any live collection or outreach.
An engagement workflow needed to survive retries, changed handles, repeated events, opt-outs, and existing customer ownership.
Ran synthetic workflow scenarios and local persistence, authentication, graph, and recurring-state checks. The native synthetic execution was also verified.
Delivered a tested engagement prototype with persistent state, controlled handoffs, and human-review gates.
Delivered a tested prototype, inactive workflow modules, and a deployment handoff. Hosted integrations, real collection, and outreach remain outside the completed prototype.
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Tell me about your target accounts, current stack, and the step between research and outreach that needs attention.