Build
Technical and product breakdowns — how I built systems, designed architectures, and solved real engineering problems.
← Back to WritingHow I built Fleet OS
FlagshipFull-stack EV fleet operating system — Fleet Ledger data model, Data Harness, rider onboarding 7-step, KYC hybrid, WhatsApp gateway, Cloudflare Queues + R2.
Designing an AI Data Harness
SOURCE → IDENTITY → SCOPE → CLASSIFICATION → VALIDATION → PERMISSION → AI POLICY → ACTION → AUDIT → LEDGER. Every WhatsApp message gated through the harness.
WhatsApp → AI Operations
WhatsApp API gateway single transport, wa.example.com gateway, human-in-the-loop approval for HIGH risk, auto-reply via [redacted phone], document processing job idempotent processing.
Building AI approval systems
AI assistant vs AI operator: identify → propose → approval → execute. Human-in-the-loop governance for production AI systems.
Coming soon →
Cloudflare Workers + Queues + R2
Idempotent document processing job processing, hash(messageId+attachmentId), Evidence 96% confidence, Container warm DR, R2 private presigned.