Candid Moments: Durable Media Processing and Moderation
How Candid Moments uses direct S3 uploads, durable PgBoss jobs, Rekognition, persisted state, and host controls to process event media safely.
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Practical architecture decisions, tradeoffs, and operating lessons from software that has to survive business change.
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How to Build a Safe AI Agent Around Business Data
A practical architecture for AI agents that can read business data, draft actions, and stay inside controlled permission boundaries.
Legacy Software Modernization in the AI Era
How AI changes the economics of legacy modernization, and why architecture, data ownership, and incremental migration still matter.
AI Workflow Automation for Small Businesses: Where to Start
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Building Inbox2Order: Human-Reviewed Email-to-Order Automation
How Inbox2Order turns unstructured email requests into validated order drafts while keeping business-system writes under human control.