
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 Candid Moments uses direct S3 uploads, durable PgBoss jobs, Rekognition, persisted state, and host controls to process event media safely.
Read article →A practical look at email-to-order automation: parsing requests, validating products, handling missing information, and creating reliable orders from messy inbox data.
How Inbox2Order turns unstructured email requests into validated order drafts while keeping business-system writes under human control.
The product and architecture decisions behind a launch-ready platform foundation for coordinating surplus food, participants, partners, and logistics workflows.
Introduction to my programming blog and personal journey in software development, from TI-83 calculator programming to full-stack development.