srand.info is my personal knowledge base: a collection of projects, technical notes, lessons learned, experiments, and occasional detours. My career and interests have crossed software, infrastructure, photography, automotive work, and independent media.

The categories will evolve, but the purpose is simple: document what I build, preserve what I learn, and share anything that might be useful or interesting to someone else.

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AI, Software & Infrastructure

The Real Work Is Intake

The glamorous part of my Markit idea is the AI appraisal. Take photos of an object, identify what it might be, gather evidence, estimate value, and generate listing drafts for marketplaces. That is the part people notice. The less glamorous part is more important: getting the photos into the system without making the workflow miserable. … Read more

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The Signup Endpoint That Never Sent The Confirmation Email

I could see newsletter subscriptions accumulating in the list manager as unconfirmed. That seemed normal at first. Double opt-in begins in an unconfirmed state and becomes active after the subscriber clicks a message. The confirmation message was never being sent. Two Endpoints Created Similar Records The signup path posted to Listmonk’s administrative subscriber endpoint. That … Read more

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Software & Infrastructure

SPF Is Not Enough

I received a suspicious email that looked, at first glance, like evidence of a compromised mail server. That sounds obvious, but it is easy to skip the boring investigation step when the message looks alarming. A spoofed display name, a familiar sender address, and an unexpected recipient can make the situation feel worse than the … Read more

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