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Storefront Media Lifecycles: Keep Original Image Inputs for Reprocessing

An e-commerce catalog has one constraint that changes this decision: a product photo will probably outlive the thumbnail specification that happens to be current when the seller uploads it. TL;DR: retain the original as an immutable source, generate the derivatives required by today's storefront at upload time, and keep a repeatable reprocessing path for tomorrow's design. On-demand…

We haven't written up this one. Dev.to has the full story — the link below goes straight to it.

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USER FEEDBACK SYNTHESIS

Building FeedbackOS: Turning Customer Feedback into Evidence-Based Product Insights Customer feedback is one of the most valuable sources of information for improving a product.

Engineering the Scan and Recommendation Agents for a Memory-Driven GEO System

The AI pipeline turns a brand name into two things: a measurable GEO visibility result and a recommendation for what to do next.

  • Scan Agent collects and organizes evidence from brand name and category.
  • Recommendation Agent proposes course of action based on scan history and actions log.
  • Separating agents simplifies testing and isolates data collection vs. recommendation issues.

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