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Notes, experiments, and write-ups from the AhsanLab workbench.

AI 13 min

Connecting OpenAI to a Real Backend: Lessons From SEO Automation

The naive version worked perfectly on fifty pages and failed four ways on twelve thousand — none of them about prompt quality. Wiring a model into a real backend is a batch-processing problem with an expensive, rate-limited, non-deterministic function in the middle, and it needs everything batch processing always needed.

May 28, 2026