https://abd.codes/blog Operating notes on systems integration, AI workflows, mobile releases, and interactive products. en https://abd.codes/blog/integrate-at-the-boundary https://abd.codes/blog/integrate-at-the-boundary Sun, 23 Aug 2026 00:00:00 GMT Systems / Integration When legacy operations already work, the safer move is usually a clear translation layer with ownership and observability—not a heroic replacement project. https://abd.codes/blog/ai-for-ambiguity-software-for-control https://abd.codes/blog/ai-for-ambiguity-software-for-control Sun, 23 Aug 2026 00:00:00 GMT AI / Workflow The strongest AI workflows keep interpretation narrow and surround it with deterministic permissions, validation, state, and measurement. https://abd.codes/blog/a-production-app-is-a-system https://abd.codes/blog/a-production-app-is-a-system Sun, 23 Aug 2026 00:00:00 GMT Mobile / Release The interface is the visible layer. Delivery risk usually lives in state recovery, network behavior, release operations, and the contract with the backend. https://abd.codes/blog/feedback-is-part-of-the-mechanic https://abd.codes/blog/feedback-is-part-of-the-mechanic Sun, 23 Aug 2026 00:00:00 GMT Interactive / Learning Interactive products feel responsive when every action produces an immediate, legible consequence and the next useful choice remains obvious.