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Shipping feedback, faster
Practical notes on collecting website feedback and turning it into changes an AI agent can ship.
2026-08-13
AI agent feedback workflow: from client click to shipped fix
The coding is no longer the slow part — the brief is. Here is the full loop from a client clicking the live site to an agent shipping the change.
Read the article2026-08-05
How to collect client feedback on websites — without PDFs
Annotated screenshots and email chains make a ten-minute change cost an afternoon. A simple process that keeps feedback on the page it belongs to.
Read the article2026-07-28
Best website feedback tools for agencies in 2026
Visual feedback tools all promise the same thing. The differences that matter: setup cost, how pins survive redeploys, and whether an AI agent can act on the output.
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