Use Case 07

Design-Feedback Fix Loop — pinned comment → fixed, deployed, verified, replied, resolved

Every pinned comment comes back as a deployed fix with measured proof.

On-trigger
01The Pain

What was getting in the way.

Visual feedback ("fix the padding") arrived as pins on a review canvas, but turning a pin into a shipped fix meant a developer reverse-engineering what the reviewer saw, guessing at the intended geometry, and a slow reply loop. Feedback rounds with dozens of comments could stall a launch for days.

Context

Used on the marketing team’s own marketing pages and on client site builds (e.g., a moving company's new site).

02The Workflow

How the work runs.

  1. 01

    Trigger

    a comment lands on the website-review canvas (or a full client feedback round of dozens of comments).

  2. 02

    Agent pulls the comment payload

    Agent pulls the comment payload — exact page, pinned element selector, the reviewer's screenshot — so it knows precisely what they saw.

  3. 03

    Establishes ground truth by measuring

    Establishes ground truth by measuring the live page programmatically (element geometry, computed styles), never fixing from the screenshot alone.

  4. 04

    Finds the root cause in

    Finds the root cause in the code, fixes it (weighing blast radius on shared components), builds and deploys.

  5. 05

    Re-measures the live site to

    Re-measures the live site to confirm the target numbers, screenshots the fixed section.

  6. 06

    Replies on the comment with

    Replies on the comment with root cause, before/after measurements, and the proof screenshot; marks it resolved. Batch rounds are consolidated into one build pass with per-comment pass/fail reporting.

  7. 07

    Outcome

    feedback loop closes without a human developer in the loop; client-visible replies are held for account-manager approval on client canvases.

03In the Environment

Evidence from the workflow.

Screenshot coming soon
04Connected Systems

Each system has a role.

  • Intake / signal

    Visual feedback canvas

  • Record of truth

    Code repository

  • Action

    Website hosting/deploy

  • Record of truth (spreadsheet)

    Stakeholder progress log

05Capability Level

Why this is Coworker.

Takes assignments and reports back. You hand it work, it prepares and returns a result.

On client-facing canvases, replies and resolutions are held until the account manager approves; the agent reports and offers them instead of acting.

Effects / Outcomes

A full client review round of 27 comments was executed as one consolidated build pass with per-comment verification.

Fixes are verified with numbers (measured geometry before/after), not eyeballs — reopen rates stay near zero.

Reviewers get a same-thread reply with proof, which changed the tone of client review rounds from chasing to confirming.

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Find where a workflow like this fits.

Start with the systems, work, constraints, and authority already present in your operation.