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All four

Bug fixes · interaction improvements · experience refinement

Product improvement automation

Continuously fixes bugs and improves interactions, copy, and product experience.

Running daily

Operational review

A real operational review

2 tickets · skipped for 4 days
SIGNALReopened tickets were not recognised
Root causeOne status field carried two meanings

Human: reopened / Agent: already assigned

FixedRecognise reopened ticketsNextSeparate task and assignment state

What I built

I built an AI automation that continuously fixes and improves the product. It receives human feedback and issues found by agent inspections, fixes bugs, and improves interactions, copy, and the overall experience. Every change passes preview validation, independent review, and production checks. When a decision is uncertain or high-risk, the system stops and hands it to me.

Complete workflow

the run of 2026-08-20

Issue enters the shared tracker#172 · input
PatrolAgent
#172Awaiting decision
Tipping-page navigation issue
Date
2026-08-20
Source
Human report
Human feedbackAgent inspectionShared tracker

Read the issue, its history, and latest comments, then create the run record.

The issue enters the shared tracker with its context and latest comments.

Rows, categories and states are the real tracker. This one shipped as #172.

System design

Three critical controls

  1. 01

    Control execution scope

    InputClear issueDecisionControlledContinueProceed
    Uncertain / high riskPause and @reporter

    Only clear, controlled work continues automatically.

  2. 02

    Validate the product result

    FirstCode checksSecondPreviewConfirmIssue fixed
    Preview failsReturn to edit

    Passing code checks is not enough; the real page must be fixed.

  3. 03

    Separate authoring and approval

    AuthorEdit agentReviewIndependent agentGateFull checks
    SeparationNo self-approval

    The agent making the change cannot approve its own work.

In operation

Operating results

  • 86product and code improvements delivered
  • Dailynew issues checked and processed
  • 2independent gates before merge

Product workflow design · agent orchestration · product quality validation · release risk control · operational review and continuous improvement