Hujia
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AI capability

The nightly bug agent

Sippa · runs overnight

86bugs closed

yesyesnonoBug trackerFix itOpen a PRAdversarial reviewCI all greenMerge

Social content

Sippa · five a day

5a day, review-ready

yesnoPick the angleDraftI read itGood to goPublished

My own multi-agent system

My machine · unattended

yesnoyesnoProject stateRank, then planAdversarial reviewIrreversibleI approve itRuns unattended

The source-validation script

KIRAPAY · model sourcing research

yesnoA research claimQuote · URL · date · shotAll four thereKeptThrown out

What it costs when it gets one wrong

  • Least privilege

    Only the tools that task needs

  • Human approval

    Irreversible actions stop. Always.

  • Serialised writes

    One writer per repository

Whether a model may be sold

  1. 1Resale rights
  2. 2Content policy
  3. 3Watermarking
  4. 4Unit cost

Clear three, fail the fourth, and it still cannot ship.

A platform can only sell what someone checked it may sell

Still running

  • Grand Vigor · part-time, 2025.08 – 2026.01

    Quoting and reporting, automated

    • Both processes recurred weekly and neither was requested; I identified them and automated them.
    • The first version was a quotation tool.
    • In the same period I rebuilt the product-visual pipeline around AI tooling: modelling, rendering, product imagery.

    Still in operation 7 months after I left

  • KIRAPAY · the BD team

    n8n chains and AI batch pipelines

    • Built for the business-development team; in daily operational use.