AI‑Native commerce run by agents

Period  — Present

deepeet started as a consignment business selling fruit from wholesale suppliers on sales channels. The first piece was order automation, which turns sales‑channel orders into purchase orders with wholesale suppliers. Routing, pricing, settlement, sourcing, listings, customer support and advertising followed, each built in‑house on top of it. AI agents decide from evidence, and the commerce system executes only after checking permissions and safety conditions. Each result is then checked against the official status at the sales channel or supplier. Important code changes are verified by a different model from the one that wrote them.

Reached 700+ orders and over ₩10M in revenue within three months through automation.

GoNext.jsPostgreSQLHermes Agent

Completion reports versus actual state

Problem
An agent's completion report can differ from the actual system state.
Solution
The lead reviews the report, and the system executes only procedures that pass the rules kept in vat. The actual state is checked again afterwards. All 19 underlying repositories follow the same rules.

Architecture

Lead agent for business operations

Single point of contact for the user · task assignment · result checks · final decisions

Knowledge and memory

  • Business records

    Review before changes

  • Lead agent records

    Principles · workflows · operations journal

  • Conversation memory

    Summarized conversations and user information

  • Search index

    Search material derived from records · not used as evidence

Execution and control

  • Commerce systems

    Order automation · routing · pricing and settlement · sourcing · listings · operations console · advertising

  • Task board

    Long‑running work, handovers and retries

  • Release process

    Changes across 19 repositories · validation of what changed · checks after deployment

  • Permissions

    L0 lookups, classification and drafts · L1 running defined procedures

  • Unattended operation

    Messenger connection monitoring · automatic start after reboot · encrypted backups

Development

  • InvestigationL0

    Root causes and technical evidence

  • ImplementationL0

    Work within assigned tickets

  • ReviewL0

    Quality, regression and security checks

Business operations

  • ProductL1

    Planning, detail pages, listings and verification

  • Customer supportL0

    Classifying text inquiries and drafting replies

  • FinanceL0

    Source lookups, reconciliation and reports

  • MarketingL0

    Advertising and marketing decisions

  • Supplier monitoringL0

    Checking and organizing supplier notices

Agent workResult reportLead reviewSystem action after permission checksActual state check