KummaFollow on X

Work.

Four systems, and a closer look at how they work. What comes in, what comes out, and the decisions in between.

  • KOTA

    A restaurant phone call becomes a menu-verified kitchen ticket. Streaming speech, item extraction, and confirmation carry the order from conversation to the kitchen.

    The decision. Check each item against the live menu and ask for clarification before committing an uncertain order.

  • ARCHON

    A multi-step task becomes a run across models, tools, and coding agents. Sessions, jobs, and execution turns keep the work and its reasoning trace inspectable.

    The decision. Choose a model or worker for each task, rather than hardwiring the agent to one provider.

  • Audiobook AI

    PDFs, EPUBs, Word documents, web pages, and pasted text become narrated chapters with MP3 audio and subtitle cues.

    The decision. Split text at sentence boundaries before synthesis, with safe punctuation as a fallback for longer spans.

  • Trade ledger

    A brokerage CSV becomes a per-trade profit-and-loss record. Buy and sell fills are paired before the table and charts read the results.

    The decision. Match stock lots in FIFO order and option fills by full contract, keeping unclosed quantities in the ledger.