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AI capability

I do not just use AI tools. I design systems that can carry real work, prove what they did, and stop before they overstep.

Built and orchestrated with Claude Code and Codex. These four systems cover product improvement, content, creator research and project operations; each is shown through its real workflow and one recorded run.

Operating Sippa

See the product
  1. 01

    Product improvement automation

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

    Ships unattended

    Sippa · runs while I sleep

    86product and code improvements delivered

    Two gates before it merges: an independent review agent, and a full CI run

    Running daily

    Explore the workflow and review
  2. 02

    Editorial automation system

    Produces the day's video and image-and-text assets, then stops for editorial approval.

    Waits for approval

    Sippa · every morning

    5deliverables a day, video and image-and-text, ready to publish

    Publishes nothing on its own

    Running daily

    Explore the workflow and review
  3. 03

    Creator research and outreach system

    Finds creators worth approaching, writes each of them a tailored message, and sends approved outreach.

    Sent after human review

    Sippa · research, drafting and outreach

    100%screening accuracy in the manually reviewed sample

    80%reply and partnership conversion in the outreach sample

    Outreach sent

    Explore the workflow and review

Across projects

See the product design
  1. 04

    Multi-project agent operating system

    Keeps project state current, ranks the next actions, and sends approved work to execution agents.

    Ships unattended

    My machine · unattended

    2months from nothing to something used every day

    and one post-mortem here killed the tool's own premise

    Running daily

    Explore the workflow and review

The three Sippa systems handle product improvement, content and creator outreach. The personal dashboard handles state, next actions and execution permissions across projects.