Agent systems
Task-bounded agents with tools, memory, and an audit trail — not open-ended chat.
Applied AI & software
Southski designs and builds AI systems, product interfaces, and software that hold up outside the demo — precise, useful, and ready to run.
Selected systems and product surfaces. Swap these cards for shipped work when you have public case studies.
A tight stack: models where they earn their keep, software everywhere else.
Task-bounded agents with tools, memory, and an audit trail — not open-ended chat.
Ingest, extract, retrieve, and cite. Knowledge that other software can trust.
Interfaces that make model output usable: review, edit, approve, export.
APIs, dashboards, and automation around the model so the work actually moves.
Studio
An independent practice for applied AI and software. The brief is simple: pick a job that matters, build the smallest system that does it well, and keep a human in the loop where judgment still wins.
If you have a product to ship, a workflow to take off someone’s plate, or a prototype that needs to become a tool — that’s the work.