Client work is anonymised. Hackathon builds link to their canonical case studies.
A deploy gate for PostgreSQL migrations: it flags lock-taking statements, proves the locks in embedded Postgres, estimates blocking time, and has IBM Bob rewrite them for zero downtime.
An operations dashboard for community pantries: a Strands agent handles routine coordination through narrow tools, and people decide how scarce resources are used.
An AI operations agent for agencies that turns conversations into typed, evidence-backed memory in CockroachDB, so decisions, instructions and tasks survive the session.
A launch-readiness workspace that turns an incomplete client brief into a readiness score, gaps, a risk register, follow-up questions and an editable launch checklist a person approves.
A local, review-first creative studio prototype that turns product images and campaign briefs into reviewable marketing concepts, with real SDXL inference verified on AMD Radeon.
An autopilot quoting agent for service businesses: Qwen reads the request, deterministic tools own price and availability, and a human approves before anything is sent.
Turns scattered client instructions (briefs, notes, emails, chats) into an evidence-backed scope that a person reviews and confirms before any work is committed.
Turns a short video clip into four caption styles by sampling frames in the browser and calling Fireworks models, with honest fallbacks and human review before anything is posted.
Decision support for community AI readiness: transparent local scoring, gaps, scenario comparison, a three-phase responsible-AI roadmap, and an optional AI policy insight.
Describe the problem. A few sentences is plenty.
