HANDS-ON CONTRACT ENGINEERING
AI systems, designed and built with your team.
Direct collaboration with Joseph Gibli—from system boundaries to implementation and evaluation.
Embedded where the real decisions happen.
This is hands-on engineering for a startup team building or improving an AI product. I work alongside the people shaping the product, then turn a focused problem into a system that fits the existing stack.
Unlike Gibli Labs projects, which are original tools developed by the studio, this work begins with your product, your users, and the constraints your team is already navigating.
ENGAGEMENT SCOPE
From architecture to a working system.
Design the system
Clarify workflows, agent architecture, and the boundary between AI and conventional code.
Build and integrate
Implement a scoped solution that fits the product and the team’s existing stack.
Evaluate and improve
Make behavior, quality, and performance easier to observe and improve.