The Tree Grows a New Ring: Recomposing a Civic AI in Hours
On recomposing a multi-repo civic AI system between two rounds of a municipal election
System architecture, design patterns, and technical structure
View All TagsOn recomposing a multi-repo civic AI system between two rounds of a municipal election
A day of root growth — the kind you can't see from outside the tree
Or: how three years of infrastructure and three months of civic AI led us to the Dead Poets Society — and why the yawps are about to begin
How 60 social media screenshots became a searchable civic memory in one afternoon
Today we completed a major architectural milestone: modular prompt management for Forseti461. Each feature now has its own versioned prompt in Opik, enabling independent optimization and A/B testing.
From a single monolithic prompt to a clean separation of concerns — each Forseti feature can now evolve independently while sharing a common persona.