Catalog
An LLM-assisted forms platform for government forms. Data flows from collection specs through form definitions to submissions.
Presentation
Slide Deck
15-minute live presentation — narrative arc, key findings, and demo
Walkthrough
Guided tour of the project — problem, approach, LLM integration, and demo
Experiment suites
PDF field extraction
Nine variants compared on recall, precision, sensitivity. Hybrid-v1 is the current default.
Shaping model comparison
Haiku vs Sonnet vs Opus on conversational shaping commands. Prompt disambiguation, not model size, is the bottleneck.
Authoring pipeline
RAG-driven form generation from a Wisconsin SNAP policy corpus. Ablation confirms the corpus is load-bearing.
The System
Architecture
System overview, data model, deployment, threat model
Decisions
21 decisions across architecture, infrastructure, design
The Work
The Craft
Design System
Tokens, components, compositions, and visual language
A digital services project by Flexion