U.S. flagA digital services project by Flexion

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

Personas

Who the system serves

Stories

What's being built

Experiments

What we're exploring

The Craft

Design System

Tokens, components, compositions, and visual language