falcon by Circuit Forge LLC — Government forms — benefits, FAFSA, immigration, permits
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Harrier — Government Forms & Benefits Navigation

Part of the Circuit Forge LLC "AI for the tasks you hate most" suite.

Status: Backlog — not yet started. Peregrine must prove the model first.

What it does

Harrier guides you through government forms and benefit applications — translating bureaucratic requirements into plain language, pre-filling what it can, and tracking deadlines so nothing lapses. Covers benefits, FAFSA, immigration paperwork, and permit processes.

The harrier is low, fast, and persistent — exactly what navigating government systems requires.

Why it's hard

Government forms are designed for compliance, not usability:

  • Applications are long, interdependent, and punish small errors with delays or denials
  • Eligibility rules vary by state, household composition, income, and program
  • Deadlines are strict and consequences of missing them are severe
  • Immigration forms carry legal risk if misunderstood or incorrectly filed

Core pipeline

Identify the form or benefit needed
→ AI explains eligibility requirements in plain language → Gather required documents
→ Pre-fill draft with AI assistance → Human review + submit
→ Track status + follow-up deadlines → Draft appeals if denied

Coverage areas

  • Benefits: SSI, SNAP, Medicaid, housing assistance, TANF
  • Education: FAFSA, state grants, dependency edge cases
  • Immigration: I-130, I-485, N-400, DACA renewal, travel documents
  • Permits & licenses: by jurisdiction (building, business, professional)

Product code (license key)

CFG-HRRR-XXXX-XXXX-XXXX

Tech notes

  • Shared circuitforge-core scaffold
  • PDF parsing (pdfplumber) for government form templates
  • Eligibility rule engine: structured YAML by program + jurisdiction
  • State agency contact directory
  • Vision module: scan mailed notices via moondream2 / Claude vision