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Capability build Legal · Immigration · High-stakes regulated workflows

Multi-agent platform for high-stakes legal workflows — a capability build

Conversation-first immigration-petition platform — multi-agent architecture over versioned legal knowledge bases, with citation guarantees on every answer.

Category
Capability build
Industry
Legal · Immigration · High-stakes regulated workflows
Role
Architect, lead engineer, full-stack developer
Scope
Multi-agent conversational platform for petition assembly across complex statutory criteria, with versioned knowledge bases and append-only audit logs
Duration
Active build (capability we own and continue to extend)
Capabilities
Agentic AI Multi-Agent Systems Retrieval-Augmented Generation Versioned Knowledge Bases Citation-Backed Answers Conversational Interfaces Append-Only Audit Logs

What this is

A conversational, multi-agent platform we designed and built that walks an applicant through assembling a complete petition packet for extraordinary-talent and national-interest immigration categories (O-1A, EB-1A, EB-1B, EB-2 NIW). The applicant interacts with a single paralegal-style conversational interface; everything else — orchestration, domain agents, knowledge retrieval — runs behind it. Final packets are reviewed by a human before submission.

We share architecture and a live walkthrough under NDA.

Why we built it

Petition assembly for these visa categories is one of the hardest places to do generative AI well. The criteria are statutory, the evidence requirements are precise, the cost of a hallucinated citation is a denied case, and the people doing the work today are expensive specialists whose time is poorly spent on intake and routine drafting. We wanted to demonstrate that a multi-agent system could compress the early- and middle-stage work without compromising defensibility.

What it does

Built with

LayerStack
ModelsLeading frontier LLM (generation), open-source embedding models (retrieval)
BackendPython, FastAPI
DatabasePostgreSQL with vector + full-text extensions
Cache & messagingRedis
Object storageS3-compatible
FrontendReact + TypeScript + Vite + Tailwind + Shadcn/ui
OrchestrationDisciplined agent runtime; open-source agent libraries where they fit
ReproducibilityDocker Compose (clean clone → running stack)

What this means for you

If you have a high-stakes domain workflow — immigration, regulatory filings, clinical-trial protocols, grant petitions, complex insurance claims, anything where the cost of a hallucinated answer is unacceptable — we can:

Want to see the platform in a live walkthrough under NDA? Contact us.

Ready to talk about your project?

We respond within one business day.

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