Band of Agents / ClaimBand

Open-source prototypeSeven-day hackathon

A four-agent insurance-claim prototype that carries validated Pydantic state across three frameworks and preserves an inspectable approve, deny or escalate trail.

Problem

A multi-agent decision is difficult to trust when hand-offs and model reasoning disappear between steps. The prototype needed a shared context and an inspectable decision trail.

Implementation record

How I solved it

  1. 01

    Carries one validated Pydantic claim record through a four-agent relay instead of reconstituting unvalidated text at each hand-off.

  2. 02

    Combines LangGraph, the Gemini SDK and CrewAI around shared Band-room context so coverage, fraud and escalation decisions can be followed across framework boundaries.

  3. 03

    Keeps hard coverage, fraud and escalation rules deterministic and captures decision trails, so a provider failure or model output cannot silently override a guardrail.

My role / what I owned

Hackathon builder

  • Built the four-agent relay across LangGraph, Gemini SDK and CrewAI.
  • Kept one validated Pydantic claim record through shared Band-room hand-offs.
  • Added deterministic coverage, fraud and escalation guardrails plus captured evidence trails.

How it was built

Team
A Band of Agents Hackathon entry; the public project does not document a human collaborator split.
Tools
  • LangGraph
  • Gemini SDK
  • CrewAI
  • Groq
  • Pydantic
  • Band shared context
Use of AI
Models provide specialist judgement and narration, while deterministic rules preserve coverage, fraud and escalation boundaries when a provider fails or violates a hard rule.

Source and current state

  • 14 public commits at the 9 August 2026 review.
  • Seven direct test modules plus fixtures, captured decision trails and submission artefacts.
Status
Seven-day hackathon prototype with public source and artefacts.
What it shows
The prototype demonstrates traceable orchestration across four agents and three frameworks.