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AGENT SECURITY · functional prototype

ClawGuardian

team-built prompt-injection defense prototype for agent workflows.

Role
hackathon winner · hookemhacks '26
Tools
Python · Blockchain · FastAPI · NLP · Smart Contracts
Public artifacts
4

What I built

built by a four-person team at hook 'em hacks '26. the prototype screens text and file inputs before they reach an agent and records hashed threat indicators in a shared registry. it won the event's security track and the aws sponsor track.

the threat

Screen untrusted input before an agent can act on it.

The prototype intercepts text and uploaded content, runs pattern and semantic checks, and assigns a response before forwarding the input to an agent.

  • Project benchmark reports low-millisecond classification overhead
  • Multi-layer detection: pattern matching + semantic analysis
  • Graduated response: warn, sanitize, or block

on-chain sharing

Share hashed indicators without sharing the original payload.

When the prototype blocks an input, it can publish a hashed indicator to a shared registry. Other test instances can read that registry during synchronization; the hackathon prototype does not establish production-scale propagation or complete coverage.

  • Shared threat registry demonstrated in the hackathon prototype
  • Privacy-preserving: only hashed signatures are shared on-chain
  • Test instances can refresh local indicators from registry events

Artifacts and limits

Project images and measurements are shown as project-produced material, not independent validation.

ClawGuardian injection test
Example input used in the hackathon demonstration
ClawGuardian latency benchmark
Project-reported benchmark; not independently reproduced

functional prototype

Last content review: July 2026. Scope is limited to the material linked on this page.

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