tokens&
For enterprises
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Startup credits and perks
  • Agent Skills
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Hackathon
  2. Project gallery
  3. signal-integrity-live
Nicholas Frangiaabout 2 hours agoContributorJudging locked: Event build

signal-integrity-live

Signal Integrity Live is an AI-assisted cybersecurity platform that detects schema drift in security telemetry, diagnoses broken detection rules using Google Gemini, validates proposed repairs through deterministic regression testing, and records audit events in ClickHouse to improve detection relia

Review the project

Start with the source code, then open the demo or video if available.

View GitHub repository
Visit project websiteWatch demo videoProject gallery
Demo video
Watch demo video
Project description
Signal Integrity Live is an AI-assisted cybersecurity platform that detects schema drift, diagnoses broken security detections using Google Gemini, and validates proposed repairs through deterministic regression testing. Built with Python, Streamlit, and ClickHouse, it demonstrates safer AI-driven detection maintenance, reduced operational noise, and auditable repair workflows.
Project links
  • GitHub repository
  • Project website
  • Demo video
Tools used
  • ClickHouse logoClickHouse
Tools used
  • ClickHouse logoClickHouse