RICO: Adaptive API Security

Problem

  • APIs rely on security scanners that are context-blind
  • Static testing creates noise instead of useful insights
  • No learning loop, payloads repeat across scans
  • Vulnerabilities detected late, increasing cost and risk

Solution

  • OpenAPI-driven, context-aware scanning
  • AI-guided attack planning for relevant strategies
  • Persistent exploit intelligence using Snowflake
  • CI/CD enforcement blocks risky merges

Architecture

  • Hybrid model: heuristics + optional AI
  • Fast deterministic core logic
  • AI layer for reasoning and explainability
  • Fallback system for reliability
  • Pluggable providers (Gemini, future Snowflake Cortex)

Challenges & Fixes

  • AI Overuse → Reduced latency with hybrid approach
  • Platform Limits → Modular design for future upgrades
  • Inconsistent Scoring → Deterministic severity mapping

Impact

  • Proactive security instead of reactive
  • Faster and reliable scans
  • Consistent and auditable enforcement
  • Scalable beyond prototype stage

Principles

  • Balance of speed and intelligence
  • Determinism with adaptability
  • Innovation with operational safety

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