---
license: apache-2.0
tags:
- decision-engine
- system-one
- laya
- requin-agent
- security
- prompt-injection
- web-attack
language:
- vi
- en
pipeline_tag: text-classification
---

# Requin-Agent Security Decision Engine (Fine-tuned Laya)

Fast, calibrated System 1 Risk Investigator for zero-latency threat triage:
- **Base Model**: `convaiinnovations/laya`
- **Trained on 88,000+ security cases** (OWASP LLM01, Web Exploits, MITRE ATT&CK).
- **Latency**: ~32ms per request on Tesla T4.
- **Calibrated ECE**: < 0.08 with L-BFGS Temperature Scaling.
- **Routing Actions**: `allow` (46.3%), `block` (24.3%), `invoke_llm` (20.5%), `escalate_human` (8.9%).