▸ LIVE THREATS
CVE-2026-0381CRITICAL · pyyaml RCE · EPSS 0.91AGENT-ASQLi confirmed · repo: api-gateway · exploit in 4.2sCVE-2026-1142HIGH · pillow heap overflow · EPSS 0.73AGENT-FPath traversal detected · /uploads endpoint · auto-queuedPATCH MERGEDCWE-89 remediated in 7m 22s · 0 test regressionsCVE-2026-2049CRITICAL · requests SSRF · EPSS 0.88AGENT-BParameterized query patch applied · 3 lines changedCVE-2026-0512HIGH · flask debug RCE · EPSS 0.79CVE-2026-0381CRITICAL · pyyaml RCE · EPSS 0.91AGENT-ASQLi confirmed · repo: api-gateway · exploit in 4.2sCVE-2026-1142HIGH · pillow heap overflow · EPSS 0.73AGENT-FPath traversal detected · /uploads endpoint · auto-queuedPATCH MERGEDCWE-89 remediated in 7m 22s · 0 test regressionsCVE-2026-2049CRITICAL · requests SSRF · EPSS 0.88AGENT-BParameterized query patch applied · 3 lines changedCVE-2026-0512HIGH · flask debug RCE · EPSS 0.79
System Operational · 7 Agents Active · Real-Time Monitoring

Autonomous
VulnerabilityRemediation

// White-Hat AI Swarm · v2.0 · April 2026

A 7-agent AI pipeline that detects, exploits, patches, and validates security vulnerabilities — fully autonomously, with Docker isolation and real-time monitoring.

88%Research Implementation
2-5mAvg Remediation Time
200+Features Implemented
10xFaster Than GPT-4
AGENT ACTIVITY FEED — LIVE
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Agent Architecture

Seven-Agent Pipeline

Triage → Finder → Exploiter → Engineer → Safety Validator → Approval Gate → PR Creator — running 24/7 with Docker isolation.

Agent 1
🔍
The Finder
Vulnerability Discovery

Analyzes commit diffs using Semgrep + RAG + AST parsing. Identifies SQL injection, XSS, command injection, and 40+ vulnerability patterns — ranked by CVSS severity.

llama-3.3-70b-versatile (GROQ)
1
Agent 2
💥
The Exploiter
Proof-of-Concept Generation

Generates real exploit scripts and runs them in an isolated Docker sandbox (no network, 256MB RAM, 30s timeout). Only confirmed exploits proceed to patching.

llama-3.3-70b-versatile (GROQ)
2
Agent 3
🔧
The Engineer
Secure Patch Generation

Creates secure patches using CWE-specific fix patterns. Generates test suites, respects code style, and retries up to 3× with LLM feedback on failures.

devstral-small-2505 (Mistral)
3
Agent 4
✅
The Verifier
Patch Validation

Runs test suites in Docker sandbox, re-executes exploits on patched code, and scans for regressions. Final quality gate before PR creation.

Reviewer LLM + Docker Sandbox
4
Data Flow

The Autonomous Pipeline

A sequential + event-driven architecture. Every step is auditable and cost-bounded.

Live Demo — Auto-playing
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Finder
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Exploiter
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Engineer
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Verifier
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PR #47
▶ Found SQL Injection in db.py:42 · HIGH
7
Specialized AI Agents
🤖
3
Max Patch Retry Attempts
#
2-5m
Average Pipeline Time
⏱
6
Docker Security Layers
🔒
Defense in Depth

Security Architecture

A system that executes AI-generated exploit code must be hardened against every attack vector — especially itself.

Prompt Injection DefenseCritical

▶Document blocks — untrusted code diff isolated from instructions structurally
▶Append-only audit log → SOC 2 evidence trail
▶Signed tool definitions — prevents tool poisoning via repo
▶Input sanitisation — all LLM inputs scrubbed before prompt injection

Sandbox IsolationHigh Risk

▶Docker container (dev) — 30s timeout, 256MB cap, no network
▶cap_drop ALL + pids_limit 50 + non-root user
▶Exploit-only: stdlib + requests — pre-validated before sandbox
⚠Firecracker microVMs (prod) — hardware-level isolation (WIP)

Patch ValidationMulti-Layer

▶Semgrep security-audit on every patch diff before merge
▶OSV scanner on all new dependencies introduced by patch
▶50-line surface area cap — larger patches require human approval
⚠Semantic equivalence — differential fuzzing on 10K inputs (WIP)

MCP HardeningProtocol-Level

▶Mutual TLS + DPoP tokens (300s TTL) — all gateway traffic
▶Per-agent RBAC — Engineer cannot merge; only writes PR drafts
▶OpenTelemetry traces on 100% of tool calls — anomaly alerting
▶HashiCorp Vault dynamic secrets — 24-hour TTL API key rotation
// Based on DARPA AIxCC Research · 88% Implementation

Security at Machine Speed

From commit webhook to merged patch, fully autonomous — averaging 2-5 minutes with Docker-isolated exploit validation.