How Waclaude Works

Waclaude Enterprise Remediation Pipeline

Deep dive

Detection, minimal patching, sandbox validation, and governed PR rollout in one loop

Step through the Waclaude remediation pipeline powering enterprise deployments — from repo scanning to validated pull requests with approvals, rollout policies, and rollback automation.

Waclaude remediation pipeline

From repo scan to governed pull request

This four-phase loop powers Waclaude Enterprise, orchestrating detection, multi-LLM patch generation, sandbox validation, and PR automation.

Phase 1

Vulnerability Detection

Our AI continuously scans your codebase, dependencies, and runtime behavior to identify security vulnerabilities before attackers do.

CVE & SBOM scanning
Custom vulnerability patterns
Supply chain analysis
Zero-day detection
Phase 2

Multi-LLM Patch Generation

Three specialized AI models collaborate to generate secure, context-aware patches that maintain your code style and functionality.

GPT-4o for context understanding
Claude for code safety
Apache Fuyu for security expertise
Retrieval-augmented patching
Phase 3

Sandbox Validation

Every patch is compiled, tested, and fuzz-tested in ephemeral containers to ensure it fixes the vulnerability without breaking functionality.

Automated test generation
Regression prevention
Fuzz testing validation
Performance benchmarking
Phase 4

PR Creation & Deployment

Validated patches are automatically submitted as pull requests with detailed explanations, monitoring, and rollback capabilities.

Native GitHub/GitLab integration
SBOM attestation
Sigstore signing
Automatic rollback

Safety Controls

Production-ready patches you can trust

Unlike rushed manual patches that often introduce bugs, every automated patch is thoroughly validated through comprehensive testing and monitored post-deployment.

Surgical Precision

Minimal Change Patching

Our AI generates the smallest possible patch to fix each vulnerability, preserving your existing code structure and reducing review burden. Every patch follows security best practices while maintaining your team's coding standards and architectural decisions.

Average patch size~5 lines
Fix only
No refactoring
Preserve style
Match codebase
Fast review
<5 min average
Testing Suite

Comprehensive Validation

Automated test execution in ephemeral sandboxes ensures patches don't break functionality.

Unit & Integration Tests
Security Regression Suite
Fuzz Testing & Performance
Safety Net
Real-time Monitoring

Automatic Rollback Protection

Continuous monitoring with instant rollback triggers if anomalies are detected in production.

Control

Human-in-the-Loop

Configure approval gates for critical systems.

Waclaude Enterprise

Partner with us on governed rollout & controls

We collaborate with security-forward teams to tailor Waclaude's remediation pipeline to regulated environments — including change control, compliance evidence, and staged rollouts.

Enterprise pilot deliverables:

Co-designed remediation policies
Dedicated security engineering pod
Sandbox fleet sizing workshop
Change-management & SOC 2 mappings
Custom rollout & rollback playbooks
Executive-ready benchmarking reports