Human Developer Guide

Human Developer
Onboarding Guide

Build reliable automation, audit production security, and analyze runtime state across software releases.

Onboarding Paths

🌱

Beginner

Master UniversalInput, run_canonical_pipeline(), and graph extraction.

Intermediate

Authenticated session continuation, Kaalka management, DOM stabilization.

🔬

Enterprise / Security

State diffing across deployments, replay proofs, policy enforcement.

Deployment State Diffing Tutorial

Compare staging and production using deterministic graph hashes to detect structural drift.

diff_audit.py
from webweavex import UniversalInput, run_canonical_pipeline

def audit_deployment_diff(staging_url: str, production_url: str):
    staging = run_canonical_pipeline(UniversalInput(source=staging_url, sourceType="web"))
    prod = run_canonical_pipeline(UniversalInput(source=production_url, sourceType="web"))

    if staging.pipeline_hash == prod.pipeline_hash:
        print("Staging and Production are mathematically EQUIVALENT.")
        print(f"  Hash: {staging.pipeline_hash}")
    else:
        print("Structural divergence detected!")
        print(f"  Staging:  {staging.pipeline_hash}")
        print(f"  Production: {prod.pipeline_hash}")

audit_deployment_diff("https://staging.example.com", "https://app.example.com")

Migration Matrix

FeatureLegacy ScrapersWebWeaveX
Element SelectionFragile CSS SelectorsDeterministic Node UUIDs
Auth ContinuityRe-login every runKaalka v5 Encrypted Persistence
Output VerificationString diffingSHA-256 State Hash Verification
SPA SupportBreaks on dynamic contentDOM Stabilization
ReplayNot possibleTopological Equivalence Proofs
Cross-LanguageLanguage-specific hacksIdentical Parity Across 5 SDKs

Troubleshooting

Hash Mismatch

Verify all SDK versions match v3.0.0 and Kaalka key derivation parameters are identical.

Session Expiry

Encrypted sessions expire based on Kaalka time-indexed key. Re-initialize with fresh credentials.

DOM Volatility

Check for framework-generated volatile attributes (React keys, Vue UIDs) that the stabilizer should filter.

Memory Overhead

Use max_depth parameter in UniversalInput to limit graph traversal depth.