Editorial Standards

How SENSEI research, verifies, and publishes technical content on AI security, zero trust, and offensive security.

Our Commitment

Every article on SENSEI is written by Ayoub Zulfiqar, a practicing systems architect and security researcher with 8+ years of hands-on experience. Content is based on primary research, peer-reviewed frameworks, verified incident data, and direct implementation experience — not aggregator summaries.

1. Author Credentials

All content is authored by Ayoub Zulfiqar (SENSEI), who holds:

  • 8+ years of hands-on experience in systems architecture and offensive security research
  • Active open-source maintainer (Cascadia, Automous, PhoenixDB — 80+ public repositories)
  • Contributor to Cloud Security Alliance AI Safety Initiative frameworks
  • Published research on shadow AI governance, zero trust for AI workloads, and post-quantum cryptography
  • Google Developers profile verification

2. Research & Sourcing

Claims are sourced from:

  • Primary research: surveys conducted by the author (e.g., Q2 2026 Security Practitioner Survey, n=23)
  • Peer-reviewed frameworks: NIST, ISO/IEC 42001, CSA AICM, OWASP
  • Vendor-agnostic analysis: no sponsored content or affiliate relationships
  • Incident data from IBM X-Force, Verizon DBIR, HiddenLayer, and public breach disclosures
  • Direct implementation experience from client engagements and open-source tooling

3. Fact-Checking Process

Before publication, each article undergoes:

  • Technical review — All security claims, framework references, and implementation steps are verified against primary sources (vendor docs, NIST publications, RFCs)
  • Data validation — Statistics, percentages, and dollar amounts are cross-referenced with original reports
  • Link verification — All external links are checked for accuracy and relevance before publication
  • Schema validation — JSON-LD structured data is validated against Schema.org specifications

4. Content Independence

SENSEI maintains strict editorial independence:

  • No sponsored posts or paid placements
  • No affiliate links (all external links are editorial)
  • No vendor-funded content without disclosure
  • Product recommendations are based on technical merit, not commercial relationships

5. Updates & Corrections

Security landscapes change rapidly. We maintain a correction policy to ensure content remains accurate:

  • Articles are reviewed quarterly for technical accuracy
  • Material errors are corrected immediately with a visible correction notice
  • The dateModified field in schema is updated when substantive changes are made
  • See our Correction Policy for details

6. Reader Feedback

We welcome technical corrections and clarifications from readers. If you identify an error in any article, please contact us at contact@ayoubzulfiqar.com with:

  • Article URL and section reference
  • Specific claim in question
  • Correct information with source

We aim to acknowledge all technical feedback within 5 business days and publish corrections within 10 business days when warranted.