How to Measure Token Efficiency Yourself: A Hands-On Guide
Step-by-step guide to measuring token counts with tiktoken. Validate efficiency claims, build your own measurement framework, and test your Code API wrappers.
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Framework Redesign: What I Learned
A comprehensive audit revealed systemic architectural problems in the IA framework. Here's what patterns worked consistently, what caused failures, and why a complete rebuild is the only viable path forward.
Web Application Pentesting: OWASP-Driven Methodology
Professional web application security testing using OWASP Top 10, WSTG, ASVS, and API Top 10 as an integrated methodology - not just a checklist.
Pentest Workflows: Three Modes
Quality penetration testing at a fraction of the cost. AI-assisted security assessment with rigorous scope compliance, impact-driven prioritization, and professional deliverables.
Why GRC Programs Fail (And How NIST Security Lifecycle Fixes It)
Four-phase closed-loop security program using NIST CSF 2.0. From risk assessment to continuous improvement—with real test case evidence proving it works.