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.
Latest
framework
The Wrapper Efficiency Pattern: Production-Tested Results from Security Tool Wrappers
Store tool output locally, return summaries, read full data on demand. A pattern applied across 68 VPS security tool wrappers.
framework
A Pattern for Tool Discovery in Agent Frameworks
How a PreToolUse hook could surface existing tools when AI agents attempt to create new scripts—and why I haven't implemented it yet.
Async Subagents: Building Parallel Workflows in Claude Code
How I implemented parallel task orchestration using Claude Code's new async subagents feature for concurrent multi-agent workflows.
infrastructure
Turn Any VPS Into a Remote Pentest Platform with Twingate
How to use Twingate's zero-trust architecture with Docker containers to conduct security assessments against private networks from anywhere - including the gotchas that'll save you hours of debugging.
career
The Blind Spot Problem: Using CliftonStrengths for Self-Awareness and Team Composition
Your dominant talents shape what you naturally perceive - and what you systematically miss. Here's how to diagnose your perceptual gaps, calculate team-level domain debt, and build partnerships that compensate for what you can't see on your own.
compliance
Choosing a VPS for Penetration Testing: Provider Comparison December 2025
Most VPS providers ban pentesting. Here's why I use a dual-VPS architecture and a comparison of 7 providers with verified December 2025 pricing and policies.
infrastructure
API-Driven Zero-Trust Infrastructure: GraphQL Automation for Home Lab Deployment
Complete technical breakdown of building production-ready zero-trust network access to home lab infrastructure using Hyper-V, Ubuntu 24.04, and Twingate API automation.
career
Rapid Pentest Infrastructure: API-Driven Deployment with Docker + Twingate
Deploy security testing infrastructure rapidly with API automation. Real workflow for consultants using VPS, Twingate zero-trust access, and Docker containers.
infrastructure
Zero-Trust Docker Lab: Localhost Binding + Twingate for Production Scale
How to deploy security tools across VPS instances with zero public exposure using Twingate and Docker. Complete 7-step workflow with validation procedures for production and testing environments.
security
Dual-VPS Hardening: Balancing Availability and Security Across Different Infrastructure Tiers
Implementing defense-in-depth across dual VPS instances with 7 security layers. Production (Hostinger) prioritizes availability, security testing (OVHcloud) prioritizes lockdown.
career
The Job Market in 2025: Year-End Reality Check
The official 4.6% unemployment hides a darker truth. When you count contractors, discouraged workers, and the H-1B exodus, the real number approaches 9%. Here's what a full year of data shows.