Application Platforms, Custom Development, and Audited LLM Insights

I design and build application platforms, APIs, and internal systems — and I audit how automated reasoning systems behave under stress. Creator of CipherCraft, a framework for transformation analysis and LLM reasoning evaluation.

Development Services CipherCraft Audits Reasoning Reports

What We Do

Application & Platform Development

I help teams design, build, and evolve application platforms that are reliable, scalable, and inspectable.

This includes:

  • Symfony and custom PHP applications
  • WordPress development, refactors, and performance work
  • API design and data integration
  • Internal tooling and operational systems

If it needs to live longer than a launch cycle, I design it to be understood and maintained.

CipherCraft — LLM Stress Testing & Reasoning Evaluation

CipherCraft is a framework for controlled transformation analysis used to stress test and evaluate automated reasoning systems.

It is designed to:

  • Expose hallucination and instruction-following failures
  • Separate signal from noise in model outputs
  • Evaluate reasoning under layered, adversarial conditions
  • Produce auditable artifacts, not subjective impressions

CipherCraft audits are suitable for teams deploying or evaluating LLM-driven workflows who need more than surface-level benchmarks.

→ Request a CipherCraft Audit

Reasoning Reports & Research

I publish structured reasoning audits and analysis through the Reasoning Review.

These reports document:

  • LLM self-analysis under controlled conditions
  • Failure-mode discovery and categorization
  • Comparative stress testing results
  • Methodology notes and experimental findings

This work functions as a public research and transparency layer alongside client-facing audits.

→ Read the Reasoning Reports

Why Work With Me

  • 20+ years designing and operating application platforms
  • Experience across media, enterprise, and internal tooling
  • Systems-first thinking, not framework-driven work
  • Emphasis on inspectability, auditability, and clarity

I don't just ship systems — I build ways to understand them.