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Author Profile & Editorial Identity
Verified Technical Author & Architect

Ioannis

Founder & Principal Systems Architect · TokenMath

Location: European Union / Remote · Profile Verified: September 15, 2026

Biography & Systems Background

Principal systems architect and performance engineer specializing in distributed AI inference, high-throughput token economics, and LLM billing mechanics. Ioannis designed TokenMath's fail-closed verification pipeline to bring institutional-grade transparency to frontier AI pricing.

Technical Credentials & Domain Expertise

  • 10+ years engineering scalable cloud systems, streaming data pipelines, and API architectures
  • Architect of TokenMath's multi-source consensus pricing verification pipeline
  • Specialist in transformer tokenization mechanics, subword vocabularies, and GPU inference economics
  • Core maintainer of TokenMath's open model registry and first-party verification benchmarks
Editorial Integrity Standard

Every price published on TokenMath is verified directly against official first-party documentation from OpenAI, Anthropic, Google Cloud, DeepSeek, Meta/Together, Mistral AI, xAI, and Cohere. We do not publish speculative, unreleased, or community-rumored rates.

24-Hour Corrections SLA

All community-submitted rate changes and discrepancies are reviewed, verified against primary documentation, and deployed within 24 hours. All rate updates undergo dual-reviewer consensus and automated unit test suite verification prior to deployment.