FAVRITE | Azure Engineering, AI & Real-World Fixes

Choosing the Right Azure Storage Tier for Large File Migrations The complete decision framework for storage tier selection during large file migrations — Azure Files tiers, Blob tiers, cost modelling, early deletion traps, lifecycle automation, and the 2026 changes that affect every migration running today. By Francis Avorgbedor | Azure Engineer  ·  July 14, 2026  ·  18 min read  ·  Storage Tiers · Cost Optimisation · Migration FA Francis Avorgbedor Azure Engineer  ·  SEVENAI  ·  Azure Field Notes 9 Distinct Azure storage tiers across Files and Blob — most engineers know only 3 15hrs Archive tier rehydration time at standard priority — the delay teams forget to plan for 128KB Minimum billable object size for Cool/Cold/Archive from July 2026 — a 32× trap for small files 70% How much retrieval and transaction fees add to a theoretical Archive storage bill The most expensive mistake I see on large Azure file migrations is not choosing the w...

  The Real-World AI Lab: FSD and Optimus Generate Physical-World Training Data No Competitor Can Replicate 6.9 billion FSD miles. Unsupervised robotaxi live in Austin, Dallas, and Houston. Cybercab entering mid-2026 production. Optimus targeting 100,000 units. Tesla is building the AI dataset that text and image models cannot touch — and betting the company on what that data is worth. By Francis Avorgbedor | Azure Engineer  ·  July 4, 2026  ·  14 min read  ·  Tesla · Physical AI · FSD · Robotics 70 SEVENAI Momentum Score ▲ +1 — Rank #6 6.9B FSD miles accumulated — irreplaceable training data ▲ Growing daily 3 Cities with live unsupervised robotaxi operations in 2026 ▲ Expanding 100K Optimus robots targeted for 2026 production ▲ Ramp beginning Tesla does not belong in a conversation about AI companies the same way Nvidia, Microsoft, or Google do. It does not build foundation models that power enterprise software. It does not run a cloud platform hosting...