Context → constraints → architecture → migration → outcomes. Real numbers, real stacks.
Migrated a major VFX studio from cloud rendering to a colocated HPC cluster, reducing costs by 65%.
Consolidated scattered legal tech stack into a secure, private Nextcloud instance with AI search.
Built a local ML training environment for a research institute, eliminating data transfer bottlenecks.