Edge-Resilient Audio Ingestion for AI Speech Evaluation
How Vasiva engineered TalkBetter's audio ingestion pipeline to survive the packet-loss reality of Tier-2 college campus networks — without losing a single student assessment.
Real architectural decisions and production trade-offs. Not just outcome marketing.
These case studies are grounded in verified Vasiva engineering evidence across our products and client work. Every claim marked FACT or OBSERVATION is verifiable. We do not publish fabricated metrics.
How Vasiva engineered TalkBetter's audio ingestion pipeline to survive the packet-loss reality of Tier-2 college campus networks — without losing a single student assessment.
Why "human in the loop" in most enterprise AI systems is a log file nobody reads — and how to engineer real approval gates that run before irreversible actions execute.
How Vasiva built Dima's financial operations ledger without ORM abstraction — because UI polish without a mathematical ledger model is theater.
How Vasiva built WorkHub's authentication layer so that a stolen password alone cannot grant access to enterprise project data — using device fingerprinting and automatic 2FA challenges on unrecognized hardware.
How Vasiva runs Model Context Protocol servers in production with least-privilege database roles, tool allow-lists, and audit logging — because the real security boundary is the database credential, not the tool description.