The State of AI Engineering: What a Thousand Companies' Telemetry Reveals

The AI & Tech Society by Danar · Jun 24, 2026 · 19m

Five Moves for Leaders

Adopt a model gateway — centralize routing, failover, governance

Build deprecation discipline — retire models deliberately

Instrument agents deeply — especially with frameworks

Audit prompt caching — fix layout (stable first, dynamic later)

Implement budgets & backpressure — cap loops, build queues

Seven Key Takeaways

Multi-model is the norm (70%+ use 3+ models); use a gateway

LLM tech debt compounds; retire old models deliberately

Framework adoption doubled; observability burden doubled too

69% of tokens are system prompts; only 28% use caching

Context windows exploded…