AI tooling changes so fast that a 2-year roadmap doesn't survive contact with reality. Here's how to plan anyway...

Three months. That’s roughly the interval at which the “right way” to build something in AI shifts under you. A new agent harness lands and makes the orchestration you spent a quarter on look overweight. A better retrieval pattern quietly changes what “good”