
AI Doesn't Fail at Intelligence. It Fails at Hand-Off.
Most AI programs die in the gap between a good answer and a shipped decision. The model was never the bottleneck. The hand-off was.

Most AI programs die in the gap between a good answer and a shipped decision. The model was never the bottleneck. The hand-off was.

Most AI initiatives fail after the demo because the organization cannot turn an answer into an owner, a decision, and a finished task.

Thariq Shihipar from the Claude Code team lays out the 3 workflow changes Fable 5 made real — and the paradigm shift underneath all of them: we no longer verify the work, we verify the direction.

Every app switch was a context rebuild. AI with cross-platform memory doesn't just save time — it changes the fundamental economics of knowledge work.

Most people are still evaluating AI image models like toys. That mistake is expensive. The real shift is not quality, it is throughput.

Claude Code can now turn production code into editable Figma designs — and round-trip the changes back. This isn't a designer's tool. It's a fundamental change to the design-engineering handoff that engineering managers need to understand before their teams figure it out for them.