Concept
Foundation model
A model trained at broad scale that can be adapted to many downstream tasks.
In practice
The same foundation model can summarize, classify, write code or analyze documents depending on context.
Why it matters
Use the term as an operating concept, not jargon. Ask what it changes in cost, quality, evidence, latency, security or user experience.