Builders had no cited public composite index for comparing models that select among fixed options. -> Builders can consult a documented composite benchmark to compare decision models across four evaluation areas.
Builders could use hosted gateways for model calls, but these items do not establish access there to the newly reported decision-model options and Decisions API. -> Builders can access decision-oriented models or APIs through multiple hosted AI gateway offerings.
Builders could not use these newly launched MAI audio models for real-time transcription or voice generation. -> Builders can access the MAI audio models, including through Vercel AI Gateway, for audio applications.
Agents needed manually authored JSON schemas or code to specify how to parse and extract fields from documents. -> Agents can interactively create and run extraction pipelines by describing the desired fields in natural language, enabling on‑the‑fly schema generation.
Operators can increasingly inspect what an agent stored, recalled, merged, and spent instead of treating memory as hidden prompt state.
BeforeMemory is hidden inside session context; operators infer its effects from an answer or failure.
Enabling changeMemory operations and long-running trajectories are emitted into observable runtime surfaces.
AfterAn operator can review memory actions, cost, confidence, and their role in a run.
Debugging and governance shift from reconstructing hidden context to inspecting evidence, while privacy and retention risks become visible obligations.