The Architecture of Autonomy: Planning, Metadata, and DOM Stability

Research

Subgoal-Augmented Generation (SAA)

This is the tactical stuff. SAA shows how to convert 'do X' into 'do X1, then X2' inside the model, which is exactly the kind of structured planning required for reliable agents. It cuts down on token bloat and keeps complex tasks deterministic.

Specifying Tool Interfaces for Code Generation Agents

If you don't specify your agent's toolset properly, they found it fails 60% of the time. It's a great reminder that the 'clean prompt' matters less than defining the end-state action strictly.

News

Salesforce Data Cloud adds vector support and expanded Tooling API metadata

This expansion is a big signal for the mid-market. Agents need stable API surfaces to be reliable, and boxed metadata means tool-calling logic gets way simpler. It's the infrastructure catching up to the hype.