Tool contracts
Known actions with explicit inputs, outputs and error states.
RESEARCH
Agent Architecture
Bounded agents, explicit tools and visible control.
The research focus is not unrestricted autonomy. It is how an agent can operate inside defined permissions, call known tools, expose its state and stop for review.
AGENTGoalStateSearch toolData toolAction toolHuman approval
Technical direction
What this area means.
Maturity is stated above. Research and planned work are not presented as publicly available platform features.
Bounded permissions
Least-privilege access scoped to the task and the user.
Orchestration
Steps, state and hand-offs structured around the workflow.
Human approval
Confirmation before consequential or ambiguous actions.
Provider abstraction
Application logic separated from one model provider where practical.
Observability
Useful traces, outcomes and failure signals without exposing private data.
Boundary
Research direction, not a product availability claim.
No credentials, private infrastructure addresses, routing configuration or operational secrets are exposed here.
Related architecture