Dimension
Raw schema tool stacks
Plasm
Prompt surface
Large schema payloads and broad tool definitions create context tax.
Compact typed capabilities reduce prompt bulk and keep room for task context.
Agent contract
The model learns each vendor's schema, parameter names, response envelopes, and quirks.
The model works with business entities, relationships, actions, and typed references.
Workflow review
Multi-step work is reconstructed from tool traces after the fact.
Multi-step work is represented as a plan that can be reviewed before execution.
Cross-system work
Each integration brings its own interaction style and failure modes.
Several services can join one task-specific session while staying independently modeled.
Reliability
Validation failures and repair loops often appear after the model emits payloads.
Typed validation and correction feedback reduce malformed requests before transport begins.
Governance
Approval and policy are often added around tool calls after integration work is done.
Approval boundaries can attach to the same actions and plans the agent already uses.
Cost and model fit
Higher prompt tax and more retries push teams toward larger, more expensive models.
Lower prompt volume and cleaner tool execution keep smaller, cheaper models viable longer.
System feel
Powerful, but often visibly complex at the point of use.
More like a control room for agent work than a long flat list of indistinguishable tools.