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Yes. We can assess the codebase, interfaces, operating constraints, and user workflows before defining the changes. The scope may cover a new internal tool, an agent execution component, or an integration within the existing architecture.
No. We evaluate existing tools against the required behavior and maintenance cost. Custom components are scoped where an existing option leaves a material gap, and their interfaces and ownership are documented for the team maintaining them.
An AI application serves a user task. A harness supplies the execution environment around an agent, such as tool permissions, state, stopping rules, and records of the run. A product may need both, with separate acceptance criteria for each layer.
We identify the supported version and capabilities, isolate the adapter boundary, and test against representative peers. Upgrade work includes compatibility review and failure handling. The integration plan should explain how the product behaves when a peer or protocol version changes.
Bring the developer workflow, agent behavior, or integration your product needs. We can help define the interfaces, delivery stages, and operating requirements.