What changes.
An agent can combine model reasoning with tools to work through multiple steps. That can be useful when the next step depends on what it finds. A fixed workflow may be simpler when the sequence is already known.
Define one job before choosing a framework. Researching a request, preparing a summary, or drafting a response is easier to inspect than an open instruction to run the business. Make the finish line and the stop conditions visible.
A tool call can affect real records and people. Start with read-only access, keep a trace of the work, and decide which actions require approval. Approval should show the actual proposed action so the reviewer knows what they are authorizing.
Start with a narrow task and the least access it needs.
A practical example.
A fictional agent gathers approved account notes and drafts a reply for a coordinator. It can read the relevant records but cannot send messages. The coordinator reviews the source material and the exact draft before taking action.
- Bounded task
- Allowed tools
- Reviewable result
Put it in place.
Start with the smallest version you can inspect from beginning to end. Agree the process before connecting live business data.
- 01
Define one goal and a clear stopping point.
- 02
List the exact tools and records needed.
- 03
Begin with read-only access.
- 04
Keep a trace of the actions and results.
- 05
Require review for actions that affect customers or important records.
- 06
Test with fictional data before using live records.
- 07
Give an owner a way to stop, inspect, and recover the workflow.
Check the handoff.
- The goal and stop conditions are explicit.
- Every tool has a clear purpose and limited permissions.
- Retrieved content cannot silently change the task rules.
- External actions have the required approval and ownership.
- Errors and incomplete runs are visible to a person.
What to avoid.
- Giving the agent too much access too early.
- No approval step.
- No logs.
- No clear success metric.
- Letting it send messages without review.
Further reading.
Official documentation for the concepts and tools mentioned here. Follow the provider’s current instructions when implementing a connection.
