Why should you care?

PromptVerse Dev Copilot uses ReAct loops to search internal docs before generating integration code.

See it live — copy this example

Copy the prompt into ChatGPT, Claude, or your LLM API playground and compare outputs.

Thought: Need Orders API path for create order.
Action: search_internal_docs("create order REST")
Observation: POST /v2/orders documented in orders.md
Thought: I have endpoint and required fields.
Answer: Use POST /v2/orders with body { customerId, items }

What happened?

• Thought steps plan; Action invokes search; Observation grounds the next Thought.
• Final Answer cites real doc findings.

Practice next

1. Simulate one Thought/Action/Observation cycle on paper.
2. Use a real search tool in API if available.
3. Stop after max 3 actions.
4. Add Action: read_openapi_schema("orders").
5. Refuse Action not on allow-list.

Remember

Alternate think and tool use. Cap iterations. Log each action.

Doc-grounded code

Dev asks for webhook signature verify snippet.

Outcome: ReAct finds current HMAC doc — no deprecated v1 endpoint.