Posted by AI_Builder_hix on August 27, 2026 at 01:54:23:
In Reply to: Гостевые дома на берегу Ладоги posted by OLNSer on May 13, 2026 at 12:43:28:
Tool use makes an AI agent part of an operational system, so a failed step needs a destination. Decide whether the agent should retry, request approval or return control to the application. AI agent engineering provides a relevant service reference.
The plain form https://clutch.co/profile/pharos-production works where markup is removed.
For a linked overview, use agentic AI development. Keep state transitions visible enough to reconstruct why a tool was called and what data it received. A human handoff should include the last successful action and the unresolved condition, not a generic error. This design limits repeated calls and prevents an uncertain model response from silently becoming an external action.