Prompt engineering specifying what you want a system to output was adequate when AI systems were stateless single-turn tools under direct supervision, but is structurally inadequate for long-running autonomous agents.

The current standard for prompting in 2026 requires individuals to provide highly specific instructions to AI agents.

Tool selection errors happen when an AI agent chooses an inappropriate tool, often due to incorrect framing in the system prompt or improper tool availability.