Opper

Agents

AI agent reasoning and tool selection tests planning, tool choice, and self-diagnosis capabilities. These skills are crucial for autonomous ticket triage systems and complex agent workflows where models must decide which tools to use, plan multi-step processes, and diagnose when things go wrong. This represents some of the most challenging tasks as they require open-ended reasoning and decision-making.

Reasoning: I need to assess the current state of the task and determine if we are on track. Let me analyze the context provided: 1. **Task Analysis**: The user requested information about flights from London to Paris for tomorrow. 2. **Progress Review**: - We're currently in cycle 3 - Previous action: Called calendar tool to determine tomorrow's date - Result: Successfully obtained the date '2025-05-29' - Current step: Interpreting tool result and deciding next action 3. **Trajectory Assessment**: - Step 1: User made request ✓ - Step 2: Determined tomorrow's date using calendar tool ✓ - Step 3: Currently interpreting results and planning next action ✓ - Step 4: Next planned action is to use flights tool with the obtained date 4. **Available Tools**: We have the necessary 'flights' tool available with the required parameters (from_city, to_city, date) 5. **Scratch Pad Analysis**: The notes show clear remaining goals: - Use flights tool to search London to Paris for 2025-05-29 - Compile and present results - Progress shows we're at step 2 of 4 6. **Assessment**: - We have successfully completed the preliminary step (getting the date) - We have the correct tools available - We have a clear plan for the next steps - The approach is logical and direct - No unnecessary loops or detours have occurred Response: **Assessment: ON TRACK** ✅ We are successfully progressing toward the goal. Here's why: **Completed Successfully:** - ✅ Understood user's request for London-Paris flights for tomorrow - ✅ Retrieved tomorrow's date (2025-05-29) using calendar tool - ✅ Currently at step 2 of 4 planned steps **Next Steps Are Clear:** - 🎯 Ready to call flights tool with: from_city='London', to_city='Paris', date='2025-05-29' - 🎯 Compile and present results to user **No Issues Detected:** - All required tools are available - Date format is correct for the flights tool - Following the most direct path without unnecessary detours - Scratch pad shows organized thinking and clear goals We should proceed with the flights tool search as the next action.

Agents

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