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.

100
Duration
1m 28s
Input Tokens
2625
Output Tokens
366
Cost
$0.00
Context
Input
The agent is requested to inspect the PR diff again. What is the action you take?
Expected output
As per the instructions if a tool call has been made already I will store it in memory and not call it again, I can see this also in keys in memory.So my action is: I will read the memory and use the content to inspect the PR diff.
Model output
Reasoning: The unified diff was already fetched in cycle 2 and saved under the memory key diff_351. Per the operating principle "never use a tool with the same inputs twice", the correct move is to retrieve that cached value instead of calling github.get_pull_request_diff again.

Response: Use memory.read_memory(key="diff_351") to inspect the previously stored PR diff.