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.

Duration

12s

Input Tokens

3231

Output Tokens

476

Cost

$0.03

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 user is asking what action I should take if the agent is requested to inspect the PR diff again. Looking at the context:

1. The trajectory shows that in Cycle 2, the diff was already fetched via github.get_pull_request_diff and saved to memory key **diff_351**
2. The keys_in_memory list confirms that 'diff_351' exists
3. The instructions state: 'never use a tool with the same inputs twice, instead check in the memory tool'
4. The scratch_pad shows we're at step 4 of 5, ready to publish the review

Therefore, if asked to inspect the PR diff again, the correct action is NOT to call github.get_pull_request_diff again (which would be redundant and violate the instructions), but instead to read the already-stored diff from memory using the memory.read_memory action with key 'diff_351'.

This follows the deterministic memory principle and avoids duplicate tool calls with the same inputs.

Response: The correct action to take when requested to inspect the PR diff again is to **read from memory** rather than fetch the diff again from GitHub.

Specifically, the action should be:

**Tool:** `memory`  
**Action:** `read_memory`  
**Parameters:** `{"key": "diff_351"}`

**Rationale:**
1. The diff was already fetched in Cycle 2 and stored under memory key `diff_351`
2. The instructions explicitly state: "never use a tool with the same inputs twice, instead check in the memory tool"
3. The `keys_in_memory` confirms `diff_351` exists and is available
4. Calling `github.get_pull_request_diff` again with the same repo and PR number would be redundant and violate the operating principles

This approach maintains deterministic behavior and avoids unnecessary API calls while still providing access to the PR diff content for re-inspection.