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
13s
Input Tokens
3231
Output Tokens
606
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: Looking at the current state:

1. **Current situation analysis:**
   - We are at cycle 25, step 4 of 5 in the plan
   - The trajectory shows that in cycle 2, we already fetched the PR diff using github.get_pull_request_diff and saved it to memory key **diff_351**
   - We have completed steps 1-3: gathered diff & CI outputs, security + style analysis, and researched the new dependency
   - The draft review is ready in memory key **draft_review_351**
   - Lead approval was received in cycle 24

2. **Task interpretation:**
   - The user is asking: "The agent is requested to inspect the PR diff again. What is the action you take?"
   - This is asking what action I would take if requested to inspect the diff again

3. **Applying the instructions:**
   - The instructions explicitly state: "Remember: never use a tool with the same inputs twice, instead check in the memory tool."
   - We already have the diff stored in memory key **diff_351** from cycle 2
   - The keys_in_memory list confirms: diff_351, tests_351, lint_type_351, sec_scan_351, web_refs_pydantic, draft_review_351

4. **Correct action:**
   - Since the diff was already fetched and saved to memory in cycle 2
   - Instead of calling github.get_pull_request_diff again (which would violate the "never use a tool with the same inputs twice" rule)
   - The correct action is to use **memory.read_memory** with key='diff_351' to retrieve the previously saved diff

5. **Why this approach:**
   - Follows the deterministic memory principle
   - Avoids redundant API calls
   - Adheres to the explicit instruction about not using tools with same inputs twice
   - Leverages the memory system that was specifically designed for this purpose

Response: Since the PR diff was already fetched in cycle 2 and saved to memory key **diff_351**, I would use the **memory.read_memory** action with key='diff_351' to retrieve it, rather than calling github.get_pull_request_diff again. This follows the instruction to "never use a tool with the same inputs twice, instead check in the memory tool" and adheres to the deterministic memory principle that requires persisting substantial tool results for reuse.