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.

Input Tokens

Output Tokens

Duration

Cost

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: Let me analyze the situation based on the context and trajectory:

1. According to the trajectory (cycles 1-24), we have already:
   - Fetched the PR diff (stored as diff_351)
   - Run unit tests (tests_351 - all green)
   - Performed linting/type checks (lint_type_351)
   - Done security scanning (sec_scan_351)
   - Researched Pydantic v2 (web_refs_pydantic)
   - Drafted initial review (draft_review_351)
   - Received approval from lead regarding architectural sign-off

2. The scratch_pad shows we're at step 4 of 5 in our plan, ready to publish the review

3. We already have the diff in memory (diff_351), so re-inspecting it would be redundant and violate the instruction to never use a tool with same inputs twice

4. All necessary information is already gathered and stored in memory

Response: Given that we already have the PR diff stored in memory key 'diff_351' and have completed all analysis steps, there is no need to inspect the PR diff again. The appropriate action is to proceed with publishing the final review using the drafted content in 'draft_review_351' as indicated in the scratch_pad. Re-inspecting the diff would be redundant and violate the instruction to avoid duplicate tool usage with the same inputs.