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

75260

Output Tokens

13168

Duration

641107.421

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: 
    1. **Task Clarification**: The user requested to 'inspect the PR diff again' for PR-#351. Given the context, the diff is already stored in memory under the key `diff_351` (from Cycle 2). Re-fetching it would be redundant and violate the instruction to avoid repeated tool calls with identical inputs.

    2. **Current State**:
       - The PR diff is in memory (`diff_351`).
       - A draft review exists in memory (`draft_review_351`), ready for publishing (Step 4 of 5 in the scratch_pad).
       - All prior analyses (tests, linting, security scans, dependency research) are complete and logged.

    3. **Action Decision**:
       - The most efficient and compliant action is to **re-read the diff from memory** (`memory.read_memory` with key `diff_351`) to validate the draft review's accuracy.
       - This ensures no redundant API calls and adheres to the deterministic memory principle.

    4. **Next Steps**:
       - After reading `diff_351`, cross-check it with the draft review (`draft_review_351`).
       - If aligned, proceed to publish the review via `discord.post_message`.
       - If discrepancies exist, update the draft review and re-save it before publishing.
    

Response: I will read the PR diff from memory using the key `diff_351` to validate the draft review before proceeding to publish it.