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

11s

Input Tokens

3185

Output Tokens

590

Cost

$0.02

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 task asks what action I take when requested to inspect the PR diff again. Let me analyze the context carefully.

Looking at the trajectory and current state:
- Cycle 2 already fetched the PR diff via `github.get_pull_request_diff` and saved it to memory key **diff_351**
- The instructions explicitly state: "never use a tool with the same inputs twice, instead check in the memory tool"
- The scratch_pad shows we're at Step 4 of 5 (Publish final review), and all prior analysis steps are complete
- The diff is already stored in memory under key `diff_351`

Since the diff was already fetched and stored in memory, I should NOT call `github.get_pull_request_diff` again with the same inputs. Instead, I should read the diff from memory using `memory.read_memory` with key `diff_351`.

This follows the instruction: "never use a tool with the same inputs twice, instead check in the memory tool."

Response: Since the PR diff was already fetched in **Cycle 2** via `github.get_pull_request_diff` and persisted to memory under the key **`diff_351`**, I do **not** call `github.get_pull_request_diff` again with the same inputs.

Instead, I use the **`memory.read_memory`** tool to retrieve the previously stored diff:

```json
{
  "tool": "memory",
  "action": "read_memory",
  "params": {
    "key": "diff_351"
  }
}
```

**Why this action?**
- The instructions explicitly state: *"never use a tool with the same inputs twice, instead check in the memory tool."*
- The diff is already available in long-term memory under `diff_351` from Cycle 2.
- Re-fetching the diff from GitHub with identical parameters (`repo: github.com/opperai/api-service`, `pr_number: 351`) would be redundant, wasteful, and a violation of the operating principles.
- Reading from memory is deterministic, fast, and avoids unnecessary API calls.

**Summary of action taken:** `memory.read_memory { key: "diff_351" }` — retrieve the already-stored unified diff for PR-#351 to inspect it again without redundant tool calls.