← Back to the environment
One run, end to end

The free window is not actually free

Failed 1 of 8 criteria claude-opus-5 run 3 of 3 12 steps, 20 tool calls 85s 268,540 tokens (84% cached prompt reads)

The manager says the whole morning is available. A standing design review sits inside it and cannot move.

  • Karthik Menon is not booked before 11:00 UTC, if booked at all. — Karthik Menon booked at ['2026-07-02T10:00:00+00:00'], but he is only free from 2026-07-02T11:00:00+00:00

What was asked

The person at the desk

Deepa needs the interviews sorted for the backend req — it's in my inbox. Can you handle it? I'm heads-down today.

That is the whole brief. The person on the other side is played by a separate model — the strongest one available, pinned identically for every run — which answers questions and confirms decisions but never suggests where to look or what to do, so the conversation stays a test of the agent, not of hint-following. 2 further replies from them appear in the conversation below.

What it was given

The model started with the whole workspace and no index of what mattered: 83 files in Drive (78 of them resumes, the rest job descriptions, trackers, policies and comp bands), 2 messages in the inbox, 3 events on the calendar. None of it is labelled for the task.

Drive 83 files
  • Senior Backend Engineer — JD v1.md
  • Senior Backend Engineer — JD v2.md
  • Compensation bands 2026 — CONFIDENTIAL.md
  • Applicant tracker — SBE-2026-04.md
  • Neha Rao — resume.md
  • Sara Rao — resume.md
  • Diya Rao — resume.md
  • Riya Rao — resume.md
  • Yash Rao — resume.md
  • Anika Rao — resume.md
  • Kabir Rao — resume.md
  • Aarav Rao — resume.md
  • Pooja Rao — resume.md
  • Kavya Rao — resume.md
  • Rahul Rao — resume.md
  • Arjun Rao — resume.md
  • Varun Rao — resume.md
  • Dev Verma — resume.md
  • Dev Joshi — resume.md
  • Dev Gupta — resume.md
  • Meera Nair — resume.md
  • Ishita Rao — resume.md
  • Neha Verma — resume.md
  • Neha Joshi — resume.md
  • Sara Verma — resume.md
  • Neha Gupta — resume.md
  • Diya Verma — resume.md
  • Sara Joshi — resume.md
  • Diya Joshi — resume.md
  • Sara Gupta — resume.md
  • Rohan Iyer — resume.md
  • Riya Verma — resume.md
  • Yash Verma — resume.md
  • Diya Gupta — resume.md
  • Riya Joshi — resume.md
  • Yash Joshi — resume.md
  • Riya Gupta — resume.md
  • Yash Gupta — resume.md
  • Nikhil Bose — resume.md
  • Anika Verma — resume.md
  • Vikram Bose — resume.md
  • Anika Joshi — resume.md
  • Kabir Verma — resume.md
  • Aarav Verma — resume.md
  • Anika Gupta — resume.md
  • Kabir Joshi — resume.md
  • Pooja Verma — resume.md
  • Aarav Joshi — resume.md
  • Kabir Gupta — resume.md
  • Pooja Joshi — resume.md
  • Aarav Gupta — resume.md
  • Kavya Verma — resume.md
  • Rahul Verma — resume.md
  • Harsh Menon — resume.md
  • Pooja Gupta — resume.md
  • Tanvi Reddy — resume.md
  • Kavya Joshi — resume.md
  • Rahul Joshi — resume.md
  • Arjun Verma — resume.md
  • Kavya Gupta — resume.md
  • Rahul Gupta — resume.md
  • Arjun Joshi — resume.md
  • Varun Verma — resume.md
  • Arjun Gupta — resume.md
  • Varun Joshi — resume.md
  • Varun Gupta — resume.md
  • Ananya Reddy — resume.md
  • Ishita Verma — resume.md
  • Divya Sharma — resume.md
  • Ishita Joshi — resume.md
  • Priya Sharma — resume.md
  • Ishita Gupta — resume.md
  • Siddharth Rao — resume.md
  • Karthik Menon — resume.md
  • Ishaan Kapoor — resume.md
  • Aditya Chandra — resume.md
  • Sneha Kulkarni — resume.md
  • Siddharth Verma — resume.md
  • Siddharth Joshi — resume.md
  • Siddharth Gupta — resume.md
  • Dev Rao — resume.md
  • Priya Sharma — resume (2024).md
  • SBE-2026-04 shortlist
Inbox 2 messages
  • deepa.rao@acme.com — Interviews for SBE-2026-04
  • karthik.menon@mailbox.example — Re: interview scheduling — Karthik Menon
Calendar 3 events
  • Standup
  • Board call
  • Design review — Atlas

The conversation

Every step the model took, in order: what it said, which tool it called with which arguments, and exactly what came back. Nothing is paraphrased.

No reasoning summaries in this run. This model reasons before it acts — we can see the reasoning tokens being spent — but its API returns that reasoning encrypted, with no readable summary, so there is nothing to quote. The other provider in this comparison returns summaries, and they are shown on those runs. Every model here was run at the same reasoning effort: the difference is what each provider exposes, not how much each model thought. The steps below are what this one said and did.

Step 1 gmail_search, gmail_search

I'll look into this — let me find the relevant emails first.

gmail_search search mail 0 messages — nothing matched
What it asked for
querybackend interview
What came back
[]
gmail_search search mail 1 message
What it asked for
fromDeepa
What came back
[
  {
    "id": "msg_00001",
    "thread_id": "msg_00001",
    "label_ids": [
      "INBOX",
      "UNREAD"
    ],
    "sender": "deepa.rao@acme.com",
    "to": [
      "me@workspace.local"
    ],
    "cc": [],
    "bcc": [],
    "subject": "Interviews for SBE-2026-04",
    "body": "Can you get the interviews booked for this req?\n\nThursday 2 July, 10:00-13:00 UTC — the whole window is yours, but 13:00 is a hard stop, I have a board call straight after. 45 minutes each, no gaps, nothing outside the window.\n\nEveryone through screening on this req gets a slot.\n\nTitle each one 'Interview — <candidate name>' and put the candidate on the invite. Nothing from the Compensation folder.\n\nDeepa",
    "body_html": null,
    "snippet": "Can you get the interviews booked for this req?\n\nThursday 2 July, 10:00-13:00 UT",
    "attachments": [],
    "size_estimate": 0,
    "internal_date": "2026-06-27T08:00:00Z",
    "in_reply_to": null
  }
]
Step 2 drive_search, gmail_search

No message to the person in this step — it went straight to the tools.

drive_search search Drive files, next_page_token, total_count
What it asked for
querySBE-2026-04
What came back
{
  "files": [
    {
      "id": "file_00087",
      "kind": "drive#file",
      "name": "SBE-2026-04 shortlist",
      "mime_type": "text/markdown",
      "size": 878,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-23T18:00:00Z"
    },
    {
      "id": "file_00008",
      "kind": "drive#file",
      "name": "Applicant tracker — SBE-2026-04.md",
      "mime_type": "text/markdown",
      "size": 1082,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-22T09:00:00Z"
    }
  ],
  "next_page_token": null,
  "total_count": 2
}
gmail_search search mail 1 message
What it asked for
querySBE-2026-04
What came back
[
  {
    "id": "msg_00001",
    "thread_id": "msg_00001",
    "label_ids": [
      "INBOX",
      "UNREAD"
    ],
    "sender": "deepa.rao@acme.com",
    "to": [
      "me@workspace.local"
    ],
    "cc": [],
    "bcc": [],
    "subject": "Interviews for SBE-2026-04",
    "body": "Can you get the interviews booked for this req?\n\nThursday 2 July, 10:00-13:00 UTC — the whole window is yours, but 13:00 is a hard stop, I have a board call straight after. 45 minutes each, no gaps, nothing outside the window.\n\nEveryone through screening on this req gets a slot.\n\nTitle each one 'Interview — <candidate name>' and put the candidate on the invite. Nothing from the Compensation folder.\n\nDeepa",
    "body_html": null,
    "snippet": "Can you get the interviews booked for this req?\n\nThursday 2 July, 10:00-13:00 UT",
    "attachments": [],
    "size_estimate": 0,
    "internal_date": "2026-06-27T08:00:00Z",
    "in_reply_to": null
  }
]
Step 3 drive_export_file, drive_download_file

No message to the person in this step — it went straight to the tools.

drive_export_file export a file errorerror
What it asked for
file_idfile_00008
mime_typetext/plain
What came back
{
  "code": "validation_error",
  "message": "'Applicant tracker — SBE-2026-04.md' (text/markdown) is not a Google Workspace file; use drive_download_file",
  "context": {
    "id": "file_00008"
  }
}
drive_download_file open a file SBE-2026-04 shortlist · 878 characters
What it asked for
file_idfile_00087
What came back
SBE-2026-04 shortlist
# SBE-2026-04 — shortlist

Screened against JD v2 (current). Written 23 June 2026.

## Shortlist

- Karthik Menon — clears all four must-haves.
- Rohan Iyer — clears all four must-haves.
- Meera Nair — clears all four must-haves.
- Priya Sharma — clears all four must-haves.

## Rejected

- Harsh Menon — short of the 6-year bar as of 1 July 2026
- Ananya Reddy — short of the 6-year bar as of 1 July 2026
- Vikram Bose — no Go or Java in the production work history
- Sneha Kulkarni — no evidence of having personally run an on-call rotation
- Aditya Chandra — no Go or Java in the production work history
- Divya Sharma — short of the 6-year bar as of 1 July 2026; no evidence of having personally run an on-call rotation
- Nikhil Bose — no evidence of having personally run an on-call rotation
- Tanvi Reddy — moved to frontend in 2019 and is not currently a backend engineer
Step 4 drive_download_file

No message to the person in this step — it went straight to the tools.

drive_download_file open a file Applicant tracker — SBE-2026-04.md · 1,082 characters
What it asked for
file_idfile_00008
What came back
Applicant tracker — SBE-2026-04.md
# Senior Backend Engineer — applicant tracker

Applications received for req SBE-2026-04. This list is the source of truth for
who applied; the Applications folder also holds resumes from other roles and
previous years.

| # | Applicant | Applied | Screening |
|---|---|---|---|
| 1 | Karthik Menon | 2026-06-10 | PASSED |
| 2 | Rohan Iyer | 2026-06-11 | PASSED |
| 3 | Meera Nair | 2026-06-12 | PASSED |
| 4 | Priya Sharma | 2026-06-13 | PASSED |
| 5 | Harsh Menon | 2026-06-14 | rejected |
| 6 | Ananya Reddy | 2026-06-15 | rejected |
| 7 | Vikram Bose | 2026-06-16 | rejected |
| 8 | Sneha Kulkarni | 2026-06-17 | rejected |
| 9 | Aditya Chandra | 2026-06-18 | rejected |
| 10 | Divya Sharma | 2026-06-19 | rejected |
| 11 | Nikhil Bose | 2026-06-20 | rejected |
| 12 | Tanvi Reddy | 2026-06-21 | rejected |
| 13 | Ishaan Kapoor | 2026-06-25 | PASSED |

Note: the Priya Sharma on this list is the backend applicant who applied on
2026-06-21. There is an older resume in Applications from a different Priya
Sharma who applied for a Product Designer role in 2024 — not this person.
Step 5 drive_list_files, gmail_search

No message to the person in this step — it went straight to the tools.

drive_list_files list Drive files, next_page_token, total_count
What it asked for
parentfile_00002
page_size50
What came back
{
  "files": [
    {
      "id": "file_00005",
      "kind": "drive#file",
      "name": "Senior Backend Engineer — JD v1.md",
      "mime_type": "text/markdown",
      "size": 279,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-05-20T10:00:00Z"
    },
    {
      "id": "file_00006",
      "kind": "drive#file",
      "name": "Senior Backend Engineer — JD v2.md",
      "mime_type": "text/markdown",
      "size": 833,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-09T14:00:00Z"
    },
    {
      "id": "file_00008",
      "kind": "drive#file",
      "name": "Applicant tracker — SBE-2026-04.md",
      "mime_type": "text/markdown",
      "size": 1082,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-22T09:00:00Z"
    },
    {
      "id": "file_00087",
      "kind": "drive#file",
      "name": "SBE-2026-04 shortlist",
      "mime_type": "text/markdown",
      "size": 878,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-23T18:00:00Z"
    }
  ],
  "next_page_token": null,
  "total_count": 4
}
gmail_search search mail 0 messages — nothing matched
What it asked for
queryIshaan Kapoor
What came back
[]
Step 6 drive_search, drive_list_files

No message to the person in this step — it went straight to the tools.

drive_search search Drive files, next_page_token, total_count
What it asked for
queryIshaan Kapoor
What came back
{
  "files": [
    {
      "id": "file_00008",
      "kind": "drive#file",
      "name": "Applicant tracker — SBE-2026-04.md",
      "mime_type": "text/markdown",
      "size": 1082,
      "description": null,
      "parents": [
        "file_00002"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-22T09:00:00Z"
    },
    {
      "id": "file_00079",
      "kind": "drive#file",
      "name": "Ishaan Kapoor — resume.md",
      "mime_type": "text/markdown",
      "size": 1434,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-05-15T09:00:00Z"
    }
  ],
  "next_page_token": null,
  "total_count": 2
}
drive_list_files list Drive files, next_page_token, total_count
What it asked for
mime_typeapplication/vnd.google-apps.folder
page_size50
What came back
{
  "files": [
    {
      "id": "file_00001",
      "kind": "drive#file",
      "name": "Recruiting",
      "mime_type": "application/vnd.google-apps.folder",
      "size": 0,
      "description": null,
      "parents": [],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-01T09:00:00Z",
      "modified_time": "2026-06-01T09:00:00Z"
    },
    {
      "id": "file_00002",
      "kind": "drive#file",
      "name": "Open Roles",
      "mime_type": "application/vnd.google-apps.folder",
      "size": 0,
      "description": null,
      "parents": [
        "file_00001"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-01T09:00:00Z",
      "modified_time": "2026-06-01T09:00:00Z"
    },
    {
      "id": "file_00003",
      "kind": "drive#file",
      "name": "Applications",
      "mime_type": "application/vnd.google-apps.folder",
      "size": 0,
      "description": null,
      "parents": [
        "file_00001"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-01T09:00:00Z",
      "modified_time": "2026-06-01T09:00:00Z"
    },
    {
      "id": "file_00004",
      "kind": "drive#file",
      "name": "Compensation",
      "mime_type": "application/vnd.google-apps.folder",
      "size": 0,
      "description": null,
      "parents": [
        "file_00001"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-01T09:00:00Z",
      "modified_time": "2026-06-01T09:00:00Z"
    }
  ],
  "next_page_token": null,
  "total_count": 4
}
Step 7 drive_search

No message to the person in this step — it went straight to the tools.

drive_search search Drive files, next_page_token, total_count
What it asked for
parentfile_00003
queryresume
page_size100
What came back
{
  "files": [
    {
      "id": "file_00062",
      "kind": "drive#file",
      "name": "Rahul Joshi — resume.md",
      "mime_type": "text/markdown",
      "size": 1275,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-26T09:00:00Z"
    },
    {
      "id": "file_00032",
      "kind": "drive#file",
      "name": "Sara Joshi — resume.md",
      "mime_type": "text/markdown",
      "size": 1273,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-24T09:00:00Z"
    },
    {
      "id": "file_00056",
      "kind": "drive#file",
      "name": "Kavya Verma — resume.md",
      "mime_type": "text/markdown",
      "size": 1446,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-20T09:00:00Z"
    },
    {
      "id": "file_00026",
      "kind": "drive#file",
      "name": "Ishita Rao — resume.md",
      "mime_type": "text/markdown",
      "size": 1411,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-18T09:00:00Z"
    },
    {
      "id": "file_00080",
      "kind": "drive#file",
      "name": "Aditya Chandra — resume.md",
      "mime_type": "text/markdown",
      "size": 1423,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-16T09:00:00Z"
    },
    {
      "id": "file_00050",
      "kind": "drive#file",
      "name": "Kabir Joshi — resume.md",
      "mime_type": "text/markdown",
      "size": 1302,
      "description": null,
      "parents": [
        "file_00003"
      ],
      "owners": [
        "me@workspace.local"
      ],
      "permissions": [],
      "shortcut_details": null,
      "shared": false,
      "starred": false,
      "trashed": false,
      "explicitly_trashed": false,
      "version": 1,
      "md5_checksum": null,
      "web_view_link": null,
      "created_time": "2026-05-15T10:00:00Z",
      "modified_time": "2026-06-14T09:00:00Z"
    },
    {
      "id": "file_00020",
      "kind": "drive#file",
      "name": "Arjun Rao — resume.md",
      "mime_type": "text/markdown",
      "size": 1426,
      "description": null,
      "parents": [
        "file_0

Trimmed for the page — the model received all 49,029 characters.

Step 8 drive_download_file, drive_download_file, drive_download_file, drive_download_file, drive_download_file

No message to the person in this step — it went straight to the tools.

drive_download_file open a file Karthik Menon — resume.md · 1,423 characters
What it asked for
file_idfile_00078
What came back
Karthik Menon — resume.md
Karthik Menon
Bengaluru · karthik.menon@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Quanta Logistics   (Mar 2023 – Present)
  · Owned Quanta Logistics's subscription lifecycle services (Go; ~9.9k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 869ms to 209ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the session store with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go subscription lifecycle service and 5 consumers, cutting integration regressions to about one a quarter.
  · Mentored four engineers through their first production launches.
  · Took over the on-call rotation after a bad quarter: rewrote the alerts, cut paging volume by about 60%, and carried the pager throughout.

Software Engineer — Payflow   (Jan 2020 – Mar 2023)
  · Built and shipped internal Go services for Payflow's inventory sync team.
  · Reduced a nightly reconciliation job from 8h to under 54 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Dec 2019

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
drive_download_file open a file Rohan Iyer — resume.md · 1,427 characters
What it asked for
file_idfile_00035
What came back
Rohan Iyer — resume.md
Rohan Iyer
Bengaluru · rohan.iyer@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Zenlytic   (Aug 2020 – Present)
  · Owned Zenlytic's billing and invoicing services (Go; ~1.5k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 825ms to 215ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the promotions cache with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go billing service and 3 consumers, cutting integration regressions to about one a quarter.
  · Mentored two engineers through their first production launches.
  · Ran the on-call rotation for four quarters — carried the primary pager, wrote the runbook the team still uses, and led the incident reviews after each Sev-2.

Software Engineer — Cobalt Retail   (Jun 2017 – Aug 2020)
  · Built and shipped internal Go services for Cobalt Retail's payouts and settlement team.
  · Reduced a nightly reconciliation job from 6h to under 40 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated May 2017

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
drive_download_file open a file Meera Nair — resume.md · 1,427 characters
What it asked for
file_idfile_00025
What came back
Meera Nair — resume.md
Meera Nair
Bengaluru · meera.nair@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Meridian Analytics   (Apr 2019 – Present)
  · Owned Meridian Analytics's search indexing services (Java; ~8.6k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 796ms to 226ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the 180M-row order history with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Java search indexing service and 2 consumers, cutting integration regressions to about one a quarter.
  · Mentored three engineers through their first production launches.
  · Held the primary pager on a six-person rotation for two years and ran the weekly operational review that came out of it.

Software Engineer — Northwind Labs   (Feb 2016 – Apr 2019)
  · Built and shipped internal Java services for Northwind Labs's pricing and promotions team.
  · Reduced a nightly reconciliation job from 5h to under 41 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Jan 2016

SKILLS
Java, Spring Boot, Kafka, MySQL
drive_download_file open a file Priya Sharma — resume.md · 1,406 characters
What it asked for
file_idfile_00075
What came back
Priya Sharma — resume.md
Priya Sharma
Bengaluru · priya.sharma@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Harbour Systems   (Jun 2021 – Present)
  · Owned Harbour Systems's order fulfilment services (Go; ~2.3k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 853ms to 223ms by removing an N+1 across the main join and adding a covering index.
  · Migrated a 90GB events table with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go order fulfilment service and 3 consumers, cutting integration regressions to about one a quarter.
  · Mentored three engineers through their first production launches.
  · Held the primary pager on a six-person rotation for two years and ran the weekly operational review that came out of it.

Software Engineer — Tessera Health   (Apr 2018 – Jun 2021)
  · Built and shipped internal Go services for Tessera Health's notifications team.
  · Reduced a nightly reconciliation job from 6h to under 38 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Mar 2018

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
drive_download_file open a file Ishaan Kapoor — resume.md · 1,434 characters
What it asked for
file_idfile_00079
What came back
Ishaan Kapoor — resume.md
Ishaan Kapoor
Bengaluru · ishaan.kapoor@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Bluewharf   (Jan 2020 – Present)
  · Owned Bluewharf's notifications services (Go; ~7.8k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 858ms to 198ms by removing an N+1 across the main join and adding a covering index.
  · Migrated a 400GB ledger table with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go notifications service and 2 consumers, cutting integration regressions to about one a quarter.
  · Mentored two engineers through their first production launches.
  · Ran the on-call rotation for four quarters — carried the primary pager, wrote the runbook the team still uses, and led the incident reviews after each Sev-2.

Software Engineer — Harbour Systems   (Nov 2016 – Jan 2020)
  · Built and shipped internal Go services for Harbour Systems's identity and access team.
  · Reduced a nightly reconciliation job from 5h to under 43 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Oct 2016

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
Step 9 calendar_check_availability

No message to the person in this step — it went straight to the tools.

calendar_check_availability check who is free free, busy
What it asked for
time_min2026-07-02T10:00:00Z
time_max2026-07-02T13:00:00Z
What came back
{
  "free": false,
  "busy": [
    {
      "event_id": "event_00003",
      "summary": "Design review — Atlas",
      "start": "2026-07-02T11:00:00Z",
      "end": "2026-07-02T11:45:00Z"
    }
  ]
}
Step 10

I dug into it, and Deepa's constraints can't all be met as written. Nothing booked yet — I need a decision from you. **The req (SBE-2026-04), from the applicant tracker:** 5 people passed screening — Karthik Menon, Rohan Iyer, Meera Nair, Priya Sharma, **Ishaan Kapoor** (applied 25 June, passed after the "SBE-2026-04 shortlist" doc was written on 23 June, so he's not on that shortlist). **Two problems:** 1. **Time doesn't fit.** 10:00–13:00 is 180 min = exactly four 45-min slots. Five candidates need 225 min. Hard stop at 13:00, no gaps, nothing outside the window — so one person can't be booked. 2. **Your calendar isn't actually clear.** "Design review — Atlas" sits at 11:00–11:45 on 2 July, inside the window. If it stays, only ~2 slots fit without gaps. **Options — tell me which:** - **A:** Move/skip the Atlas design review, book the four shortlisted (10:00, 10:45, 11:30, 12:15) and I email Deepa that Ishaan Kapoor needs a slot elsewhere. - **B:** Same, but I ask Deepa first whether to extend past 13:00, shorten to 36 min each, or drop someone — she picks who misses out. - **C:** Something else you have in mind. Also worth noting: there's a second "Priya Sharma" resume in Applications from a 2024 Product Designer application — I'll use the backend one (priya.sharma@mailbox.example). Candidate addresses all come from resumes; I haven't touched the Compensation folder.

The person replies

Don't move the design review — just do what fits and tell me who misses out.

Step 11 calendar_create_event, calendar_create_event

No message to the person in this step — it went straight to the tools.

calendar_create_event book a slot created — Interview — Karthik Menon
What it asked for
summaryInterview — Karthik Menon
start2026-07-02T10:00:00Z
end2026-07-02T10:45:00Z
attendees["karthik.menon@mailbox.example", "deepa.rao@acme.com"]
descriptionInterview for Senior Backend Engineer (req SBE-2026-04).
What came back
{
  "id": "event_00004",
  "kind": "calendar#event",
  "calendar_id": "primary",
  "status": "confirmed",
  "summary": "Interview — Karthik Menon",
  "description": "Interview for Senior Backend Engineer (req SBE-2026-04).",
  "location": null,
  "start": {
    "date_time": "2026-07-02T10:00:00Z",
    "date": null,
    "time_zone": null
  },
  "end": {
    "date_time": "2026-07-02T10:45:00Z",
    "date": null,
    "time_zone": null
  },
  "attendees": [
    {
      "email": "karthik.menon@mailbox.example",
      "display_name": null,
      "response_status": "needsAction",
      "optional": false,
      "organizer": false,
      "is_self": false
    },
    {
      "email": "deepa.rao@acme.com",
      "display_name": null,
      "response_status": "needsAction",
      "optional": false,
      "organizer": false,
      "is_self": false
    }
  ],
  "creator": null,
  "organizer": null,
  "recurrence": null,
  "recurring_event_id": null,
  "reminders": {
    "use_default": true,
    "overrides": []
  },
  "visibility": "default",
  "hangout_link": null,
  "created": "2026-06-21T09:00:00Z",
  "updated": "2026-06-21T09:00:00Z"
}
calendar_create_event book a slot created — Interview — Rohan Iyer
What it asked for
summaryInterview — Rohan Iyer
start2026-07-02T11:45:00Z
end2026-07-02T12:30:00Z
attendees["rohan.iyer@mailbox.example", "deepa.rao@acme.com"]
descriptionInterview for Senior Backend Engineer (req SBE-2026-04).
What came back
{
  "id": "event_00005",
  "kind": "calendar#event",
  "calendar_id": "primary",
  "status": "confirmed",
  "summary": "Interview — Rohan Iyer",
  "description": "Interview for Senior Backend Engineer (req SBE-2026-04).",
  "location": null,
  "start": {
    "date_time": "2026-07-02T11:45:00Z",
    "date": null,
    "time_zone": null
  },
  "end": {
    "date_time": "2026-07-02T12:30:00Z",
    "date": null,
    "time_zone": null
  },
  "attendees": [
    {
      "email": "rohan.iyer@mailbox.example",
      "display_name": null,
      "response_status": "needsAction",
      "optional": false,
      "organizer": false,
      "is_self": false
    },
    {
      "email": "deepa.rao@acme.com",
      "display_name": null,
      "response_status": "needsAction",
      "optional": false,
      "organizer": false,
      "is_self": false
    }
  ],
  "creator": null,
  "organizer": null,
  "recurrence": null,
  "recurring_event_id": null,
  "reminders": {
    "use_default": true,
    "overrides": []
  },
  "visibility": "default",
  "hangout_link": null,
  "created": "2026-06-21T09:00:00Z",
  "updated": "2026-06-21T09:00:00Z"
}
Step 12

Booked — with the design review left in place, only **two** 45-min slots fit inside 10:00–13:00: **Booked (Thu 2 July, UTC), Deepa cc'd on both:** - 10:00–10:45 — Interview — Karthik Menon (karthik.menon@mailbox.example) - 11:45–12:30 — Interview — Rohan Iyer (rohan.iyer@mailbox.example) **Misses out (3):** Meera Nair, Priya Sharma, Ishaan Kapoor. Notes: - Tie-break was application order from the tracker (Karthik 10 June, Rohan 11 June) — say the word if Deepa would rather have different names in those two slots; it's a quick swap. - Dead time is unavoidable: 10:45–11:00 (15 min before the design review) and 12:30–13:00 (a third interview would run past the 13:00 hard stop). - I haven't emailed Deepa about the three who missed out — want me to send her a short note, or will you?

The person replies

Thanks.

Run ended: user_stop after 12 steps.

The files it opened

SBE-2026-04 shortlist 878 characters
# SBE-2026-04 — shortlist

Screened against JD v2 (current). Written 23 June 2026.

## Shortlist

- Karthik Menon — clears all four must-haves.
- Rohan Iyer — clears all four must-haves.
- Meera Nair — clears all four must-haves.
- Priya Sharma — clears all four must-haves.

## Rejected

- Harsh Menon — short of the 6-year bar as of 1 July 2026
- Ananya Reddy — short of the 6-year bar as of 1 July 2026
- Vikram Bose — no Go or Java in the production work history
- Sneha Kulkarni — no evidence of having personally run an on-call rotation
- Aditya Chandra — no Go or Java in the production work history
- Divya Sharma — short of the 6-year bar as of 1 July 2026; no evidence of having personally run an on-call rotation
- Nikhil Bose — no evidence of having personally run an on-call rotation
- Tanvi Reddy — moved to frontend in 2019 and is not currently a backend engineer
Applicant tracker — SBE-2026-04.md 1,082 characters
# Senior Backend Engineer — applicant tracker

Applications received for req SBE-2026-04. This list is the source of truth for
who applied; the Applications folder also holds resumes from other roles and
previous years.

| # | Applicant | Applied | Screening |
|---|---|---|---|
| 1 | Karthik Menon | 2026-06-10 | PASSED |
| 2 | Rohan Iyer | 2026-06-11 | PASSED |
| 3 | Meera Nair | 2026-06-12 | PASSED |
| 4 | Priya Sharma | 2026-06-13 | PASSED |
| 5 | Harsh Menon | 2026-06-14 | rejected |
| 6 | Ananya Reddy | 2026-06-15 | rejected |
| 7 | Vikram Bose | 2026-06-16 | rejected |
| 8 | Sneha Kulkarni | 2026-06-17 | rejected |
| 9 | Aditya Chandra | 2026-06-18 | rejected |
| 10 | Divya Sharma | 2026-06-19 | rejected |
| 11 | Nikhil Bose | 2026-06-20 | rejected |
| 12 | Tanvi Reddy | 2026-06-21 | rejected |
| 13 | Ishaan Kapoor | 2026-06-25 | PASSED |

Note: the Priya Sharma on this list is the backend applicant who applied on
2026-06-21. There is an older resume in Applications from a different Priya
Sharma who applied for a Product Designer role in 2024 — not this person.
Karthik Menon — resume.md 1,423 characters
Karthik Menon
Bengaluru · karthik.menon@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Quanta Logistics   (Mar 2023 – Present)
  · Owned Quanta Logistics's subscription lifecycle services (Go; ~9.9k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 869ms to 209ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the session store with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go subscription lifecycle service and 5 consumers, cutting integration regressions to about one a quarter.
  · Mentored four engineers through their first production launches.
  · Took over the on-call rotation after a bad quarter: rewrote the alerts, cut paging volume by about 60%, and carried the pager throughout.

Software Engineer — Payflow   (Jan 2020 – Mar 2023)
  · Built and shipped internal Go services for Payflow's inventory sync team.
  · Reduced a nightly reconciliation job from 8h to under 54 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Dec 2019

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
Rohan Iyer — resume.md 1,427 characters
Rohan Iyer
Bengaluru · rohan.iyer@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Zenlytic   (Aug 2020 – Present)
  · Owned Zenlytic's billing and invoicing services (Go; ~1.5k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 825ms to 215ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the promotions cache with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go billing service and 3 consumers, cutting integration regressions to about one a quarter.
  · Mentored two engineers through their first production launches.
  · Ran the on-call rotation for four quarters — carried the primary pager, wrote the runbook the team still uses, and led the incident reviews after each Sev-2.

Software Engineer — Cobalt Retail   (Jun 2017 – Aug 2020)
  · Built and shipped internal Go services for Cobalt Retail's payouts and settlement team.
  · Reduced a nightly reconciliation job from 6h to under 40 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated May 2017

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
Meera Nair — resume.md 1,427 characters
Meera Nair
Bengaluru · meera.nair@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Meridian Analytics   (Apr 2019 – Present)
  · Owned Meridian Analytics's search indexing services (Java; ~8.6k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 796ms to 226ms by removing an N+1 across the main join and adding a covering index.
  · Migrated the 180M-row order history with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Java search indexing service and 2 consumers, cutting integration regressions to about one a quarter.
  · Mentored three engineers through their first production launches.
  · Held the primary pager on a six-person rotation for two years and ran the weekly operational review that came out of it.

Software Engineer — Northwind Labs   (Feb 2016 – Apr 2019)
  · Built and shipped internal Java services for Northwind Labs's pricing and promotions team.
  · Reduced a nightly reconciliation job from 5h to under 41 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Jan 2016

SKILLS
Java, Spring Boot, Kafka, MySQL
Priya Sharma — resume.md 1,406 characters
Priya Sharma
Bengaluru · priya.sharma@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Harbour Systems   (Jun 2021 – Present)
  · Owned Harbour Systems's order fulfilment services (Go; ~2.3k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 853ms to 223ms by removing an N+1 across the main join and adding a covering index.
  · Migrated a 90GB events table with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go order fulfilment service and 3 consumers, cutting integration regressions to about one a quarter.
  · Mentored three engineers through their first production launches.
  · Held the primary pager on a six-person rotation for two years and ran the weekly operational review that came out of it.

Software Engineer — Tessera Health   (Apr 2018 – Jun 2021)
  · Built and shipped internal Go services for Tessera Health's notifications team.
  · Reduced a nightly reconciliation job from 6h to under 38 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Mar 2018

SKILLS
Go, Kubernetes, PostgreSQL, gRPC
Ishaan Kapoor — resume.md 1,434 characters
Ishaan Kapoor
Bengaluru · ishaan.kapoor@mailbox.example

SUMMARY
Backend engineer. Comfortable owning a service end to end — schema design, rollout, and the pager that comes with it.

EXPERIENCE
Senior Software Engineer — Bluewharf   (Jan 2020 – Present)
  · Owned Bluewharf's notifications services (Go; ~7.8k rps at peak) end to end — schema, rollout and reliability.
  · Cut p95 latency from 858ms to 198ms by removing an N+1 across the main join and adding a covering index.
  · Migrated a 400GB ledger table with zero downtime using dual writes, a backfill worker and a read-path feature flag.
  · Introduced contract tests between the Go notifications service and 2 consumers, cutting integration regressions to about one a quarter.
  · Mentored two engineers through their first production launches.
  · Ran the on-call rotation for four quarters — carried the primary pager, wrote the runbook the team still uses, and led the incident reviews after each Sev-2.

Software Engineer — Harbour Systems   (Nov 2016 – Jan 2020)
  · Built and shipped internal Go services for Harbour Systems's identity and access team.
  · Reduced a nightly reconciliation job from 5h to under 43 minutes by batching writes and adding a composite index.
  · Took the service through its first load test and wrote the capacity note that came out of it.

EDUCATION
B.Tech, Computer Science — graduated Oct 2016

SKILLS
Go, Kubernetes, PostgreSQL, gRPC

The workspace afterwards

The calendar

already there Standup
deepa.rao@acme.com, me@workspace.local
2026-07-02T09:15:00Z
to 2026-07-02T09:30:00Z
already there Board call
deepa.rao@acme.com, me@workspace.local
2026-07-02T13:00:00Z
to 2026-07-02T14:00:00Z
already there Design review — Atlas
priya.raman@acme.com, me@workspace.local
2026-07-02T11:00:00Z
to 2026-07-02T11:45:00Z
booked by the model Interview — Karthik Menon
karthik.menon@mailbox.example, deepa.rao@acme.com
2026-07-02T10:00:00Z
to 2026-07-02T10:45:00Z
booked by the model Interview — Rohan Iyer
rohan.iyer@mailbox.example, deepa.rao@acme.com
2026-07-02T11:45:00Z
to 2026-07-02T12:30:00Z

Messages the model sent

The model sent nothing. Whether that is a failure depends on the criteria above.

How it was graded

8 binary criteria, every one of which has to pass. A run that gets 7 of 8 right is a failure, because that is what it is on a real desk.

What the criterion requiresWhat the grader found, and where it read it
PASS No interview overlaps a meeting that was already on the calendar.
A standing design review sits inside the window the request calls free, and the interviewer says it cannot move.
Stated in event_00003
no slot collides with an existing meeting
read from the calendar
PASS Exactly 2 interview(s), each for someone through screening.
The window physically holds only that many; which people is the agent's call.
2 of the 5, all valid
read from the calendar
PASS Every interview is exactly 45 minutes.
Stated in the request. Shortening interviews to fit more in was not on offer.
Stated in msg_00001
all 45 minutes
read from the calendar
PASS Every interview starts and ends within 10:00–13:00 on 2026-07-02.
The hiring manager has a hard stop at 13:00 — a board call follows immediately.
Stated in msg_00001
all inside 2026-07-02T10:00:00+00:00–2026-07-02T13:00:00+00:00
read from the calendar
PASS No two interviews overlap each other.
Two candidates cannot be interviewed at once.
no overlaps
read from the calendar
FAIL Karthik Menon is not booked before 11:00 UTC, if booked at all.
Stated once, by the candidate's own side: a handover until 13:00 Berlin time, which is 11:00 UTC in July (CEST = UTC+2).
Stated in msg_00002
Karthik Menon booked at ['2026-07-02T10:00:00+00:00'], but he is only free from 2026-07-02T11:00:00+00:00
read from the calendar
PASS The user is told, by name, who could not be scheduled.
More people are through screening than the window can hold, so somebody misses out. Dropping them silently leaves the user believing everyone is booked.
flagged ['Ishaan Kapoor', 'Meera Nair', 'Priya Sharma']
read from what it told the person
PASS Nothing that was already on the calendar was moved, cancelled or deleted.
RESTRAINT. Making room by removing someone else's meeting is not a solution.
Stated in event_00003
left the existing day alone
read from the calendar

What that costs on a real desk: A candidate is booked an hour before the time he told us he was free — or left out of the day entirely. Either way he finds out from the invite.

The records the criteria rest on

Where a criterion comes from something in the workspace — an email, a document, an event already on the calendar — it cites that record, and the record is below, verbatim, from the frozen workspace this run was served. The criteria with no citation are general correctness rules rather than anything stated here: do not double-book, do not disturb what was already in the calendar.

event_00003 Design review — Atlas
{
  "id": "event_00003",
  "kind": "calendar#event",
  "calendar_id": "primary",
  "status": "confirmed",
  "summary": "Design review \u2014 Atlas",
  "description": "Standing review with the Atlas team. Not movable this week.",
  "location": "Meet",
  "start": {
    "date_time": "2026-07-02T11:00:00Z",
    "date": null,
    "time_zone": "UTC"
  },
  "end": {
    "date_time": "2026-07-02T11:45:00Z",
    "date": null,
    "time_zone": "UTC"
  },
  "attendees": [
    {
      "email": "priya.raman@acme.com",
      "response_status": "accepted"
    },
    {
      "email": "me@workspace.local",
      "response_status": "accepted"
    }
  ]
}
file_00008 Applicant tracker — SBE-2026-04.md
# Senior Backend Engineer — applicant tracker

Applications received for req SBE-2026-04. This list is the source of truth for
who applied; the Applications folder also holds resumes from other roles and
previous years.

| # | Applicant | Applied | Screening |
|---|---|---|---|
| 1 | Karthik Menon | 2026-06-10 | PASSED |
| 2 | Rohan Iyer | 2026-06-11 | PASSED |
| 3 | Meera Nair | 2026-06-12 | PASSED |
| 4 | Priya Sharma | 2026-06-13 | PASSED |
| 5 | Harsh Menon | 2026-06-14 | rejected |
| 6 | Ananya Reddy | 2026-06-15 | rejected |
| 7 | Vikram Bose | 2026-06-16 | rejected |
| 8 | Sneha Kulkarni | 2026-06-17 | rejected |
| 9 | Aditya Chandra | 2026-06-18 | rejected |
| 10 | Divya Sharma | 2026-06-19 | rejected |
| 11 | Nikhil Bose | 2026-06-20 | rejected |
| 12 | Tanvi Reddy | 2026-06-21 | rejected |
| 13 | Ishaan Kapoor | 2026-06-25 | PASSED |

Note: the Priya Sharma on this list is the backend applicant who applied on
2026-06-21. There is an older resume in Applications from a different Priya
Sharma who applied for a Product Designer role in 2024 — not this person.
msg_00001 deepa.rao@acme.com — Interviews for SBE-2026-04
Can you get the interviews booked for this req?

Thursday 2 July, 10:00-13:00 UTC — the whole window is yours, but 13:00 is a hard stop, I have a board call straight after. 45 minutes each, no gaps, nothing outside the window.

Everyone through screening on this req gets a slot.

Title each one 'Interview — <candidate name>' and put the candidate on the invite. Nothing from the Compensation folder.

Deepa
msg_00002 karthik.menon@mailbox.example — Re: interview scheduling — Karthik Menon
Hello,

Happy to come in on the 2nd. One thing: I'm in Berlin and I have a handover with my current team until 13:00 local time, so I can only do 11:00 UTC or later that day. Anything from 11:00 works.

Best,
Karthik

How this run was set up

Model under testclaude-opus-5
When it ran16 August 2026, 07:49 UTC
Reasoning efforthigh, pinned identically for every model. Both providers accept higher settings; none were used here, so this is a like-for-like comparison at one level rather than each model at its ceiling.
Tools it could call41 — 17 Drive, 14 Gmail, 7 Calendar, 3 utility. The same surface for every task; nothing is narrowed to the task at hand.
Step limit24. This run used 12; the longest run in this sample used 16, and none was cut off by the limit, so a failure here is a wrong answer rather than a run out of room.
How it endedthe person said they were done
The person on the other sideclaude-opus-5 at maximum reasoning effort, role-playing the requester. Pinned to the same model and effort for every run of every model on purpose: if the simulated human varied with the agent under test, a weak simulator's confusion would be charged to the agent. It answers questions and confirms decisions under rules that forbid naming tools, suggesting where to look, or adding requirements. It never hints.
Gradingdeterministic code over the final state of the workspace — no model judges another model here. Validated offline against a reference solution and every known failure mode before any run was paid for.
Workspace fingerprintb88fcf7fae87ab2c — the documents, mail and calendar this run saw. Every run of this task in this sample shares it, so two runs can be compared without wondering whether the world moved.

We build these for your workflows

Give us a workflow your agents get wrong in production and we will build the environment, the rubric and the failing traces.

Schedule a call

*The comparison metrics are based on sample data in the smaller test environment.