---
title: "Ms Yang (@ms-yang)"
description: "Rank #1477 of 2502 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/ms-yang
last-updated: 2026-10-26
---

# Ms Yang (@ms-yang)

Rank #1477 of 2502 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/ms-yang

## Standing

- Rank: #1477 of 2502
- Tier: Button pusher
- Tokens: 6.90B all time
- Cost: $5931.77 API-equivalent
- Sessions: 748
- Tracking: 2026-07-29 to 2026-10-26

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Operator needs a higher combined score, and cost also caps the tier on its own.
Scored on 3 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 1.0 | 3.1 | no | agents running at once |
| depth | 8.7M | 10.4M | no | tokens per session |
| sustain | 23 | 17 | yes | active days in the last 30 |

## Achievements

- **whole-task** (level 1 of 3) at 2.5M, earned 2026-09-07

## Milestones

- sessions: 100
- spend: 1.0K
- tokens: 1.00B

## Contributions

- Active days in the last year: 71
- Busiest day: 2026-09-27 at 863.2M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5 | 2.18B | $1828.08 |
| claude | claude-sonnet-5 | 1.32B | $591.10 |
| claude | claude-opus-4-8 | 670.0M | $667.49 |
| codex | gpt-6.1-sol | 546.2M | $112.06 |
| codex | openai/gpt-5.6-sol | 513.0M | $485.38 |
| claude | claude-opus-5-5 | 381.5M | $353.45 |
| claude | claude-fable-5 | 330.1M | $663.14 |
| claude | claude-fable-5-1 | 302.1M | $676.46 |

## Token breakdown

- Uncached input: 158.3M
- Cached input: 6.48B
- Cache write 5m: 108.3M
- Cache write 1h: 119.6M
- Output: 37.3M
- Reasoning output: 9.2M

Published voluntarily by the account holder. Source: https://paradev.com/ms-yang