---
title: "Zheyu Deng (@zheyu-deng)"
description: "Rank #874 of 2502 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/zheyu-deng
last-updated: 2026-10-26
---

# Zheyu Deng (@zheyu-deng)

Rank #874 of 2502 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/zheyu-deng

## Standing

- Rank: #874 of 2502
- Tier: Button pusher
- Tokens: 17.28B all time
- Cost: $11594.35 API-equivalent
- Sessions: 5334
- Tracking: 2026-09-01 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 4 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 5.0 | 3.1 | yes | agents running at once |
| depth | 3.3M | 10.4M | no | tokens per session |
| sustain | 27 | 17 | yes | active days in the last 30 |
| cost | $4292.40 | <= $315.60 | no | USD per merged PR, lower is better |

## Milestones

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

## Contributions

- Active days in the last year: 53
- Busiest day: 2026-10-22 at 997.2M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| codex | gpt-6-astra | 8.79B | $8520.28 |
| codex | gpt-6-sol | 1.72B | $47.46 |
| codex | codex-auto-review | 1.66B | $67.34 |
| claude | claude-opus-5-5 | 1.65B | $1244.64 |
| codex | gpt-5.6-sol | 1.22B | $859.41 |
| codex | gpt-6.1-sol | 1.06B | $35.64 |
| claude | claude-opus-5 | 564.6M | $365.88 |
| codex | gpt-6-luna | 245.1M | $7.91 |

## Token breakdown

- Uncached input: 607.9M
- Cached input: 16.56B
- Cache write 5m: 21.7M
- Cache write 1h: 42.3M
- Output: 47.9M
- Reasoning output: 13.5M

Published voluntarily by the account holder. Source: https://paradev.com/zheyu-deng