---
title: "Pengtao Huang (@pengtao-huang)"
description: "Rank #18 of 1126 on the Superset leaderboard, tier 2."
canonical: https://superset.sh/pengtao-huang
last-updated: 2026-09-07
---

# Pengtao Huang (@pengtao-huang)

Rank #18 of 1126 on the Superset leaderboard, tier 2.

URL: https://superset.sh/pengtao-huang

## Standing

- Rank: #18 of 1126
- Tier: Operator
- Tokens: 79.03B all time
- Cost: $19300.64 API-equivalent
- Sessions: 6020
- Tracking: 2026-08-07 to 2026-09-07

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Plant Manager 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 | 4.8 | 5.5 | no | agents running at once |
| depth | 14.5M | 23.3M | no | tokens per session |
| sustain | 30 | 24 | yes | active days in the last 30 |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-07
- **thirty** (level 1 of 3) at 30, earned 2026-09-07
- **two-hands** (level 1 of 3) at 10, earned 2026-09-07
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-07

## Milestones

- sessions: 5.0K
- spend: 10.0K
- tokens: 10.00B

## Contributions

- Active days in the last year: 32
- Busiest day: 2026-08-14 at 10.46B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | deepseek-v4-flash | 63.63B | $6617.13 |
| claude | claude-opus-5 | 10.74B | $7899.34 |
| claude | claude-fable-5 | 1.77B | $2932.57 |
| claude | claude-fable-5-1 | 1.01B | $1071.95 |
| codex | gpt-5.6-sol | 714.6M | $446.18 |
| claude | claude-sonnet-5 | 619.5M | $218.85 |
| pi | deepseek-v4-flash | 398.7M | $9.72 |
| claude | claude-opus-4-8 | 76.2M | $95.27 |

## Token breakdown

- Uncached input: 563.9M
- Cached input: 77.79B
- Cache write 5m: 137.1M
- Cache write 1h: 189.9M
- Output: 346.9M
- Reasoning output: 14.2M

Published voluntarily by the account holder. Source: https://superset.sh/pengtao-huang