---
title: "BingBing Liang (@bingbing-liang)"
description: "Rank #681 of 1135 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/bingbing-liang
last-updated: 2026-09-07
---

# BingBing Liang (@bingbing-liang)

Rank #681 of 1135 on the Superset leaderboard, tier 1.

URL: https://superset.sh/bingbing-liang

## Standing

- Rank: #681 of 1135
- Tier: Button pusher
- Tokens: 3.43B all time
- Cost: $6208.15 API-equivalent
- Sessions: 453
- Tracking: 2026-07-30 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. 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 | 1.5 | 3.1 | no | agents running at once |
| depth | 6.3M | 10.4M | no | tokens per session |
| sustain | 20 | 17 | yes | active days in the last 30 |

## Achievements

- **two-hands** (level 1 of 3) at 10, earned 2026-09-07
- **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: 28
- Busiest day: 2026-08-05 at 499.7M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-fable-5 | 2.25B | $4303.86 |
| claude | claude-fable-5-1 | 707.3M | $1490.52 |
| claude | claude-opus-5 | 202.0M | $201.15 |
| claude | claude-opus-4-8 | 156.5M | $175.57 |
| claude | converse/global.anthropic.claude-opus-5 | 109.5M | $32.85 |
| claude | claude-sonnet-5 | 4.6M | $3.10 |
| codex | gpt-5.6-sol | 744.5K | $1.03 |
| claude | claude-haiku-4-5-20251001 | 26.7K | $0.04 |

## Token breakdown

- Uncached input: 17.3M
- Cached input: 3.19B
- Cache write 5m: 204.6M
- Cache write 1h: 0
- Output: 21.0M
- Reasoning output: 5.4M

Published voluntarily by the account holder. Source: https://superset.sh/bingbing-liang