---
title: "qi li (@luckystar)"
description: "Rank #917 of 2499 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/luckystar
last-updated: 2026-10-26
---

# qi li (@luckystar)

Rank #917 of 2499 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/luckystar

## Standing

- Rank: #917 of 2499
- Tier: Button pusher
- Tokens: 16.06B all time
- Cost: $9081.59 API-equivalent
- Sessions: 663
- Tracking: 2026-08-25 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 | 28.7M | 10.4M | yes | tokens per session |
| sustain | 23 | 17 | yes | active days in the last 30 |

## Achievements

- **run-01**, earned 2026-09-23
- **two-hands** (level 1 of 3) at 10, earned 2026-09-23
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-23

## Milestones

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

## Contributions

- Active days in the last year: 47
- Busiest day: 2026-10-10 at 1.12B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| pi | claude-opus-5 | 4.82B | $3903.86 |
| pi | claude-opus-5-5 | 2.75B | $1187.80 |
| pi | gpt-6.1-sol | 2.69B | $446.73 |
| claude | claude-opus-5-5 | 1.60B | $743.01 |
| pi | gpt-5.6-sol | 1.42B | $1129.33 |
| pi | gpt-6-sol | 1.36B | $336.07 |
| codex | gpt-5.6-sol | 467.1M | $389.13 |
| pi | claude-opus-4-8 | 433.8M | $427.44 |

## Token breakdown

- Uncached input: 137.6M
- Cached input: 15.44B
- Cache write 5m: 438.7M
- Cache write 1h: 0
- Output: 43.7M
- Reasoning output: 3.4M

Published voluntarily by the account holder. Source: https://paradev.com/luckystar