---
title: "Minh Ngo (@mingo023)"
description: "Rank #1058 of 2079 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/mingo023
last-updated: 2026-10-06
---

# Minh Ngo (@mingo023)

Rank #1058 of 2079 on the Superset leaderboard, tier 1.

URL: https://superset.sh/mingo023

## Standing

- Rank: #1058 of 2079
- Tier: Button pusher
- Tokens: 7.91B all time
- Cost: $6897.21 API-equivalent
- Sessions: 2390
- Tracking: 2026-09-07 to 2026-10-06

## 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 | 2.0 | 3.1 | no | agents running at once |
| depth | 2.9M | 10.4M | no | tokens per session |
| sustain | 30 | 17 | yes | active days in the last 30 |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-10-06
- **thirty** (level 1 of 3) at 30, earned 2026-10-06
- **two-hands** (level 1 of 3) at 10, earned 2026-10-06
- **whole-task** (level 1 of 3) at 2.5M, earned 2026-10-06

## Milestones

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

## Contributions

- Active days in the last year: 30
- Busiest day: 2026-09-30 at 1.10B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5 | 3.69B | $3445.18 |
| claude | claude-opus-5-5 | 3.21B | $2789.04 |
| claude | claude-sonnet-5 | 367.9M | $152.64 |
| claude | claude-sonnet-5-5 | 295.4M | $118.22 |
| claude | claude-fable-5-1 | 195.9M | $284.54 |
| codex | gpt-5.6-sol | 110.7M | $71.77 |
| claude | claude-opus-4-8 | 25.8M | $21.90 |
| codex | gpt-6-astra | 6.9M | $12.68 |

## Token breakdown

- Uncached input: 7.4M
- Cached input: 7.55B
- Cache write 5m: 203.0M
- Cache write 1h: 103.3M
- Output: 45.5M
- Reasoning output: 18.1M

Published voluntarily by the account holder. Source: https://superset.sh/mingo023