---
title: "Chaos Alchemist (@riverkhan)"
description: "Rank #37 of 1126 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/riverkhan
last-updated: 2026-09-07
---

# Chaos Alchemist (@riverkhan)

Rank #37 of 1126 on the Superset leaderboard, tier 1.

URL: https://superset.sh/riverkhan

## Standing

- Rank: #37 of 1126
- Tier: Button pusher
- Tokens: 54.30B all time
- Cost: $48977.22 API-equivalent
- Sessions: 11729
- 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. Operator needs a higher combined score, and cost also caps the tier on its own.
Scored on 5 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 6.0 | 3.1 | yes | agents running at once |
| depth | 6.6M | 10.4M | no | tokens per session |
| output | 5.0 | 2.1 | yes | agent PRs merged per week |
| sustain | 30 | 17 | yes | active days in the last 30 |
| cost | $1374.07 | <= $315.60 | no | USD per merged PR, lower is better |

## Contributions

- Active days in the last year: 32
- Busiest day: 2026-08-30 at 4.58B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5 | 17.77B | $14358.83 |
| claude | claude-fable-5 | 13.23B | $19691.88 |
| codex | gpt-5.6-sol | 8.75B | $4392.90 |
| codex | gpt-5.5 | 4.67B | $1016.45 |
| claude | claude-opus-4-8 | 4.22B | $3353.22 |
| claude | claude-fable-5-1 | 2.64B | $2941.01 |
| codex | gpt-6-astra | 2.43B | $3042.40 |
| codex | gpt-5.6-terra | 276.9M | $84.11 |

## Token breakdown

- Uncached input: 470.1M
- Cached input: 52.80B
- Cache write 5m: 160.9K
- Cache write 1h: 864.2M
- Output: 164.2M
- Reasoning output: 55.6M

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