---
title: "Celia Manzano (@celiamanzz)"
description: "Rank #1157 of 2498 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/celiamanzz
last-updated: 2026-10-26
---

# Celia Manzano (@celiamanzz)

Rank #1157 of 2498 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/celiamanzz

## Standing

- Rank: #1157 of 2498
- Tier: Button pusher
- Tokens: 11.15B all time
- Cost: $4171.02 API-equivalent
- Sessions: 587
- Tracking: 2026-08-06 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 | 16.5M | 10.4M | yes | tokens per session |
| sustain | 17 | 17 | yes | active days in the last 30 |

## Milestones

- tokens: 10.0M

## Contributions

- Active days in the last year: 26
- Busiest day: 2026-10-26 at 2.95B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 11.00B | $4078.32 |
| claude | claude-sonnet-5-5 | 80.5M | $30.83 |
| devin | claude-opus-5-medium | 36.1M | $26.41 |
| codex | gpt-6-astra | 23.3M | $34.46 |
| codex | gpt-reserve | 10.1M | $0.18 |
| devin | swe-1-7-medium | 1.2M | $0.04 |
| claude | kimi-k3 | 1.1M | $0.14 |
| claude | claude-haiku-4-5-20251001 | 583.9K | $0.44 |

## Token breakdown

- Uncached input: 1.8M
- Cached input: 10.92B
- Cache write 5m: 129.7M
- Cache write 1h: 48.6M
- Output: 46.4M
- Reasoning output: 19.5M

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