---
title: "Selmir Nedžibi (@contraboi)"
description: "Rank #1866 of 2504 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/contraboi
last-updated: 2026-10-26
---

# Selmir Nedžibi (@contraboi)

Rank #1866 of 2504 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/contraboi

## Standing

- Rank: #1866 of 2504
- Tier: Button pusher
- Tokens: 3.43B all time
- Cost: $2861.11 API-equivalent
- Sessions: 572
- Tracking: 2026-09-02 to 2026-10-03

## 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 | 1.0 | 3.1 | no | agents running at once |
| depth | 3.4M | 10.4M | no | tokens per session |
| output | 2.0 | 2.1 | no | agent PRs merged per week |
| sustain | 23 | 17 | yes | active days in the last 30 |
| cost | $178.77 | <= $315.60 | yes | USD per merged PR, lower is better |

## Achievements

- **efficient** (level 2 of 3) at $300, earned 2026-09-27
- **ship-it** (level 2 of 4) at 10, earned 2026-09-27
- **whole-task** (level 1 of 3) at 2.5M, earned 2026-09-27

## Milestones

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

## Contributions

- Active days in the last year: 25
- Busiest day: 2026-09-26 at 1.00B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 1.56B | $1185.74 |
| claude | claude-opus-5 | 1.55B | $1155.61 |
| claude | claude-fable-5-1 | 263.7M | $478.78 |
| codex | gpt-5.6-sol | 36.2M | $19.89 |
| codex | gpt-6-astra | 9.3M | $16.38 |
| claude | claude-haiku-4-5-20251001 | 4.0M | $2.59 |
| claude | claude-sonnet-5 | 1.4M | $2.11 |
| codex | gpt-5.6-luna | 600.7K | $0.02 |

## Token breakdown

- Uncached input: 1.5M
- Cached input: 3.34B
- Cache write 5m: 24.8M
- Cache write 1h: 45.6M
- Output: 17.3M
- Reasoning output: 7.4M

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