---
title: "Amit Shvil (@kjhlk)"
description: "Rank #604 of 2502 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/kjhlk
last-updated: 2026-10-26
---

# Amit Shvil (@kjhlk)

Rank #604 of 2502 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/kjhlk

## Standing

- Rank: #604 of 2502
- Tier: Operator
- Tokens: 26.88B all time
- Cost: $17352.16 API-equivalent
- Sessions: 4283
- Tracking: 2026-07-29 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. Plant Manager 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 | 3.5 | 5.5 | no | agents running at once |
| depth | 7.8M | 23.3M | no | tokens per session |
| output | 79.5 | 6.0 | yes | agent PRs merged per week |
| sustain | 26 | 24 | yes | active days in the last 30 |
| cost | $43.53 | <= $104.48 | yes | USD per merged PR, lower is better |

## Achievements

- **efficient** (level 2 of 3) at $300, earned 2026-10-01
- **ship-it** (level 2 of 4) at 10, earned 2026-10-01
- **two-hands** (level 1 of 3) at 10, earned 2026-10-01
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-10-01

## Milestones

- sessions: 500
- spend: 1.0K
- tokens: 1.00B

## Contributions

- Active days in the last year: 65
- Busiest day: 2026-10-12 at 1.71B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 16.75B | $8340.29 |
| claude | claude-opus-5 | 4.02B | $3278.16 |
| codex | gpt-5.6-sol | 2.59B | $1449.58 |
| codex | gpt-6-astra | 1.71B | $2324.83 |
| claude | claude-fable-5-1 | 1.14B | $1652.32 |
| codex | gpt-6.1-sol | 383.0M | $58.80 |
| codex | gpt-6-luna | 98.7M | $2.14 |
| claude | claude-fable-5 | 94.2M | $175.37 |

## Token breakdown

- Uncached input: 152.0M
- Cached input: 25.63B
- Cache write 5m: 853.1M
- Cache write 1h: 162.2M
- Output: 82.3M
- Reasoning output: 29.3M

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