---
title: "samatc-rrc (@samatc-rrc)"
description: "Rank #357 of 2505 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/samatc-rrc
last-updated: 2026-10-27
---

# samatc-rrc (@samatc-rrc)

Rank #357 of 2505 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/samatc-rrc

## Standing

- Rank: #357 of 2505
- Tier: Operator
- Tokens: 45.32B all time
- Cost: $31180.27 API-equivalent
- Sessions: 4917
- Tracking: 2026-07-31 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 | 5.3 | 5.5 | no | agents running at once |
| depth | 7.7M | 23.3M | no | tokens per session |
| output | 1.0 | 6.0 | no | agent PRs merged per week |
| sustain | 18 | 24 | no | active days in the last 30 |
| cost | $88.53 | <= $104.48 | yes | USD per merged PR, lower is better |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-07
- **two-hands** (level 1 of 3) at 10, earned 2026-09-07
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-07

## Milestones

- sessions: 1.0K
- spend: 10.0K
- tokens: 10.00B

## Contributions

- Active days in the last year: 72
- Busiest day: 2026-10-22 at 3.88B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 21.56B | $12830.19 |
| claude | claude-opus-5 | 16.79B | $13511.90 |
| claude | claude-sonnet-5-5 | 2.81B | $847.96 |
| claude | claude-sonnet-5 | 2.06B | $744.36 |
| claude | claude-fable-5-1 | 1.51B | $2575.58 |
| codex | gpt-6-astra | 433.5M | $643.52 |
| codex | gpt-6.1-sol | 42.3M | $0.74 |
| claude | claude-haiku-4-5-20251001 | 35.2M | $9.34 |

## Token breakdown

- Uncached input: 19.0M
- Cached input: 43.98B
- Cache write 5m: 570.0M
- Cache write 1h: 532.9M
- Output: 217.7M
- Reasoning output: 87.2M

Published voluntarily by the account holder. Source: https://paradev.com/samatc-rrc