Seunghyuk Choi
@ColdTbrew
- All-time rank#516
- Joined Jul 2026
- Updated 10/16/2026, 1:02:36 PM
- All-time tokens
- 39.4B
- All-time cost
- $20.25K
- Active days (1y)
- 258
- All submissions
- 2,646
Contributions
Daily contribution density across the latest 12 months.
258 active days
Oct 16, 2025 – Oct 16, 2026
Day breakdown
Friday, October 16, 2026
Total tokens
22.5M
Cost
$12.12
Messages
232
Token categories
Input
714.1K
Output
55.5K
Cache read
21.7M
Cache write
0
Reasoning
32.3K
Clients and models
Codex CLIgpt-6-astra$11.6917.4M tokens · Input 301.2K · Output 41.7K · Cache read 17.0M · Reasoning 25.9K · 153 messages
gpt-6.1-sol$0.413.1M tokens · Input 225.9K · Output 7.1K · Cache read 2.9M · Reasoning 439 · 34 messages
gpt-6-luna$0.022.1M tokens · Input 187.1K · Output 6.8K · Cache read 1.9M · Reasoning 6.0K · 45 messages
Usage over time
Model activity for the latest 12 months, grouped by provider.
Range total tokens
39.4B
Oct 16, 2025Oct 16, 2026
- gpt-5.6-sol
- gpt-5.6-luna
- gpt-5.5
- gpt-6.1-sol
- gpt-6-astra
- codex-auto-review
- +122 more
Usage details
Scope is shown for each fact.
- Favorite model (1y)
- gpt-5.6-sol
- Sessions (all-time)
- 23,440
- Models (latest)
- 120
Providers (latest)
openclawcodexgrokclaudecursorzcodepiompcopilotgeminiopencodedshhermesantigravity-cli
Token mix
Distribution across input, output, cache, and reasoning tokens.
- Input
- 1.9B4.8%
- Output
- 109.7M0.3%
- Cache read
- 37.3B94.6%
- Cache write
- 106.0M0.3%
- Reasoning
- 41.1M0.1%
Devices · all-time
| Device | Tokens | Cost | Active days |
|---|---|---|---|
| Unnamed deviceLast submitted | 21.8B | $12.06K | 157 |
| Unnamed deviceLast submitted | 2.2B | $1.08K | 168 |
| Unnamed deviceLast submitted | 12.1B | $5.34K | 108 |
| Unnamed deviceLast submitted | 126.6M | $84.22 | 12 |
| Unnamed deviceLast submitted | 2.4B | $1.35K | 148 |
| Unnamed deviceLast submitted | 755.2M | $292.22 | 17 |
| Unnamed deviceLast submitted | 65.0M | $50.68 | 3 |