Zachary Liu
@zHElEARN
- 30d rank#691
- Joined Jul 2026
- Updated 9/14/2026, 6:02:03 PM
- 30d tokens
- 1.7B
- 30d cost
- $198.45
- Active days (30d)
- 27
- All submissions
- 580
Contributions
Daily contribution density across the last 30 days.
27 active days
Aug 16, 2026 โ Sep 14, 2026
Day breakdown
Monday, September 14, 2026
Total tokens
42.0M
Cost
$1.69
Messages
367
Token categories
Input
2.0M
Output
285.4K
Cache read
39.6M
Cache write
0
Reasoning
192.1K
Clients and models
Codex CLIgpt-5.6-luna$1.3534.0M tokens ยท Input 1.7M ยท Output 177.6K ยท Cache read 32.0M ยท Reasoning 113.6K ยท 248 messages
deepseek-flash$0.307.0M tokens ยท Input 152.8K ยท Output 104.5K ยท Cache read 6.6M ยท Reasoning 77.4K ยท 89 messages
codex-auto-review$0.031.0M tokens ยท Input 102.7K ยท Output 3.2K ยท Cache read 942.6K ยท Reasoning 1.1K ยท 30 messages
Usage over time
Model activity for the last 30 days, grouped by provider.
Range total tokens
1.7B
Aug 16, 2026Sep 14, 2026
- deepseek-v4-flash
- gpt-5.6-luna
- gpt-5.6-sol
- deepseek-flash
- codex-auto-review
- gpt-6-astra
- +2 more
Usage details
Scope is shown for each fact.
- Favorite model (30d)
- gpt-5.6-sol
- Selected range
- Last 30 days
- Models (30d)
- 7
Providers (30d)
codexopencode
Token mix
Distribution across input, output, cache, and reasoning tokens.
- Input
- 67.6M4.0%
- Output
- 8.8M0.5%
- Cache read
- 1.6B95.1%
- Cache write
- 00.0%
- Reasoning
- 6.3M0.4%
Devices ยท all-time
| Device | Tokens | Cost | Active days |
|---|---|---|---|
| ap-mba-m5Last submitted | 2.2B | $780.30 | 55 |
| ap-mba-m4Last submitted | 2.3B | $1.19K | 131 |
| home-srvLast submitted | 76.9M | $24.88 | 27 |