Zachary Liu
@zHElEARN
- All-time rank#1,302
- Joined Jul 2026
- Updated 9/14/2026, 10:07:01 AM
- All-time tokens
- 4.6B
- All-time cost
- $1.99K
- Active days (1y)
- 154
- All submissions
- 579
Contributions
Daily contribution density across the latest 12 months.
154 active days
Sep 14, 2025 – Sep 14, 2026
Day breakdown
Monday, September 14, 2026
Total tokens
39.2M
Cost
$1.57
Messages
339
Token categories
Input
1.8M
Output
270.6K
Cache read
36.9M
Cache write
0
Reasoning
182.8K
Clients and models
Codex CLIgpt-5.6-luna$1.2431.2M tokens · Input 1.6M · Output 162.9K · Cache read 29.4M · Reasoning 104.3K · 220 messages
deepseek-flash$0.307.0M tokens · Input 152.8K · Output 104.5K · Cache read 6.6M · Reasoning 77.4K · 89 messages
codex-auto-review$0.031.0M tokens · Input 102.7K · Output 3.2K · Cache read 942.6K · Reasoning 1.1K · 30 messages
Usage over time
Model activity for the latest 12 months, grouped by provider.
Range total tokens
4.6B
Sep 14, 2025Sep 14, 2026
- gpt-5.6-sol
- gpt-5.6-luna
- deepseek-v4-flash · Codex CLI
- gpt-5.5
- gpt-5.4
- deepseek-v4-flash · OpenCode
- +19 more
Usage details
Scope is shown for each fact.
- Favorite model (1y)
- gpt-5.6-sol
- Sessions (all-time)
- 3,815
- Models (latest)
- 20
Providers (latest)
codexopencodeclaudezcodecopilot
Token mix
Distribution across input, output, cache, and reasoning tokens.
- Input
- 284.8M6.3%
- Output
- 27.9M0.6%
- Cache read
- 4.2B92.8%
- Cache write
- 1.3M0.0%
- Reasoning
- 15.1M0.3%
Devices · all-time
| Device | Tokens | Cost | Active days |
|---|---|---|---|
| ap-mba-m5Last submitted | 2.2B | $780.19 | 55 |
| ap-mba-m4Last submitted | 2.3B | $1.19K | 131 |
| home-srvLast submitted | 76.9M | $24.88 | 27 |