Randy Chang
@raw34
- All-time rank#379
- Joined May 2026
- Updated 9/14/2026, 2:00:38 PM
- All-time tokens
- 39.9B
- All-time cost
- $23.45K
- Active days (1y)
- 225
- All submissions
- 109
Contributions
Daily contribution density across the latest 12 months.
225 active days
Sep 14, 2025 – Sep 14, 2026
Day breakdown
Monday, September 14, 2026
Total tokens
419.6M
Cost
$240.97
Messages
1,491
Token categories
Input
2.0M
Output
970.1K
Cache read
409.4M
Cache write
7.1M
Reasoning
51.0K
Clients and models
Claude Codeclaude-opus-5$183.84335.0M tokens · Input 221.9K · Output 732.3K · Cache read 328.8M · Cache write 5.2M · 847 messages
claude-sonnet-4-5$7.391.9M tokens · Input 480 · Output 36.6K · Cache read 92.3K · Cache write 1.8M · 48 messages
<synthetic>$0.000 tokens · 5 messages
Codex CLIgpt-6-astra$26.4039.5M tokens · Input 865.2K · Output 95.5K · Cache read 38.5M · Reasoning 17.7K · 283 messages
gpt-5.6-sol$23.3543.1M tokens · Input 938.0K · Output 105.7K · Cache read 42.0M · Reasoning 33.3K · 308 messages
Usage over time
Model activity for the latest 12 months, grouped by provider.
Range total tokens
39.9B
Sep 14, 2025Sep 14, 2026
- claude-opus-5
- claude-opus-4-8
- gpt-5.6-sol
- gpt-5.5
- claude-opus-4-7
- gpt-5.4
- +31 more
Usage details
Scope is shown for each fact.
- Favorite model (1y)
- claude-opus-5
- Sessions (all-time)
- 14,661
- Models (latest)
- 36
Providers (latest)
openclawclaudegeminicodexopencodehermes
MCP servers (latest)
browsermcpcontext7fetchgithubmemorypencilsequential-thinking
Token mix
Distribution across input, output, cache, and reasoning tokens.
- Input
- 740.8M1.9%
- Output
- 150.6M0.4%
- Cache read
- 38.2B95.6%
- Cache write
- 839.6M2.1%
- Reasoning
- 10.3M0.0%
Devices · all-time
| Device | Tokens | Cost | Active days |
|---|---|---|---|
| Unnamed deviceLast submitted | 35.3B | $20.58K | 221 |
| Unnamed deviceLast submitted | 4.7B | $2.87K | 139 |
| Legacy submissionsLast submitted | 0 | $0.00 | 0 |