Randy Chang
@raw34
- Last month rank (UTC)#440
- Joined May 2026
- Updated 10/29/2026, 2:00:39 PM
- Last month tokens
- 9.0B
- Last month cost
- $5.54K
- Active days (Last month)
- 30
- All submissions
- 154
Contributions
Daily contribution density for last month (UTC).
30 active days
Sep 1, 2026 – Sep 30, 2026
Day breakdown
Wednesday, September 30, 2026
Total tokens
64.2M
Cost
$23.02
Messages
320
Token categories
Input
462.2K
Output
151.9K
Cache read
63.2M
Cache write
394.1K
Reasoning
9.8K
Clients and models
Claude Codeclaude-opus-5-5$13.8545.6M tokens · Input 286 · Output 83.5K · Cache read 45.2M · Cache write 394.1K · 138 messages
Codex CLIgpt-5.6-sol$9.1218.0M tokens · Input 302.8K · Output 31.8K · Cache read 17.7M · Reasoning 9.8K · 149 messages
Hermes Agentz-ai/glm-5.3-flash$0.05578.0K tokens · Input 159.1K · Output 36.6K · Cache read 382.3K · 33 messages
Usage over time
Model activity for last month (UTC), grouped by provider.
Range total tokens
9.0B
Sep 1, 2026Sep 30, 2026
- claude-opus-5
- gpt-5.6-sol
- gpt-6-astra
- claude-opus-5-5
- claude-opus-4-8
- claude-sonnet-5
- +5 more
Usage details
Scope is shown for each fact.
- Favorite model (Last month)
- claude-opus-5
- Selected range
- Last month (UTC)
- Models (Last month)
- 11
Providers (Last month)
codexclaudehermes
MCP servers (latest)
browsermcpclaude-memcontext7fetchgithubmemorypencilsequential-thinking
Token mix
Distribution across input, output, cache, and reasoning tokens.
- Input
- 54.7M0.6%
- Output
- 21.6M0.2%
- Cache read
- 8.8B97.7%
- Cache write
- 124.6M1.4%
- Reasoning
- 1.8M0.0%
Devices · all-time
| Device | Tokens | Cost | Active days |
|---|---|---|---|
| Unnamed deviceLast submitted | 48.4B | $26.46K | 260 |
| Unnamed deviceLast submitted | 4.7B | $2.87K | 220 |
| Legacy submissionsLast submitted | 0 | $0.00 | 0 |