Real coding sessions · never self-reported
Where the tokens go
38% building · 3247.5M classified tokens
50 builds predate classification and aren't included.
One-shot debugging on bobs-big-brain-umbrella
30 consecutive days
144h 32m session running commands and testing. 2.6M tokens across 1 prompts using claude-sonnet-5.
Debugged buzz
17.0M tokens vs typical 2.2M
158h 16m session running commands and testing. 17.0M tokens across 28 prompts using claude-opus-5.
Debugged diagnostic-pro
16.7M tokens vs typical 2.2M
142h 20m session running commands and testing. 16.6M tokens across 24 prompts using claude-opus-5.
Marathon debugging on claude-code-plugins
28.9M tokens vs typical 2.2M
64h 15m session running commands and testing. 28.9M tokens across 47 prompts using claude-fable-5.
Mapped agent communication and fixed security vulnerability
30 consecutive days
Completed research on agent communication architecture and fixed security vulnerability.
Shipped operational status brief and evaluation findings
30 consecutive days
Emailed status brief to HQ and filed evaluation documentation to the audit trail.
Shipped agent communication plugin with MCP architecture
Previous best: 4,170 lines
Implemented complete framework with MCP-native architecture validated through ecosystem research.
Researched agent coordination patterns and shipped security updates
Previous best: 25.0M · +33%
Investigated message-passing requirements for agent systems and validated production infrastructure hardening.
Debugged webhook delivery and queued self-hosted deployment
740 sessions tracked this week across all builders
Fixed webhook receiver issues and queued the first self-hosted deploy.
Designed the auction MVP and live infrastructure diagrams
30 consecutive days
Designed two system architecture diagrams and drafted the implementation plan for the diagnostic auction MVP.
Completed market research on automotive diagnostics positioning
746 sessions tracked this week across all builders
Researched competitive positioning and identified key market insights for automotive diagnostics opportunity.
Fixed production blockers affecting team provisioning
749 sessions tracked this week across all builders
Debugged Plane's invite flow, fixed configurations, and closed backup replication gaps.