Real coding sessions · never self-reported
Where the tokens go
38% building · 2863.7M classified tokens
40 builds predate classification and aren't included.
Fixed authentication and caching defects, raised coverage to 95%
30 consecutive days
Fixed multiple authentication and caching issues while increasing test coverage from 67% to 95%.
Debugged MCP servers and diagnosed PR merge blockers
898 sessions tracked this week across all builders
Investigated MCP availability issues and identified root causes affecting multiple PR statuses.
Shipped database dedup tests for SQLite, PostgreSQL, MySQL
Previous best: 2,696 lines
Added eight deduplication tests across SQLite, PostgreSQL, and MySQL with full CI pass and improved coverage.
Debugged test failures and identified upstream bugs
879 sessions tracked this week across all builders
Discovered broken test fixtures, corrected assertions, and identified an upstream code bug through auditing.
Structured a routing plan for brain-freshness work
2176 sessions tracked this week across all builders
Built a durable bead cluster with dependency chain, enabling cross-session handoff of work to owning teams.
Audited fork-sync, found enrollment defect, merged
30 consecutive days
Audited fork-sync, identified duplicate enrollment rows, and resolved merge conflicts to complete the sync.
Shipped waiting-list and access-gating feature
762 sessions tracked this week across all builders
Implemented waiting-list gates with 35 passing tests and fork governance documentation.
Audited platform security and mapped comprehensive remediation roadmap
30 consecutive days
Audited platform for security gaps, identified 6 critical blockers, mapped comprehensive fix roadmap to epics.
Planned fixes for three upstream bugs in now-lms
First build using this model
Investigated fork divergence, verified three upstream bugs, and created a prioritized fix plan.
Debugged claude-partner-network
1511 sessions tracked this week across all builders
21h 44m session running commands and testing. 2.2M tokens across 3 prompts using claude-opus-4-8.
Debugged claude-code-plugins
132h 31m
132h 31m session running commands and testing. 12.4M tokens across 31 prompts using claude-opus-4-8.
Debugged intent-eval-platform
2057 sessions tracked this week across all builders
8h 36m session running commands and testing. 1.6M tokens across 4 prompts using claude-opus-4-8.