Real coding sessions · never self-reported
Where the tokens go
54% building · 186.1M classified tokens
31 builds predate classification and aren't included.
Debugged aai
First build using this model
1h 22m session running commands and testing. 451K tokens across 7 prompts using claude-opus-5[1m].
Shipped demo seeder with realistic applicant scenarios
Previous best: 3.8M · +369%
Shipped a demo data seeder to quickly test the full end-to-end workflow with realistic applicants
Verified bilateral tongue model status and integration
1953 sessions tracked this week across all builders
Determined renderer integration status of bilateral model channels and documented findings.
Built pricing and comparison framework for models
First build tracked for this project
Implemented pricing catalog, fixed model ID mappings, and built evaluation framework.
Built tailored and ATS-verified resume for job application
1949 sessions tracked this week across all builders
Generated tailored resume with full ATS verification for job submission.
Debugged and halted a runaway network monitoring loop
214 prompts
Diagnosed a runaway recurring job and cancelled it to halt the cascading API errors.
Set up project foundation with spec and developer guide
1944 sessions tracked this week across all builders
Initialized project workspace with specification, getting-started guide, and development conventions.
Built invitation templates and editor with live preview
Previous best: 1.2M · +219%
Implemented templates system, invitation editor with live preview and autosave, and account dashboard.
Added 5 sample templates with real preview images
First build tracked for this project
Added 5 sample templates with real preview artwork, seeding now works fully offline.
Debugged valence-v2
First build tracked for this project
12m session running commands and testing. 49K tokens across 4 prompts using claude-opus-4-8.
Investigated Gemini API model availability and support
2043 sessions tracked this week across all builders
Tested Gemini API models and found version 2.5 is the oldest available.
Validated SPARC model outperforms on unseen speaker data
2042 sessions tracked this week across all builders
Ran experiment on unseen speaker data confirming SPARC outperforms the custom model.