Real coding sessions · never self-reported
Where the tokens go
53% building · 75.2M classified tokens
15 builds predate classification and aren't included.
Marathon debugging on chat
Previous best: 3.4M · +26%
1h 28m session running commands and testing. 4.2M tokens across 45 prompts using claude-opus-5-5.
Debugged Downloads
913 sessions tracked this week across all builders
7h 19m session running commands and testing. 366K tokens across 3 prompts using claude-opus-5-5.
One-shot debugging on Downloads
896 sessions tracked this week across all builders
9h 42m session running commands and testing. 336K tokens across 1 prompts using claude-opus-5-5.
Measured extraction accuracy on 1,000 Legal-reviewed contracts
Ran the contract extraction on 1,000 Legal-reviewed contracts, split across two frozen test sets.
Debugged cbtsai-ironclad-ai-tools
3.4M tokens vs typical 154.3K
27h 6m session running commands and testing. 3.3M tokens across 30 prompts using claude-opus-5-5.
Added zoom and draggable panes to the contract review app
5407 sessions tracked this month across all builders
Added PDF zoom and draggable split panes to a local contract review tool, then committed the change without pushing.
Traced a mislabeled contract back to the workflow entry that caused it
5406 sessions tracked this month across all builders
Confirmed that a contract's counterparty was entered wrong at launch and flagged its label as known bad.
Agent built PDF search and highlight review tool for contract extraction
673.9K tokens
Built a local review app that highlights Legal and Claude values on contract PDFs, then measured highlight coverage at 91% across 543 contracts.
Agent debugging of Downloads
467 sessions tracked this week across all builders
Autonomous 5h 30m agent session running commands and testing. 178K tokens processed using claude-opus-5-5.
Paused idle AWS schedules and held back irreversible deletions
2.0M tokens vs typical 142.3K
Paused idle dev data schedules with rollbacks saved, and stopped short of deletions until each step was reviewed.
One-shot debugging on aws-cost-reduction
$149.11 API cost
26m session running commands and testing. 416K tokens across 1 prompts using claude-opus-5.
One-shot session on scratchpad
Previous best: 262.4K · +12%
6s coding session using unknown. 0 tokens across 1 prompts.