AI agents don't fail because they can't code.
They fail because they code blind.
Ctxo gives them the full picture before they write a single line.
Same codebase. Same model. Same question. One uses ctxo. One doesn't.
1 call analyzed 2,382 symbols and auto-classified 203 false positives. Manual took 8 rounds and 35 tool calls.
See full comparison →Manual missed 3 subclasses entirely. ctxo found every symbol, risk-scored them, and suggested a 1-file alternative.
See full comparison →