Mistakes are learning opportunities, but only if you remember them. Engram transforms runtime errors and test failures into permanent knowledge assets.
When an error occurs in your terminal or debugger, Engram captures it. We use semantic embedding to link that error message ("Connection reset by peer") directly to the function that caused it. The error is no longer just log noise; it is metadata permanently attached to your code.
If you attempt to reuse a pattern that has a history of instability, Engram will warn you. "You've used this pattern 3 times before, and it failed 3 times." This preventative feedback loop helps you avoid recurring bugs and prompts you to seek a better solution before you even execute the code.
Keep track of what passes and what fails. Engram accumulates a reliability score for your patterns over time. You aren't just guessing if a snippet is good; you have empirical data backing its stability across multiple projects and contexts.