Notes from the build.

On a 48-hour holdout from the 2015 ERCOT sample, ridge regression recorded an MAE of 823.37 MW. Predicting demand from the same hour one day earlier returned a lower MAE of 667.42 MW. The simpler model performed better on this evaluation.

This does not mean ridge regression is generally worse. It means one small, time-local experiment is not sufficient evidence of improvement. More convincing work would use rolling-origin backtests, longer history, weather covariates and tests across distinct seasons.

Company Facts responses may include multiple taxonomies, filed dates and observations for the same period. A flow metric such as net income measures a duration, while assets describe a balance at one instant. Mixing the two produces incorrect comparisons.

FilingIQ selects 10-K records, checks annual durations where appropriate, normalizes units and keeps the source filing visible. The derived research output should remain verifiable from the report itself.

A suspicious API call or large patch may deserve closer review, but matching a regular expression is not equivalent to proving exploitability. GitHub may also omit patches, especially when files are large, and a missing patch should not silently count as clean.

CodeReview turns scan output into explained reviewer prompts, tracks missing patch coverage and avoids claims that require deeper execution or expert assessment.