first-person walkthrough of building a sustainability-reporting pipeline where provenance is a feature, not a nice-to-have and why I stopped letting the model do the math. Intro I got into ESG tooling the way a lot of engineers do: someone needed carbon numbers for a report, the data was messy, and an LLM seemed like a fast way to wrangle it. - View it on GitHub