Why every AI system I ship is cited, measured, and honest about its limits.Here's a scene I think about a lot. A sales rep gets an AI tool that drafts their outbound. The first week is great. In week two it congratulates a prospect on a funding round that never happened. The2d ago · 6 min readakarshsabbavarapu09.hashnode.dev
I read 10 job descriptions, then built what they asked for.Most portfolio advice says build what you find interesting. I did that for a while. It got me nine repos and 1,583 tests, and I was proud of them. But I couldn't tell whether they matched what compani1SOct 12 · 6 min readakarshsabbavarapu09.hashnode.dev
I built 9 AI systems for GTM teams. Here is the architecture.Every sales pipeline starts with something ugly. Usually it's a CSV. Someone exported it from a trade show scanner or a webinar tool, and half the rows have a company name and nothing else. A few haveOct 10 · 6 min readakarshsabbavarapu09.hashnode.dev
