Context Is The Easy Part

Originally published on Kepler Everyone’s talking about context engineering right now, but most of the conversation is focused on the wrong thing. Read the blog posts, the guides, the thought leadership. They’re all asking the same questions: What should I include in the context window? How do I manage tokens efficiently? How do I curate what the model sees? These are valid questions. They’re also the easy part. The hard part isn’t deciding what context to include. It’s building systems that deliver that context reliably, with provenance, at scale, every single time. That’s not a context problem. That’s an engineering problem. And engineering means something specific. ...

January 30, 2026 · 4 min · 698 words · Vinoo Ganesh

Introducing Kepler

Originally published on Kepler AI produces numbers that are incorrect, untraceable, and unverifiable. Asking the same question twice yields different answers, and there’s no way to distinguish right from wrong outputs. This unreliability poses serious risks across industries like healthcare, legal, insurance, government, and finance where numerical accuracy directly impacts outcomes. Through conversations with 137 financial firms - including private equity, hedge funds, and investment banks - a consistent pattern emerged: everyone wants to use AI, but nobody trusts it. As one managing director stated, “I can’t put a number in front of a client if I can’t show where it came from.” ...

January 30, 2026 · 2 min · 248 words · Vinoo Ganesh

The Future in Tech: Data Engineering Powers AI Revolution

Originally streamed live on August 3, 2023 - LinkedIn Learning’s “The Future in Tech” series Data engineering is the unsung hero fueling the rapid growth and consumption of artificial intelligence. It transforms AI’s potential into reality, driving digital innovation and reshaping the world. In this comprehensive discussion, we explore how data engineering unlocks and enables democratized use of Artificial Intelligence. Video: The Future in Tech - Data Engineering and AI Discussion (1,668 views) ...

August 3, 2023 · 4 min · 846 words · Vinoo Ganesh