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About

About The Knight's Edge

From vision to shipped product.

Why This Practice Exists

You've probably been here before: you hired a consultancy, they built something, they left, and within three months nobody could explain how it worked. The documentation gathered dust. The “handover” was a zip file and a wave goodbye.

The Knight's Edge exists because that experience shouldn't be normal. Every engagement is designed around a clean handover — not just functional code, but the complete knowledge layer that lets your next developer (even a junior) operate at full velocity from day one.

The name reflects the method: precision tooling, applied with modern velocity. AI doesn't replace the craft — it sharpens it. Every engagement is forged with the same discipline a master smith brings to a blade: deliberate decisions, clean edges, nothing wasted.

When handovers actually work, you're free to hire who you want, switch direction when the market demands it, and never worry about being locked in. And when AI tools can query a searchable project history instead of guessing at code, everything after the handover gets easier too.

AI-Native Development

“AI-native” isn't a buzzword here — it's the core of how a lean team delivers at the velocity of one three times its size.

Every line of code is written with Claude and Cursor as active collaborators. Every architectural decision is discussed, challenged, and documented in AI conversations that become part of the project record. Every debugging session is captured.

The result is a Knowledge Graph that grows alongside the code — a living, queryable map of the entire system. Future developers don't just inherit code; they inherit the full context of how it was built and why.

And because the AI tooling runs on your accounts from day one, all of that institutional memory stays with you.

Who's Behind This

The Knight's Edge was founded by Joe McKnight — a technology executive with 20+ years in AI, data architecture, and platform engineering. Joe leads every client engagement personally.

Joe is founder, CEO & CTO of GreenLayer — where he serves as the entire enterprise development team, using AI to build spatial-first operational intelligence for golf course management. He takes the same approach with Empress Learning, architecting and shipping the full platform as a one-person AI-powered dev team.

He also serves as a Special Partner at JS Golf & Sport, advising portfolio companies on technology strategy and product development across the golf industry.

The Knight's Edge is Joe's build and development house — a place where real products ship, not slide decks. Every engagement runs on a proven four-layer delivery model, purpose-built tooling, and a hands-on methodology that treats your product like it's ours.

20+ years

AI, data architecture & platform engineering

CEO & CTO

GreenLayer — founder, architect, entire dev team

Special Partner

JS Golf & Sport

Talk to the team that'll do the work

No sales team, no account managers — a direct conversation with the people who'll architect and build your product.