Hamza Farooq
Gayathri Keerthana
Free Lesson

Spec Engineering for FDEs: Blueprint for Zero-Shot Delivery

Part of FDE Builder Mode

60 min
Oct 30, 2026 11:30 AM

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What you'll learn

Work Backwards from a Real Problem into an Agent-ready Spec

A spec agent extracts all your messy input and customer pains to derive a clear problem statement and structured spec.

Your New Spec Kit Framework

Define system boundaries, input/output schemas, and non-negotiable invariants before opening an AI editor.

Zero-Shot Execution Protocols

Replace the "prompt-and-pray" loop with single-pass implementations that run cleanly in isolated client environments.

Managing Client Scope

Use rigorous specs to push back on impossible custom edge cases without stalling the deal.

Why this topic matters

Feeding messy asks and customer data directly into a "vibe-coding genie" is a sure shot way to sloppy outcomes for your clients. FDEs don't build in a clean sandbox. You operate inside unique enterprise environments filled with vague requests and deadlines. Spec Engineering acts as the compiler between client ambiguity and agent execution. By building via structured Spec Kits, you start with deterministic blueprints that AI agents execute on.

You'll learn from

Hamza Farooq

Hamza Farooq

Founder | Ex-Google & Walmart Labs |Adjunct UCLA & UMN, SCU | Venture Partner

Worked at:
Google
Walmart
Gallup
UCLA
University of Minnesota
Gayathri Keerthana

Gayathri Keerthana

AI Consultant, ex-Amazon Sr PM (ML), 3x Founder

Worked at
Amazon
Esade
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