What the Fork: Engineering at Scale
An unfiltered AMA for developers and tech leads on the reality of shipping with AI
We’ve all heard the promise: "AI will make your devs 10x faster." But as any agency veteran knows, speed is useless if you’re just accelerating toward a massive technical debt or a security nightmare.
In this AMA, we’re moving past the "Hello World" demos. We’re diving into the actual workflows of agency life to discuss where AI is a genuine superpower and where it’s a ticking time bomb.
What We’ll Cover:
The Real Time-Savers: Beyond just GitHub Copilot how to use AI for boilerplate, unit testing, and instant documentation without losing your soul.
The "Backfire" Zones: Why relying on AI for precise technical data (like SEO constraints or alphanumeric SKUs) often creates a "hidden tax" of manual auditing.
Comprehension Debt: The hidden risk of developers losing deep system knowledge by letting LLMs do the heavy lifting.
Security & Compliance: How to stop AI from accidentally suggesting unencrypted data flows or GDPR-violating logic.
Who Is This For?
Agency Founders & Tech Leads trying to balance profitability with code quality.
Senior Developers who want to optimize their workflow without becoming "prompt monkeys."
Project Managers tired of hearing "the AI did it" as an excuse for buggy deploys.
Format
This is a pure AMA. No 40-minute slide deck. Bring your hardest questions, your biggest "AI-gone-wrong" horror stories, and your best workflow hacks.