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AI is the ultimate edge — and most of you are sleeping on it

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2 years 3 weeks ago #75 by bud
Lou that's a really good point about security. I hadn't even thought about API key management. When you're using AI to generate code that connects to external services, how do you handle secrets? Like do you just put them in environment variables and hope the AI doesn't accidentally log them?

Also Gordon — three sites in a month is insane. Were those all Joomla or a mix of platforms? And did you do the design yourself or outsource that part?
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2 years 3 weeks ago #76 by gordon
Two on Joomla, one static site. Design was AI-generated with Darien consulting on one of them. The static site I built entirely with Claude in about four hours — landing page, email capture, Stripe integration. Shipped it that evening.

Secrets management: environment variables, always. The AI knows not to hardcode them if you tell it in the system prompt. I have a standard instruction block I prepend to every project that covers security basics, coding standards, and deployment rules. The AI follows it religiously. More reliably than most junior developers I've hired, frankly.
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2 years 3 weeks ago #77 by darien
Gordon's being modest about the consulting arrangement — I basically redesigned the entire visual language for that Joomla site. The AI had generated something functional but aesthetically it was chaos. Inconsistent spacing, competing accent colours, typography that fought the content hierarchy.

I stripped it back, established a proper design system — three colours maximum, consistent spacing scale, one display font and one body font — and then fed those constraints back into the AI. The result was cohesive and professional. That's the workflow: human creative direction, AI execution.
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2 years 3 weeks ago #78 by lou
On the secrets question, Bud — environment variables are the minimum. For anything serious, use a proper secrets manager. Most cloud platforms have one built in. And yes, you need to explicitly tell the AI not to log sensitive data, not to include it in error messages, and not to commit it to version control.

I've reviewed AI-generated codebases where the API key was sitting in a config file that got committed to a public repo. The AI didn't know it was sensitive because nobody told it. You have to treat the AI like a new hire who's brilliant but has zero institutional knowledge.
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2 years 3 weeks ago #79 by gordon
Here's where the real money is, and nobody in this thread has said it yet: automation chains. Not just "AI writes my code" — I'm talking about end-to-end automated workflows. Lead comes in through the site. AI qualifies the lead based on criteria I set. Sends a personalised response. Books a call if they're qualified. Updates the CRM. All while I sleep.

That pipeline took me two days to build. It replaced a part-time VA and a Zapier subscription. The ROI isn't incremental — it's a category shift. This is what I mean by edge. While everyone else debates which AI model is best, I'm building machines that print money.
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2 years 3 weeks ago #80 by bud
Gordon that's exactly what I want to build. The automated lead qualification thing. Right now I'm manually responding to every enquiry that comes through my freelance site and it's killing me. Half of them aren't even real leads — just people asking for free advice.

What tools are you using for the automation chain? Is this Make or n8n or something custom? And how do you handle it when the AI gets the qualification wrong? Like if it rejects someone who's actually a good lead?
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