Your AI writes the code.
This is the 30% it gets wrong.
The senior-engineer layer for AI-assisted builders — the data models, permissions, billing edge cases, and "don't do it this dumb way" that turn a working demo into a real product.
// app/api/auth/magic/route.ts export async function POST(req: Request) { const { email } = await req.json(); const token = randomToken(32); // single-use, 15-min expiry, hashed at rest await db.magicLink.create({ data: { emailHash: hash(email), tokenHash: hash(token), expiresAt: minutes(15), }}); await sendMagicEmail(email, token); return Response.json({ ok: true }); // never reveal if email exists }
# app/controllers/magic_links_controller.rb class MagicLinksController < ApplicationController def create token = SecureRandom.hex(32) # single-use, 15-min expiry, hashed at rest MagicLink.create!( email_hash: Digest(params[:email]), token_hash: Digest(token), expires_at: 15.minutes.from_now ) MagicMailer.link(params[:email], token).deliver_later render json: { ok: true } # no enumeration end end
// routes / MagicLinkController.php public function store(Request $req) { $token = Str::random(64); // single-use, 15-min expiry, hashed at rest MagicLink::create([ 'email_hash' => hash('sha256', $req->email), 'token_hash' => Hash::make($token), 'expires_at' => now()->addMinutes(15), ]); Mail::to($req->email)->send(new MagicLink($token)); return response()->json(['ok' => true]); }
It breaks in production.
AI can generate a feature. It can't tell you what you forgot.
Vibe-coded prototypes look done. Then real users, real data, and real money expose the gaps your AI never mentioned.
The schema that can't grow
Your AI scaffolds a users table. It doesn't model orgs, seats, roles, or soft deletes — and bolting them on later is a migration nightmare.
The check you forgot
Every endpoint needs an ownership check. Miss one and any user can read any record. AI almost never adds them unprompted — that's an IDOR waiting to ship.
Billing that lies to your UI
Trials, proration, dunning, webhooks. Get the subscription state machine wrong and customers see the wrong plan — or keep access after they cancel.
The email that hits spam
The sendEmail() your AI wrote works once. Then there's no signed link, no throttle, no SPF/DKIM — and your domain gets flagged.
Every pattern, explained the way a senior engineer would.
Not a snippet to paste blindly. A complete mental model — so you understand the decision, then ship it in your stack.
Overview — why it matters
What the pattern solves, when you need it, and the cost of getting it wrong.
UX best practices
The interaction details that separate a polished product from a clunky one.
The prompt to give your AI
A precise, copy-paste prompt that gets Cursor, Claude Code, or Copilot to build it correctly the first time.
1–2 common variants
The realistic forks — magic link vs OTP, shared-DB vs schema-per-tenant — and how to choose.
Edge cases & gotchas
The "don't do it this dumb way" list that saves you a production incident.
Framework code
Reference snippets for Next.js, Rails, and Laravel — same pattern, your stack.
100 skills across every system real SaaS needs.
Auth, multi-tenancy, billing, permissions, onboarding, notifications, security, ops — the whole production surface.
Auth & Identity
10Multi-Tenancy
06Billing
09Permissions
06Onboarding
05Notifications
05Files & Media
04Data & APIs
08Search
04Real-Time
05Admin
05Account
05Reliability
05Growth
05UX Patterns
10Security
05Operate
03You can already build. You need the part nobody taught the AI.
Cheaper than one hour of a senior contractor.
A senior SaaS engineer bills $150–250/hour. This is their judgment, packaged — once.
The Skill Stack
Lifetime access to all 100 production-grade patterns, prompts, variants, and framework code.
Everything included
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100 production-grade skills — each with overview, UX, and the prompt to build it
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Copy-paste AI prompts — tuned for Cursor, Claude Code & Copilot
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1–2 variants per skill — the real forks, and how to choose
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Edge-case checklists — the gotchas that cause production incidents
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Next.js, Rails & Laravel code — same pattern, your stack
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Lifetime updates — new skills & framework revisions, free
The honest FAQ.
Stop shipping the demo.
Ship the production SaaS.
100 patterns the AI won't volunteer — the judgment layer between "it works on my machine" and "it works for paying customers."