Ideas, Systems & Lessons Learned
Real articles on building SaaS products, AI systems, and scalable software — from someone who ships, not just writes about it.
How I Built a Multi-Step AI Wizard With Next.js Server Actions
The 6-step pattern behind 9 AI tools on a Next.js 16 SaaS — Zod schema, Server Action pipeline, Gemini integration, and a 5-step Facebook Page Starter wizard.
How to Integrate AI Into Your Business Without Hiring a Full Team
I built 9 AI-powered tools that replaced a copywriter, designer, and social media manager for an affiliate SaaS. Here's how any business can integrate AI without hiring ML engineers.
How to Build Profitable AI Products — From $200 API Bills to $8 Unit Economics
Real strategies to control OpenAI costs at scale — from $200 API bills in testing to $8-15 per customer. Token budgets, batch optimization, and pre-computation patterns for 75%+ margins.
How to Build Crash-Safe Long-Running AI Jobs — Lessons from Generating 1,720-Page PDFs
Production patterns for AI jobs that run for hours — idempotent task design, crash recovery with MongoDB, batching strategies, and cost control for large-scale LLM pipelines.
Production-Ready LLM Apps: Batch Processing, Async Patterns & Scaling
How Pulse Clarity scales AI PDF reports from 15-second Life Clarity to 1,720-page horoscopes — product-specific Celery queues, GPT-4o batching, and pre-computation on FastAPI + Render.
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