What Is a Dedicated AI Expert?
Not a chatbot. Not a copilot. A purpose-built AI system that knows your codebase, your business rules, and your workflows — and ships real work.
The engineering decisions, platform thinking, and real-world results behind the dedicated AI experts we build.
Not a chatbot. Not a copilot. A purpose-built AI system that knows your codebase, your business rules, and your workflows — and ships real work.
The gap between a generic AI assistant and a useful one isn't the model — it's the context. Here's what context engineering is and why it's the hard part.
From first conversation to working AI expert — here's what actually happens during the setup process and why it's measured in hours, not weeks.
Most agencies staff teams. We pair one senior developer with one dedicated AI expert. Here's why the model works and what it means for your project.
Platform metrics live across multiple services on different machines. A bash cron job, Tailscale, and a POST endpoint solved it.
I replaced SSH + grep with 17 MCP tools that let an AI agent deploy, debug, query databases, and auto-fix common errors.
Next.js App Router was opening a new database connection per request. Here's how a Prisma singleton proxy fixed it before PostgreSQL ran out of slots.
Project updates lived in email threads, files in Google Drive links, invoices in Stripe emails. I built a portal to centralize all of it.
Mixing monthly retainers and one-time project fees in Stripe, tracking MRR accurately, and building tax-ready accounting exports.
An embedded Claude chatbot on my homepage qualifies leads and generates structured Project Discovery Reports — all before I've said a word.
Next-Auth's config churn finally pushed me to build a centralized auth service. One service, five providers, zero per-app configuration.
No Kubernetes. No Docker Swarm. Just Linux primitives, systemd, and a symlink swap that takes less than a second.
One command now creates a Linux user, database, auth service, storage bucket, Nginx config, SSL cert, and systemd unit. Here's how I built it.
Third-party SaaS sprawl was costing me time, money, and sanity. Here's how I consolidated everything into platform-level services.
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