What we think, on the record.
Opinions on software delivery, AI, integration design, and the problems our clients hire us to solve. Written by the people doing the work. AI accelerates the writing; the experience and the views are ours.
Vibe Coding for Paying Clients: Why Cheap and Fast Is a Ticking Time Bomb
Vibe-coded software ships fast and cheap — but the client inherits the risk. Why production work for paying customers needs more than vibes.
Written by Daniel Z · Technical Lead
Serverless or a Single System: How We Decide (No Hype)
A business-first framework for deciding whether your next application needs serverless, microservices, and AI, or whether a single well-built system is the...
Written by Daniel Z · 10 min
The AI Slope: Technical Debt as a Strategy
In the AI era, technical debt is a strategic tool, not a failure. Build fast to validate demand, then rebuild with discipline...
Written by Daniel Z · 10 min
Why We Built Four AI Systems (Not a Bigger Team)
Most agencies grow by adding people. We built four specialist AI systems covering development, design, security, and marketing. Here's why.
Written by Daniel Z · 12 min
Custom HMI vs SCADA for Water Treatment Monitoring
SCADA licensing doesn't make sense for small water treatment sites. Here's how we built a custom HMI with Moxa devices, Elixir, and...
Written by Daniel Z · 10 min
Why Software Estimates Are Always Wrong (And What We Did About It)
Most software estimates are gut feel dressed as precision. Here is how AI-assisted estimation with structured complexity assessment changed the way we...
Written by Daniel Z · 7 min
What Clients Should Know About Software Maintenance
Software maintenance is not optional. Here is what it involves, what happens when you skip it, and how to budget for it....
Written by Daniel Z · 7 min
The Problem With AI-Generated Code (And How We Solved It)
AI writes code fast, but speed without process produces fragile software. Here is how we built a system that captures AI speed...
Written by Daniel Z · 7 min
Running Effective Client Meetings When You're a Small Dev Team
How small dev teams structure client meetings to stay aligned without burning delivery time. Weekly, monthly, and quarterly cadences that work.
Written by Daniel Z · 8 min
Open Source Licensing: The Compliance Trap Most Teams Ignore
Open source licence compliance for commercial software. ELv2, AGPL, and SSPL restrictions that create legal exposure and how to audit your dependency...
Written by Daniel Z · 8 min
Choosing Your Rails Hosting: Fargate vs Kamal vs Dedicated Servers
A practical comparison of AWS Fargate, Kamal, and dedicated servers for Rails hosting. How to choose based on budget, scaling needs, and...
Written by Daniel Z · 9 min
When Bots Attack: Protecting Your Web App Without Breaking the Bank
Bot protection without enterprise pricing. Stop bot traffic, content scraping, and form abuse using Cloudflare and AWS WAF, practical steps for any...
Written by Daniel Z · 8 min
PCI Compliance for Dev Teams: What's Actually Required
A practical guide to PCI DSS compliance for development teams. What is mandatory, what Stripe handles for you, and the requirements you...
Written by Daniel Z · 8 min
Building Internal Tools That Actually Get Used
Internal tools die from neglect within months. Learn how small teams build tools that solve real problems, stay maintained, and actually get...
Written by Daniel Z · 7 min
Opinions every second Thursday. No filler.
One post, one topic, no “10 ways to leverage AI” listicles. Written by whoever has something to say, not on a content calendar.