Blog
Technical insights from a senior engineering team in production since 2009. Kubernetes, data pipelines, AI agents, DevOps, and engineering leadership.
Fractional CTO vs. MVP Agency vs. Build In-House — A 2026 Comparison
Fractional CTO solves "who decides?" MVP agency solves "who builds?" In-house solves "who stays?" Three options, six dimensions, and the combinations that actually work. The single-option pick is the wrong default.
What Does $80K Actually Buy From an MVP Development Company in 2026?
At $150/hour, $80K buys 533 engineering hours. At $70/hour, 1,143. Same visible scope, 2x labor spread. Here's the math most founders never see — and the Invisible Line Item that tells the difference.
The Technical Debt You Should Keep in Your MVP (And the Kind That Kills)
Good debt trades speed now for bounded cost later. Bad debt hides a step function that fires at the worst moment. Five shortcuts to keep forever, five that compound silently, and a better rule than the 20% sprint tax.
What Non-Technical Founders Don't Know to Ask Their MVP Agency
Timeline, team size, portfolio, price — the four questions every intro call runs through. Six different questions surface whether the agency will deliver production, not a demo. Here are the good answers and the red flag answers for each.
Why 67% of Offshore MVP Projects Require Significant Rework
Gartner's 67% rework rate isn't an engineering-skill problem. It's a governance problem that travels across every geography. Six failure patterns, six structural markers, and how to tell whether a given offshore team lands in the 33% that works.
Post-Launch Engineering — What Happens After Your MVP Agency Disappears
The agency celebrates launch. Six weeks later, the founder inherits a system nobody documented. Here's what breaks in Months 1–6, what it costs to run, and the three realistic paths for the founder now holding the pager.
From 10 Users to 10,000 — What Changes in Your Stack and Why
Every order of magnitude adds one architectural concern the step before was blind to. Connection limits at 1K. Read replicas at 5K. CDN and queues at 10K. Here's what breaks at each 10x — and the lead time before it does.
The Engineering Checklist VCs Use for Series A Technical Due Diligence
The 20-item checklist VCs use in Series A technical due diligence — across operational readiness, observability, security, data/DR, and CI/CD. What fails, what passes, and what it costs to retrofit after the term sheet arrives.
Your Vibe-Coded MVP Has 7 Production Problems. Here's How to Find Them
Researchers found 2,038 critical vulnerabilities across 1,400 vibe-coded apps. Here are the 7 production problems AI coding tools consistently miss — and the specific commands to detect each one.
The Vibe Coding Cleanup Playbook — From Vulnerable to Production-Ready
Every cleanup we run follows the same seven phases — audit, security, data, observability, CI/CD, load, handoff. Here's what each phase costs, where the sharp edges are, and when rewrites make more sense than fixing.