Insights

Notes from the engineering floor

No fluff, no reheated press releases — just what we're learning while shipping AI, web, cloud, and data products for real clients.

AI & ML

RAG vs Fine-Tuning: Choosing the Right AI Strategy for Your Business

Both approaches make LLMs smarter about your business — but they solve different problems. Here's a practical framework for choosing.

Jun 18, 2026 7 min read

Web Performance

Core Web Vitals in 2026: What Actually Moves the Needle

INP replaced FID, attention spans got shorter, and half the advice online is outdated. Here's what we do on every project to hit green scores.

May 30, 2026 6 min read

Cloud & DevOps

Your Cloud Bill Is Probably 40% Too High. Here's Where It Hides.

After dozens of FinOps engagements, the waste is always in the same five places. A practical checklist for cutting cloud spend without cutting capability.

May 12, 2026 8 min read

AI & ML

AI Agents in Production: Lessons from the First Wave

Autonomous agents are past the demo stage. Here's what separates the deployments that deliver ROI from the ones that get quietly turned off.

Apr 22, 2026 9 min read

Engineering

The Strangler Fig Playbook: Modernizing Legacy Systems Without Betting the Company

Big-bang rewrites fail so often it's a cliché. Incremental modernization works — if you sequence it right. Our field-tested playbook.

Mar 15, 2026 7 min read

Design

Why a Design System Is the Highest-ROI Design Investment You Can Make

Consistency, speed, and accessibility — a design system compounds all three. What it is, what it costs, and when it pays off.

Feb 8, 2026 5 min read

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