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FROM THE LAB

Growth tactics, dev insights, and the playbooks we actually use. No fluff.

AI IntegrationApr 2026

The State of AI Models in 2026: Claude, GPT, Gemini, and What Actually Ships

An honest comparison of the major LLMs in 2026 — Claude Opus 4.7, Sonnet 4.6, GPT-5, Gemini, and what each is genuinely better at when you ship to real users.

Read More 10 min
AI IntegrationApr 2026

How Production Software Uses AI: Real Implementations from Stripe, GitHub, and Notion

AI is not a demo anymore. Here is exactly how Stripe, GitHub, Notion, Linear, and others have integrated language models into the products you use every day.

Read More 9 min
Web DevelopmentMar 2026

Next.js 16's proxy.ts: What Replaced Middleware and Why It Matters

Next.js 16 quietly renamed middleware.ts to proxy.ts. Here is what changed, why the team made the call, and how to migrate without breaking your auth layer.

Read More 8 min
Web DevelopmentMar 2026

Building Multi-Tenant SaaS with Clerk v6 and Next.js 16: A Production Architecture

Multi-tenancy is where most SaaS architectures break. Here is the Clerk v6 + Next.js 16 pattern we use in production — organizations, JWT templates, and per-org rate limiting that actually works.

Read More 11 min
AI IntegrationMar 2026

Offline-First Mobile Apps with Expo, Drizzle, and SQLite: A 2026 Pattern

Warehouse staff don't always have Wi-Fi. Field technicians don't always have signal. Here is the offline-first architecture we ship in production.

Read More 10 min
Web DevelopmentMar 2026

OAuth State Tokens with Redis: The Pattern That Makes Shopify and QuickBooks Installs Bulletproof

OAuth installs are where multi-tenant SaaS quietly leaks. Here is the Redis-backed state token pattern we use to close the CSRF window.

Read More 9 min
E-CommerceMar 2026

Why We Picked Liquid Over React for a B2B Shopify Storefront

Headless Shopify with React is the trendy choice in 2026. Here is why we shipped a B2B/B2C storefront in classic Liquid instead — and why it was the right call.

Read More 8 min
E-CommerceFeb 2026

Two-Tier B2B Pricing on Shopify Without Plus: The Customer-Segment Pattern

Shopify Plus has B2B Catalogs. The other 99% of stores need a different pattern. Here is how we ship two-tier contractor pricing on regular Shopify.

Read More 8 min
Web DevelopmentFeb 2026

TypeScript Strict Mode in Production: The Patterns That Win Across a 50K-LOC Codebase

TypeScript strict mode is the floor, not the ceiling. Here are the patterns we use in production codebases — branded types, exhaustive checks, and Result types.

Read More 9 min
AI IntegrationFeb 2026

Building a Streaming Chatbot with the Claude API: A Production Guide

From your first API call to a production chatbot with streaming, tool use, and prompt caching. The Anthropic API patterns we ship in real products.

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Web DevelopmentMar 2026

Why Your Website Needs to Load in Under 2 Seconds

Page speed directly impacts your search rankings and conversion rates. We break down the metrics that matter and how to build sites that perform.

Read More 5 min
AI IntegrationMar 2026

AI Chatbots vs. Contact Forms: Which Converts Better?

We deployed AI chatbots alongside traditional forms for Safer Electric. The data surprised us — here's what we learned about conversion behavior.

Read More 7 min
SEO & GrowthFeb 2026

Local SEO in 2026: The City Page Strategy That Works

How we generated 85+ unique city pages for a single client and dominated local search results across the entire Greater Toronto Area.

Read More 6 min
Brand IdentityFeb 2026

Building a Brand Ecosystem: The DRTY Approach

How to create multiple sub-brands that share DNA without looking like clones. Lessons from designing and building a multi-brand identity system from scratch.

Read More 8 min
E-CommerceJan 2026

Custom vs. Template: When to Build Your Own Website

Template sites have a ceiling. We break down exactly when it makes financial sense to invest in a custom-built platform.

Read More 5 min
Digital MarketingJan 2026

The Meta Ads Playbook Nobody Talks About

Retargeting sequences, lookalike audiences, and creative fatigue cycles — the unglamorous tactics that actually scale ad spend profitably.

Read More 6 min
AI IntegrationDec 2025

How AI Can Boost Your Business Revenue in 2026

From automated lead qualification to 24/7 customer service — practical ways businesses are using AI to cut costs and increase revenue right now.

Read More 7 min
Web DevelopmentDec 2025

The Anatomy of a High-Converting Landing Page

Every element on your landing page either helps or hurts your conversion rate. Here's the framework we use to build pages that actually work.

Read More 6 min