Blog
AI agent operations insights
Practical writing on AI agents, workflow automation, agent security, and production operations for businesses adopting agentic systems. Ecommerce remains one useful vertical: not the whole offer.
Your AI Workflow Has a Supply Chain Problem
Frontier AI access, pricing, safety routing, and data terms can change faster than normal software contracts. Critical workflows need fallback routes before they become critical.
Before You Build an AI Team, Borrow One
Most founders do not need an internal AI team yet. They need a few real workflows designed, tested, governed, and operated long enough to know what is worth owning.
AI Vendor Due Diligence: A Buyer Guide for Founders and Ops Leaders
A practical buyer guide for founders and ops leaders evaluating AI workflow vendors: data access, approval gates, auditability, integration fit, failure modes, lock-in, and ownership.
What AI Workflows Can Actually Do for a Business Now
A practical guide to moving from scattered AI experiments to operating leverage: data aggregation, audit, actionable items, triage, human approval, execution, and measurement.
The AI Gap Is Now Delegation, Not Access
OpenAI's B2B Signals report shows frontier firms are pulling ahead by delegating real work to AI agents, not just giving staff chat access.
AI Agent Security Practices: Treat Agents Like Operators With Keys
AI agents are semi-autonomous operators sitting on top of your systems. Safe adoption needs dedicated runtimes, least-privilege access, explicit write gates, secrets hygiene, and human review.
AI Agents vs Chatbots: What Actually Changes
AI agents are not just better chatbots. They can use tools, keep state, run workflows, and operate across systems. That changes what businesses can automate.
Agentic Automations for Shopify: 7 Workflows Worth Building First
Seven practical AI-assisted workflows for Shopify brands that want leverage, not gimmicks: from merchandising QA and campaign checks to trading briefs, support triage, and cross-sell suggestions.
Why Headless Shopify Finally Makes Sense for Brands Under $5M
One developer, zero third-party scripts. A complete Liquid-to-Hydrogen migration with real before/after metrics: LCP 23s→2.9s, TBT 7,300ms→20ms, every Core Web Vital now passing.
Shopify UCP & Agentic Commerce: What Australian Merchants Need to Know
Shopify and Google launched the Universal Commerce Protocol on March 3. AI agents will soon browse and buy on behalf of customers. Here's what it means for Australian brands, and why your storefront architecture determines whether you're visible or invisible.
Shopify Scripts Retire June 2026: Your Migration Guide to Functions
Scripts are deprecated and will stop working in June 2026. Every Shopify Plus merchant using custom discounts, shipping rules, or payment filtering needs to migrate to Functions. Here's what's involved and how to plan it.
How We Cut LCP from 31.9s to 2.2s on a Hydrogen Storefront
A Shopify Liquid theme was loading its hero image in 31.9 seconds. We rebuilt the storefront in Hydrogen and got LCP to 2.2 seconds. Here's exactly what we changed and why Shopify's own Image component was part of the problem.
Hydrogen vs Liquid: When Headless Actually Pays for Itself
Not every store needs headless. But the ones that do are leaving serious money on the table with Liquid. A practical framework for deciding when Hydrogen is worth the investment.
Cross-Sell Without Apps: Product Metafields vs Bundle Metaobjects
Most Shopify stores pay $30-100/month for cross-sell apps that slow their site down. We built a zero-cost, zero-latency cross-sell system using native metafields. Here's the architecture.