From the Lab

Insights

Technical deep-dives, AI strategy, and engineering perspectives from the team building autonomous systems.

⚙️Engineering
Engineering

OpenAstra: Agent Infrastructure Built for Production

OpenAstra is a self-hosted agent runtime engineered for production agentic systems. Here's what it solves and how it works.

Feb 25, 20267 min read
🤖AI Strategy
AI Strategy

We Watched the OpenClaw Hype. Then We Built OpenAstra.

OpenClaw got everyone excited about AI agents. But the ecosystem it created — community MCP servers, third-party plugins, unaudited code running on your own services — is a different conversation.

Feb 25, 20266 min read
🤖AI Strategy
AI Strategy

The Future of ERP: When Your Back-Office Becomes Autonomous

How agentic AI is transforming ERP from a system of record into a system of action — and what that means for operations teams.

Feb 15, 20267 min read
⚙️Engineering
Engineering

Multi-Agent Orchestration: Patterns That Scale

How to architect agent swarms that coordinate without chaos.

Feb 10, 20268 min read
⚙️Engineering
Engineering

Building Observable AI Systems: Logging, Tracing, and Monitoring Agents

The observability stack every production AI system needs — and why it matters more than the AI itself.

Feb 5, 20269 min read
🛒Commerce
Commerce

Embedding AI Into Your Shopify Plus Stack

From intelligent search to autonomous merchandising — practical integration patterns.

Jan 28, 20265 min read
⚙️Engineering
Engineering

Vector Databases Explained: The Infrastructure Behind RAG Systems

What vector databases actually do, when you need one, and how to choose between Pinecone, pgvector, and Weaviate.

Jan 20, 20268 min read
🤖AI Strategy
AI Strategy

The Agentic Commerce Stack: Building for 2026 and Beyond

What your commerce infrastructure needs to look like when agents, not humans, are making operational decisions.

Jan 15, 20269 min read
🤖AI Strategy
AI Strategy

How to Audit Your Business for AI Automation Opportunities

A practical framework for identifying where AI creates the most leverage in your operations — before you write a single line of code.

Jan 8, 20267 min read
🤖AI Strategy
AI Strategy

From Chatbots to Agents: The Architecture Shift That Changes Everything

Why chatbots and agentic AI are fundamentally different — and why the architectural difference determines what's possible.

Jan 5, 20266 min read
⚙️Engineering
Engineering

Headless Commerce ROI: When the Investment Pays Off (And When It Doesn't)

A frank financial analysis of headless commerce — the real costs, the actual returns, and the conditions where the investment makes sense.

Dec 20, 20257 min read
⚙️Engineering
Engineering

LLM Fine-Tuning for E-Commerce: Practical Patterns and Pitfalls

When to fine-tune a foundation model vs. using RAG — and how to avoid the mistakes that waste months of effort.

Dec 15, 20258 min read
⚙️Engineering
Engineering

Shopify Functions: The Developer's Guide to Checkout Extensibility

What Shopify Functions can actually do, where they fall short, and how to use them for dynamic checkout experiences.

Dec 10, 20258 min read
🛒Commerce
Commerce

The Shopify Plus Migration Playbook: Zero Downtime, Zero Data Loss

The exact process we use to migrate brands to Shopify Plus without disrupting operations or losing search rankings.

Dec 1, 202510 min read
⚙️Engineering
Engineering

Enterprise E-Commerce in 2025: Platform Consolidation vs. Best-of-Breed

The strategic choice that most technical leaders don't fully appreciate — and why getting it wrong costs millions.

Nov 23, 202515 min read
⚙️Engineering
Engineering

NetSuite + Shopify Integration Patterns That Actually Scale

The architecture decisions that determine whether your NetSuite-Shopify integration works at 1,000 orders a day or breaks at 50.

Nov 15, 20258 min read
🤖AI Strategy
AI Strategy

In Need of a Digital Strategy Consultant? 7 Traits to Look For

Not all digital strategy advisors are created equal. Here's how to separate the genuinely valuable from the expensive noise.

Nov 5, 20255 min read
🛒Commerce
Commerce

Recharge and the Subscription Business Model

Why subscriptions are the highest-ROI commerce model — and how to implement them on Shopify.

Nov 5, 20257 min read
⚙️Engineering
Engineering

SFCC vs. Shopify Plus vs. Headless: A 2025 Developer's Comparison

An honest breakdown of which e-commerce platform wins and when — based on architecture, not hype.

Nov 5, 202512 min read
🛒Commerce
Commerce

Yotpo and the Design of Better Online Review Systems

Why customer reviews are the most powerful conversion lever in e-commerce — and how to deploy them properly.

Nov 5, 20256 min read
⚙️Engineering
Engineering

Why Sanity CMS Is Transforming Headless Architecture

How structured content and real-time collaboration are changing the way brands manage digital experiences.

Oct 31, 20257 min read