— Writing
Field notes from the practice.
Technical opinion, writing on the method, and regional guides. Everything that has been edited enough to publish.
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— Engineering
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When Not to Use an LLM
A working checklist for keeping large language models out of the places they don't belong: deterministic logic, unverifiable outputs, high-stakes decisions, and problems a database query already solves.
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Making Your Website Agent-Ready: What Actually Matters in 2026
AI agents and answer engines read your site before people do. What makes a site legible to them — structured data, markdown, an AI-crawler policy, and MCP.
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Zero-Touch Windows Enrollment: One Command, Served From a Cloudflare Worker
Register a Windows device into Intune and Autopilot as corporate with a single command at OOBE — how our published autopilot script works, the enrollment traps it avoids, and how to harden an irm | iex supply chain.
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Cloudflare Workers vs AWS Lambda in 2026: A Production Decision Framework
AWS Lambda is the incumbent. Cloudflare Workers is the challenger that started winning on cost and latency three years ago and has now caught up on platform breadth. Here is how to decide between them in 2026.
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Cloudflare Workers vs Vercel in 2026: When Each One Actually Wins
An honest comparison after Vercel's Fluid Compute repricing and Cloudflare's 2024-2025 platform expansion. Runtimes, pricing, edge geography, AI primitives, and the architectural trade-offs that actually matter.
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VMware After Broadcom: Where Teams Are Migrating in 2026
Two years after Broadcom completed the VMware acquisition, the migration patterns are clear. Proxmox VE leads on small-to-mid fleets. XCP-ng and Nutanix split the higher-end market. Here is the 2026 decision framework, with real cost figures.
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Workers AI vs OpenAI: A Cost-Quality Matrix at Low Volume
Most production AI features default to OpenAI by reflex. They shouldn't. A real comparison of Workers AI, OpenAI, and Anthropic Claude across the four tasks that actually show up in client engagements — embeddings, generation, transcription, classification — with real numbers and a routing strategy that uses each for what it's good at.
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Production RAG on Cloudflare Without LangChain
A 200-line RAG pipeline on Cloudflare Workers + Vectorize + D1 — the five primitives that matter, why frameworks rot at the wrong layer, and how to keep retrieval debuggable in production.
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MCP Servers in Production: When to Build, When to Skip
Model Context Protocol is the best primitive Anthropic shipped in 2024 — and the most over-applied. A field guide to when an MCP server is the right answer, when it's overkill, and how to operate one in production on Cloudflare Workers.
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Full-Stack IT: What It Means and Why Atlantic Canada Businesses Need It
What 'full-stack IT' actually means for Atlantic Canada businesses — and why having one partner for your website, servers, and everything in between saves time and money.
— Atlantic Canada
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Seven Signs Your Business Has Outgrown Do-It-Yourself IT
The tells that informal, do-it-yourself IT is now costing more than it saves — from the accidental admin to the untested backup — and what the step up actually looks like.
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You Do Not Have a Backup Until You Have Watched It Restore
Why small-business backups fail silently — sync is not backup, Microsoft 365 is not backed up by default, ransomware hunts backups first — and how to run a real restore test this quarter.
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An AI-Readiness Checklist for Small Businesses
Eight checks that decide whether AI assistants can find, understand, and recommend your business — and whether your own operations are ready to use AI safely. No tools to buy; most items take an afternoon.
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Ten Questions to Ask Before Signing With a Managed IT Provider
The questions that separate a real managed IT provider from an invoice with a logo — on backups, response times, offboarding, and ownership — plus the red flags hiding in the answers.
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What AI Can Actually Do for a Ten-Person Business
Not the hype version. Where AI genuinely saves hours in a small business, where it fails, and the privacy guardrails your staff need before anyone pastes client data into a chatbot.
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AI Tools for Atlantic Canada Small Businesses: What's Actually Worth It
A practical guide to AI tools for Atlantic Canada SMBs — what delivers real returns, what's hype, and how local businesses are using automation to compete with larger firms.
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PIPEDA Compliance for Nova Scotia and Atlantic Canada Businesses
What PIPEDA and Canada's private sector privacy laws actually require for Atlantic Canada SMBs — plain-language breakdown of obligations, common gaps, and how to get compliant.
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Remote IT Support Across Atlantic Canada: What to Look for in a Provider
How to evaluate remote IT support providers for businesses in Nova Scotia, New Brunswick, PEI, and Newfoundland — response times, coverage, and what actually matters.
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How to Choose a Web Developer in Halifax (Without Getting Burned)
A practical guide to finding and vetting web developers in Halifax and Atlantic Canada. Red flags, questions to ask, and what a good engagement actually looks like.
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Local SEO for Nova Scotia Businesses: A Practical Guide
How to rank higher in local search for Nova Scotia and Atlantic Canada. Practical steps for Google Business Profile, local citations, and location-specific SEO.
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Managed IT vs. In-House IT: What Makes Sense for Your Halifax Business
Honest comparison of hiring in-house IT staff vs. outsourcing to a managed IT provider in Halifax and Nova Scotia. Costs, tradeoffs, and how to decide.
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DevOps for Halifax Startups: When to Invest and Where to Start
A practical DevOps guide for Halifax and Atlantic Canada startups. When CI/CD actually matters, what to set up first, and how to scale your deployment process.
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Cybersecurity for Atlantic Canada Small Businesses: What You Actually Need to Do
Practical cybersecurity guidance for Nova Scotia and Atlantic Canada SMBs. Not theory — actual steps to protect your business without breaking the bank.
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Cloud Infrastructure for Nova Scotia Businesses: AWS, GCP, or Cloudflare?
A practical guide to choosing cloud infrastructure for your Nova Scotia business. When to use AWS, Google Cloud, Cloudflare, or a hybrid approach.
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Proxmox vs VMware: The Right Hypervisor for Your Atlantic Canada Business
A practical comparison of Proxmox VE and VMware for SMBs and enterprises in Nova Scotia and Atlantic Canada. Cost, features, and which one actually makes sense.
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Web Development Costs in Atlantic Canada: What to Budget
A realistic guide to web development pricing in Halifax and Atlantic Canada — from simple business sites to full web applications.
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IT Companies in Halifax: What to Look For
Navigating the Halifax IT services market. What to look for when choosing an IT partner for your Nova Scotia business — from managed services to web development.
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