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Insights

DevOps, cloud and AI for teams that are scaling

Practical notes for startups and mid-size companies across Canada on shipping faster, keeping cloud costs in check and putting AI into production.

DevOps · CI/CD · Scaling

Your Deploys Weren't Built for This Stage: Fixing CI/CD as Your Team Grows

The pipeline that worked for five engineers starts to hurt at twenty-five. Where delivery usually breaks as a team scales, and what to fix first.

October 20262 min read
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Cloud · Cost · AWS · Azure

Taming Your Cloud Bill Without Slowing Your Team Down

Cloud costs tend to grow faster than the product. A practical order of operations for getting spend under control without freezing delivery, and where keeping data in Canada fits in.

October 20263 min read
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AI · LLMs · Production

Shipping AI Features That Hold Up in Production

A demo takes an afternoon. A feature your customers can rely on takes more. What changes when an LLM feature goes from prototype to production, including what Canadian privacy law means for the data you send to a model.

October 20263 min read
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