Data Governance Is the Real Prerequisite for AI
Gartner found 63% of organizations lack or are unsure they have AI-ready data. Data governance for AI, not the model, is the real prerequisite. Know where your data lives before you pick a tool.
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Amelia S. Gagne
CEO and co-founder of Kief Studio. Full-stack developer and strategist. In tech since 2012. Served as Secretary of the TRaViS board until May 2026.
https://ameliasgagne.com172 articles
The Bus Factor: What Happens If Your Key Person Disappears
In a study of 133 popular open-source projects, 46 percent had a bus factor of one, meaning a single person held enough of the knowledge that the project would stall if they walked away, and 65 percent had a bus factor of two or fewer (Avelino, Passos, Hora and Valente, 2016). The bus...
Entropy: Why Every System Drifts Toward Mess, and Maintenance Is the Answer
Developers spend about 42 percent of their working week, roughly 17 hours, on maintenance and dealing with bad code rather than building new features, according to Stripe's 2018 Developer Coefficient report. That number is entropy at work. Software entropy is the tendency of any...
Loss Aversion Is Setting Your Prices (and Costing You)
Loss aversion, the finding that a loss feels roughly twice as large as an equivalent gain, quietly sets more of your prices than your spreadsheet does. In Tversky and Kahneman's 1992 refinement of prospect theory, the loss aversion coefficient landed near 2.25, meaning the sting of...
Data Lineage: Knowing Where Your Numbers Actually Come From
Poor data quality costs organizations an average of $12.9 million a year, according to Gartner, and most of that damage starts with a number nobody can trace. Data lineage is the practice of following a figure from its point of origin through every ingest, transform, and model until it...
Burnout Doesn't Look Like What You Think It Looks Like
72% of entrepreneurs are impacted by mental health conditions. 77% never seek help. Peer-reviewed research shows detachment doesn't work for founders — but control does.
What I Stopped Outsourcing (and What I'll Never Build In-House)
Average DevOps engineer tenure is 2.3 years. When they leave, months of institutional knowledge walk out the door. The build-vs-buy framework that accounts for departure.
Start With a Monolith. Seriously.
42% of companies moved back to monoliths in 2026. For teams under 20 engineers, microservices solve problems you don't have yet — and create problems you don't need.
The Sunk Cost Fallacy Is Running Your Technology Stack
A company spent nearly a million dollars on failing software and chose to continue. Not because the future looked promising — because the past felt too heavy to abandon.
Prevention Costs 50x Less Than Recovery. Here's Why Businesses Still Skip It.
Prevention costs $5K-$15K per year. A single incident averages $254,445. The math is a 50-to-1 ratio. The psychology explains why 47% of small businesses still allocate zero.
Disconnected Data Costs More Than Missing Data
Disconnected data costs more than missing data because conflicts look complete. HBR 2016: knowledge workers can spend 50 percent of time in hidden data factories. Two dashboards that disagree are a weekly tax.
The Hire You Think You Need Is Usually a Tool You Haven't Built
DockYard paid $400K/year for an office with five people in it. Most scaling problems aren't headcount problems — they're tooling problems nobody prioritized.