Content grid with edge-lit article cards floating in dark space — Amelia S. Gagne's writing on strategy, psychology, AI adoption, and cybersecurity

Pillar

Operations

Running a studio, managing scope, ops as a force multiplier

21 articles  • Page 2 of 3

Operations Jun 25, 2026 • 6 min

Automation Maintenance Is the Job, Not the Launch

91% of deployed ML systems degrade over time, yet under 20% of organizations measure their automation. Automation maintenance, not the launch, is the real work. You automate to reach further, then monitor and improve.

Operations May 23, 2026 • 8 min

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...

Operations May 9, 2026 • 5 min

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.

Operations Feb 25, 2026 • 5 min

The Two-Person Studio Model: Why We Don't Scale Headcount

Kief Studio runs two people, ships like fourteen. Not because we're heroic — because the math on communication overhead, tooling, and institutional knowledge works differently at our scale.

Operations Feb 4, 2026 • 7 min

Institutional Memory That Survives Turnover

Individual knowledge management tools are well-solved. The organizational equivalent — institutional memory that survives turnover and scales with headcount — is harder to build and more valuable.

Operations Jan 22, 2026 • 5 min

Five Website Metrics That Actually Connect to Revenue

After fourteen years of tracking analytics across industries and platforms, the metrics that actually drive decisions have narrowed to five. Everything else is noise until one of these five tells you to look deeper.