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Taliferro Blog

Practical writing on systems, AI, APIs, delivery, and the real work that keeps momentum moving.

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We have the data, but it’s spread across five systems

Dec 30 2025

We have the data, but it’s spread across five systems

Why fragmented systems create delays, meetings, and slow escalation—and what to fix first.

Why Silhouette Scores Fail on Imbalanced Data

Jan 20 2026

Why Silhouette Scores Fail on Imbalanced Data

Why the metric can look great even when clustering is wrong—and what to use instead.

Why does escalation feel slower than the problem itself?

Jan 17 2026

Why does escalation feel slower than the problem itself?

How unclear ownership and manual coordination delay critical decisions.

Why Every Travel Disruption Turns Into Meetings

Jan 15 2026

Why Every Travel Disruption Turns Into Meetings

Why meetings multiply when information lags—and how to fix the workflow first.

Why Construction Project Delays Keep Happening

Jan 12 2026

Why Construction Project Delays Keep Happening

Urgency without follow-through: why documentation breaks and issues repeat.

Other Tools Record. TODD Makes Things Happen.

Jan 8 2026

Other Tools Record. TODD Makes Things Happen.

CRMs record activity. TODD creates momentum. Here’s why the work layer matters.

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