Tag

training data

All posts tagged with "training data".

Apr 8, 2026

When AI Agent Failures Are Actually Data Problems

Ahmed Rashad (CEO, Perle.ai) on the issue tree for diagnosing AI agent failures — and why most teams default to fixing the algorithm when the bottleneck is the training data.

Insight

Apr 7, 2026

How Wikipedia Contamination Breaks AI Training

Daniel Davis on how Wikipedia's edit structure allows bad actors to inject misinformation into AI training datasets — and what it means for model reliability.

Insight

misinformation training data Wikipedia AI safety

Apr 2, 2026

Why Synthetic Data Breaks in Production

Ahmed Rashad (CEO, Perle.ai) on why synthetic data can't fix the production gap that kills 95% of AI systems — and what real-world data labeling actually requires.

Insight

synthetic data production training data AI infrastructure

Mar 25, 2026

The Real Cost of Cheap AI Training Data

Ahmed Rashad (CEO, Perle.ai) explains why $18-per-document labeling can be cheaper than $3-per-document labeling — and how to evaluate AI training data vendors on TCO.

Insight

training data infrastructure enterprise data labeling