Technology / Data Strategy

Technology / Data Strategy
I Generated 50,000 Synthetic Training Examples With One LLM and Fine-Tuned Another. Here Is What Broke at Scale.
Jun 18, 2026Article
Synthetic data generation is the 'just add water' of fine-tuning advice. I tried it at scale for a real classification t
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Technology / Data Strategy
Synthetic Data for LLMs: I Tried It, Here's What Actually Broke
Apr 20, 2026Article
I generated synthetic training data for a support FAQ bot, mixed it with real data, and measured what happened. The qual
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Technology / Data Strategy
Synthetic Data Without Synthetic Confidence: When to Use It in Enterprise AI Pipelines
Apr 18, 2026Article
A team tried to fix sparse enterprise datasets by flooding them with synthetic samples, breaking evaluation and governan
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I Generated 50,000 Synthetic Training Examples With One LLM and Fine-Tuned Another. Here Is What Broke at Scale.