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Analysis

The Quiet Collapse of the LLM Moat

Frontier labs spent four years building defensible advantages. A single open-weights release rewrote that thesis in a weekend.

By The Memo · Friday, June 19, 2026 · 10 min read

The Quiet Collapse of the LLM Moat
Photo · Lukas Kloeppel / Unsplash

For most of 2024 and 2025, the conventional wisdom inside the frontier labs was simple: scale wins, and only a handful of companies can afford to scale. Capex was the moat. Training data was the moat. Distribution through hyperscalers was the moat. Everyone agreed.

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