
Before You Adopt a Beta Library, Prove the Exit Path
A practical test for adopting beta libraries: prove the rollback path, migration cost, and ownership model before they enter production.
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A practical test for adopting beta libraries: prove the rollback path, migration cost, and ownership model before they enter production.

GLM-5.2's MIT-licensed open weights at one-sixth the cost of GPT-5.5 isn't a benchmark story — it's a cost-structure story. Here's what it means for your architecture decisions this week.
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