Developers advised to use AI free tier for testing, not summaries

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A developer article advises using AI service free allowances for creating test fixtures rather than generating flattering code summaries. It argues that summaries provide cheap comfort while test fixtures that break specifications deliver actual technical value. The guidance suggests focusing on contradictory, omitted, or boundary-testing scenarios to stress-test written specifications. Developers are warned that repeatedly generating summaries wastes the free resource pool without advancing technical exploration. The article includes a sample Python script to audit usage logs for prioritizing hostile fixtures over summary generation.

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