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Applied AI·April 15, 2026·1 min read

Does Gas Town 'steal' usage from users' LLM credits to improve itself?

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If your product silently burns user LLM credits for your own training or evals, you’ve already lost the enterprise buyer — this is now a governance and trust issue, not a feature debate. Make your token economics and data use radically explicit or expect procurement to stall you at security review.

Applied AI

Sources: Apple plans to send a significant part of its Siri team, known as a laggard, to an AI coding bootcamp; the group is expected to be fewer than 200 (The Information)

Sending <200 Siri engineers to an AI coding bootcamp two months before a major launch is a public admission that legacy assistant stacks are structurally behind LLM-native ones. If your core product depends on an older ML codebase, treat retraining and codebase refactors as urgent operational work, not a side project for “innovation teams.”