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THE DAILY INDEX

Technology, AI, software, security, crypto and business

ARTICLES & TUTORIALS

TLDR Dev

TREAT AGENT OUTPUT LIKE COMPILER OUTPUT

Discomfort with “lights-out” AI-generated codebases mirrors a question already solved for compilers: nobody reviews compiler output because upstream apparatus (type systems and specs) and downstream apparatus (tests, monitoring, and rollback) made reading the artifact unnecessary. The equivalent doesn't yet exist for coding agents — prompts aren't formal specs, test suites can't catch plausible-but-wrong code at 50x human rate, and AI-checks-AI pipelines are bolt-on rather than first-class CI. Lights-out codebases should be treated as a design target that specifies what verification infrastructure must be built, not an inevitability to brace for.

INSTRUCTURE PAYS RANSOM TO CANVAS HACKERS

Instructure paid an undisclosed ransom to ShinyHunters following two breaches of its Canvas learning management system, which compromised the personal data of approximately 275 million users and caused service disruptions. Though the company received a guarantee that the stolen data was destroyed, experts caution that paying the ransom incentivizes future attacks and offers no absolute certainty that the information will not be leaked.

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