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When the Reference Layer Breaks

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Sep 8, 2026

When the Reference Layer Breaks

Fake cites, overloaded reviewers, and tools built without the people who verify. Who still carries the reference layer?

Charles Costa, MLIS
Charles Costa, MLIS
The hidden cost of verifying AI outputs

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Sep 1, 2026

The hidden cost of verifying AI outputs

AI may save time, but someone still has to verify the work. New research shows how quickly that burden is growing.

Charles Costa, MLIS
Charles Costa, MLIS
Getting caught is worse than telling them

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Aug 25, 2026

Getting caught is worse than telling them

Thirteen experiments on what happens when people find out you used AI. Half your team is betting they won't.

Charles Costa, MLIS
Charles Costa, MLIS
Your AI pilot is a focus group

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Aug 18, 2026

Your AI pilot is a focus group

Steve Jobs explained what's wrong with those in 1998. The 2026 data says he was right.

Charles Costa, MLIS
Charles Costa, MLIS
Everyone Has AI. Nine in Ten Managers Can't See It Working.

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Aug 11, 2026

Everyone Has AI. Nine in Ten Managers Can't See It Working.

Productivity is running ahead of the last business cycle. The people producing it have no idea.

Charles Costa, MLIS
Charles Costa, MLIS
Everyone Wants a FINRA. Nobody Wants the SEC.

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Aug 4, 2026

Everyone Wants a FINRA. Nobody Wants the SEC.

Three labs lost track of their own models in three weeks. Now the industry wants to write its own rulebook.

Charles Costa, MLIS
Charles Costa, MLIS
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The Lab Report is a weekly curated reading list for founders, executives, and product professionals who need to stay ahead of AI, strategy, and the future of work.

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