Hard Fork
from: Hard Fork
The New York Times
MAR 20, 2026

‘A.I.-Washing’ Layoffs? + Why L.L.M.s Can’t Write Well + Tokenmaxxing

SCRUTINIZE LAYOFFSREWRITE AI-COPYOPTIMIZE TOKEN-SPEND

Key Takeaways

  • AI-washing layoffs - Corporations are increasingly scapegoating artificial intelligence for staff reductions to signal 'innovation' to Wall Street while masking standard belt-tightening.

  • LLM writing plateaus - Large Language Models struggle with creative prose because they are optimized for statistical probability rather than the unique, intentional 'voice' that defines high-quality human writing.

  • The era of Tokenmaxxing - Users and developers are shifting focus toward hyper-optimizing context windows and token efficiency to squeeze maximum utility out of expensive compute resources.

Episode Description

Companies are using A.I. as a reason for layoffs, but the truth may be more complex.

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