WorkSeptember 8, 2026via The Decoder
Meta drops AI usage from engineer performance reviews after "tokenmaxxing" backfires
Why it matters
A major tech employer just reversed course on AI adoption incentives, signaling that raw AI usage metrics are a poor proxy for actual engineering value — a lesson other companies betting on AI productivity will learn the hard way.
Key signals
- Meta removed AI tool usage from engineer performance review criteria
- Internal metric known as 'tokenmaxxing' — inflating AI adoption for eval scores — backfired
- Signals broader challenge: measuring AI productivity impact is harder than counting tool clicks
- Implications for other enterprises using AI adoption rates as performance KPIs
The hook
Meta killed its AI usage metric for engineer reviews after 'tokenmaxxing' became the new resume-padding.
Meta will no longer judge its engineers by how much they use AI tools.