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Writer's AI harness cuts token spend nearly 40% — without sacrificing accuracy
Enterprise AI is facing an ROI paradox. While throwing more compute at the strongest foundation model works well in product experiments, the costs become unbearable when the product is deployed in pro [...]
Microsoft tells employees to stop tokenmaxxing, sets division-level AI budgets
Microsoft executive vice president Jay Parikh has told employees in an internal email that the company needs to rein in its AI token consumption, writing that “tokenmaxxing is not what we are optimi [...]
Meta shifts from "tokenmaxxing" to token managing as internal AI costs reportedly hit billions
An internal memo to 6,000 employees reveals Meta is heading toward billions in AI costs from internal use alone. Starting in 2027, budgets, allocations, and a central dashboard called "AI Gateway [...]
Atlassian puts its engineers on an AI budget as the cost of ‘tokenmaxxing’ bites
The software maker cut thousands of jobs in the name of AI. Now it is handing the engineers who remain capped ‘AI wallets,’ a sign the industry’s token spending has become a line item to manage. [...]
