Token Maxxing Is Over and Here Is What Comes Next
The era of 'token maxxing' is over. To prove AI's ROI, focus on headcount saved, not token spend. Use 'Sonnet maxxing' and structured meta harnesses to keep human engineers in the loop.
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ROI Measurement
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The $600 PR: Where Software Factory ROI Really Comes From The ROI in an AI software factory comes from the system surrounding the agent—context, verification, and feedback loops—not the agent itself. Learn how to measure the full cost of a PR.Recent signals
Token Maxxing Is Over and Here Is What Comes Next The era of 'token maxxing' is over. To prove AI's ROI, focus on headcount saved, not token spend. Use 'Sonnet maxxing' and structured meta harnesses to keep human engineers in the loop.
The $600 PR: Where Software Factory ROI Really Comes From
The ROI in an AI software factory comes from the system surrounding the agent—context, verification, and feedback loops—not the agent itself. Learn how to measure the full cost of a PR.
Read article