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After tokens became the new currency in Silicon Valley, engineers started playing the game of inflating transaction volumes.

PANews frames tokens as an emerging workplace and startup resource, then warns that visible consumption can turn into metric inflation rather than real productivity.

Published 2026-03-23Source: PANews
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Why it matters

The article is useful because it connects tokenmaxxing culture, model-provider revenue incentives, and the risk of judging teams by a spend metric.

Tokenmaxxing read

Token volume can be a demand signal, but it should trigger review: what workflow used the spend, what output was accepted, and what cheaper path was skipped?

Source takeaway

Use it as trend context, not benchmark evidence; its value is the caution that token consumption can become a gameable status marker.

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Cisco's Splunk adds Tokenomics to track coding-agent token spend

At Splunk .conf on Sept. 15, Cisco added a Tokenomics module to Splunk Agent Observability. It attributes token spend across AI agents and across employees' use of coding agents, naming Claude Code, Codex and Cursor.

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From tokenmaxxing to valuemaxxing

IT Pro canvasses Gartner, IDC, 451 Research and HPE on what replaces token leaderboards. The Tokenomics Foundation's Mike Fuller says the outcome-first 'valuemaxxing' fix only measures half the equation.

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