--- title: "Your tokenmaxxing is not valuemaxxing" url: https://daily.dev/posts/your-tokenmaxxing-is-not-valuemaxxing-orsgiscgw source_url: https://stackoverflow.blog/2026/08/11/your-tokenmaxxing-is-not-valuemaxxing type: article source: "Stack Overflow Blog" published: 2026-08-11T04:45:40.012Z updated: 2026-08-11T15:09:51.763Z tags: ["productivity", "ai-agents"] reading_time: 3 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Your tokenmaxxing is not valuemaxxing **[Stack Overflow Blog](https://daily.dev/sources/stackov)** · 3 min read · 0 upvotes · 0 comments ## Summary A podcast episode featuring Coder's Rob Whiteley discussing why maximizing token usage (tokenmaxxing) fails to demonstrate real business value and instead triggers Goodhart's Law. The conversation covers how metrics like release speed and PR merges can better measure agentic AI outcomes, and what the democratization of coding skills means for junior developers and the talent pipeline. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### What metrics should I use to measure the value of AI coding agents instead of token usage? Release speed and PR merges are better proxies for measuring agentic AI outcomes than token consumption. Token usage triggers Goodhart's Law — once a measure becomes a target, it ceases to be a good measure — meaning teams that optimize for tokens burned are not necessarily shipping more value. Outcome-based metrics tied to actual delivery are more meaningful with or without a human in the loop. _Teams benchmarking AI coding agents track outcome-focused metrics and debates like this on daily.dev._ ## Similar posts on daily.dev - [Tokenmaxxing, Promomaxxing, and Misaligned Incentives in Tech](https://daily.dev/posts/tokenmaxxing-promomaxxing-and-misaligned-incentives-in-tech-v8mnpsplz) · Engineer’s Codex · 2 upvotes · 0 comments - [Why “Tokenmaxxing” Was Always the Wrong Way for Developers to Measure AI Productivity](https://daily.dev/posts/why-tokenmaxxing-was-always-the-wrong-way-for-developers-to-measure-ai-productivity-wqijhcwnz) · DevOps.com · 0 upvotes · 0 comments --- Tags: [#productivity](https://daily.dev/tags/productivity), [#ai-agents](https://daily.dev/tags/ai-agents) [View this post on daily.dev](https://daily.dev/posts/your-tokenmaxxing-is-not-valuemaxxing-orsgiscgw)