{"id":51916,"date":"2026-05-14T14:38:08","date_gmt":"2026-05-14T18:38:08","guid":{"rendered":"https:\/\/mjtsai.com\/blog\/?p=51916"},"modified":"2026-05-14T14:38:08","modified_gmt":"2026-05-14T18:38:08","slug":"amazon-tokenmaxxing","status":"publish","type":"post","link":"https:\/\/mjtsai.com\/blog\/2026\/05\/14\/amazon-tokenmaxxing\/","title":{"rendered":"Amazon Tokenmaxxing"},"content":{"rendered":"<p><a href=\"https:\/\/arstechnica.com\/ai\/2026\/05\/amazon-employees-are-tokenmaxxing-due-to-pressure-to-use-ai-tools\/\">Rafe Rosner-Uddin<\/a> (<a href=\"https:\/\/news.ycombinator.com\/item?id=48110529\">Hacker News<\/a>):<\/p>\n<blockquote cite=\"https:\/\/arstechnica.com\/ai\/2026\/05\/amazon-employees-are-tokenmaxxing-due-to-pressure-to-use-ai-tools\/\">\n<p>The Seattle-based group has started to widely deploy its in-house &ldquo;MeshClaw&rdquo; product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out tasks on a user&rsquo;s behalf, according to three people familiar with the matter.<\/p>\n<p>Some employees said colleagues were using the software to automate additional, unnecessary AI activity to increase their consumption of tokens&mdash;units of data processed by models.<\/p>\n<p>They said the move reflected pressure to adopt the technology after Amazon introduced targets for more than 80 percent of developers to use AI each week, and earlier this year began tracking AI token consumption on internal leader boards.<\/p>\n<p>[&#8230;]<\/p>\n<p>Amazon has told employees that the AI token statistics would not be used in performance evaluations. But several staff members said they believed managers were monitoring the data.<\/p>\n<\/blockquote>\n\n<p><a href=\"https:\/\/en.wikipedia.org\/wiki\/Goodhart%27s_law\">Goodhart&rsquo;s law<\/a>:<\/p>\n<blockquote cite=\"https:\/\/en.wikipedia.org\/wiki\/Goodhart%27s_law\">\n<p>When a measure becomes a target, it ceases to be a good measure.<\/p>\n<\/blockquote>\n\n<p>Previously:<\/p>\n<ul>\n<li><a href=\"https:\/\/mjtsai.com\/blog\/2026\/05\/01\/claude-at-apple\/\">Claude at Apple<\/a><\/li>\n<li><a href=\"https:\/\/mjtsai.com\/blog\/2026\/01\/30\/openclaw-formerly-moltbot\/\">OpenClaw (Formerly Moltbot)<\/a><\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>Rafe Rosner-Uddin (Hacker News): The Seattle-based group has started to widely deploy its in-house &ldquo;MeshClaw&rdquo; product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out tasks on a user&rsquo;s behalf, according to three people familiar with the matter. Some employees said colleagues were using the software [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"apple_news_api_created_at":"2026-05-14T18:38:12Z","apple_news_api_id":"bc215a75-30f7-4d37-a5de-34a38d5503ff","apple_news_api_modified_at":"2026-05-14T18:38:12Z","apple_news_api_revision":"AAAAAAAAAAD\/\/\/\/\/\/\/\/\/\/w==","apple_news_api_share_url":"https:\/\/apple.news\/AvCFadTD3TTel3jSjjVUD_w","apple_news_coverimage":0,"apple_news_coverimage_caption":"","apple_news_is_hidden":false,"apple_news_is_paid":false,"apple_news_is_preview":false,"apple_news_is_sponsored":false,"apple_news_maturity_rating":"","apple_news_metadata":"\"\"","apple_news_pullquote":"","apple_news_pullquote_position":"","apple_news_slug":"","apple_news_sections":"\"\"","apple_news_suppress_video_url":false,"apple_news_use_image_component":false,"footnotes":""},"categories":[2],"tags":[19,1351,101,71,251],"class_list":["post-51916","post","type-post","status-publish","format-standard","hentry","category-technology","tag-amazon","tag-artificial-intelligence","tag-business","tag-programming","tag-working"],"apple_news_notices":[],"_links":{"self":[{"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/posts\/51916","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/comments?post=51916"}],"version-history":[{"count":1,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/posts\/51916\/revisions"}],"predecessor-version":[{"id":51917,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/posts\/51916\/revisions\/51917"}],"wp:attachment":[{"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/media?parent=51916"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/categories?post=51916"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mjtsai.com\/blog\/wp-json\/wp\/v2\/tags?post=51916"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}