[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-ai-agents-block-safe-work-far-more-than-unsafe-work":10,"sections":34},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},4941,"ai-agents-block-safe-work-far-more-than-unsafe-work","AI Agents Block Safe Work Far More Than Unsafe Work","A new benchmark finds AI agents block approved work 28 times more often than they approve unsafe actions, exposing a costly caution bias.","A new benchmark says today's AI agents are far too eager to hit the brakes.\n\nResearchers built SteerBench-Work, a 106-scenario test that puts AI agents at the moment right before they take a real action - sending an email, merging code, wiring money - and asks whether they should proceed or hold for a human. Each scenario is anchored to a real public incident and paired with an evidence-reversed mirror, so the same story can be tested with the risk flipped. Across 30 model conditions, agents wrongly blocked authorized, evidence-cleared work 28.1% of the time, compared to just 1.0% where they wrongly let something unsafe through. The gap widens on the reversed mirrors, where models scored 63.8% versus 98.5% on the original, well-known incidents.\n\nThat asymmetry matters because a workplace agent that refuses too often is a productivity tax, not a safety feature - someone still has to review and re-approve everything it stalls on. The researchers also found that more capable models often over-refuse more, not less, and that adding reasoning steps can patch a badly calibrated gate without fixing the underlying judgment.\n\nIn other words, the industry's go-to fix for AI reliability - throw a bigger or more 'reasoning' model at it - does not touch the real problem of knowing when to trust evidence that is already sitting in front of it.","[\"ai\",\"ai-agents\",\"ai-safety\",\"benchmarks\"]","2026-08-14T04:00:00.000Z","2026-08-14T19:30:43.197Z","2026-08-14T19:30:54.947Z","published",null,[],"ai",[24,26,27,28],"ai-agents","ai-safety","benchmarks",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.12654",0,{"sections":35},[36,40,44,49,54,59,64,69,74,79,84,89,94,99],{"name":37,"slug":24,"count":38,"latest_published_at":39},"AI",3293,"2026-08-20T04:00:00.000Z",{"name":41,"slug":42,"count":43,"latest_published_at":39},"Security","security",435,{"name":45,"slug":46,"count":47,"latest_published_at":48},"Policy","policy",210,"2026-08-19T09:32:27.000Z",{"name":50,"slug":51,"count":52,"latest_published_at":53},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":58},"Hardware","hardware",140,"2026-08-19T18:25:42.000Z",{"name":60,"slug":61,"count":62,"latest_published_at":63},"Consumer Tech","consumer-tech",95,"2026-08-18T16:05:00.000Z",{"name":65,"slug":66,"count":67,"latest_published_at":68},"Science","science",90,"2026-08-19T18:41:02.000Z",{"name":70,"slug":71,"count":72,"latest_published_at":73},"Software","software",73,"2026-08-18T07:51:50.000Z",{"name":75,"slug":76,"count":77,"latest_published_at":78},"Dev Tools","dev-tools",69,"2026-08-18T04:00:00.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Startups","startups",47,"2026-08-19T19:13:46.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",33,"2026-08-18T22:18:13.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]