{"type":"post","id":"human-approval-has-a-speed-limit-7ea753","slug":"human-approval-has-a-speed-limit-7ea753","title":"Human Approval Has a Speed Limit","description":"Ted Tschopp’s essay turns human review into a capacity-planning problem for teams scaling AI workflows.","retrieval_nugget":"Ted Tschopp’s essay turns human review into a capacity-planning problem for teams scaling AI workflows. Its worked examples show how to estimate incoming review demand, compare it with protected reviewer time, and account for rework before an overloaded queue quietly weakens the control it was meant to provide.","published_at":"2026-11-07","updated_at":"2026-11-07","record_date":"2026-11-07","date_kind":"published_at","topics":["workflows","org-design","engineering-management"],"entities":["Ted Tschopp","Review Capacity Lab","Microsoft","AWS","U Mobile","Copilot Cowork"],"related_patterns":["ai-native-orgs-move-to-review-and-orchestration"],"novelty_label":"new_fact","what_changed":"The essay quantifies how review capacity can fall behind AI-generated work, showing that 24 five-minute reviews per hour require two full-time reviewers and can create a growing backlog.","prior_refs":["https://newruntime.com/posts/when-ai-moves-faster-than-the-organization-analysis-61d4a8/"],"source_url":"https://tedt.org/Human-Approval-Has-a-Speed-Limit","source_urls":["https://tedt.org/Human-Approval-Has-a-Speed-Limit"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:human-approval-has-a-speed-limit-7ea753","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/human-approval-has-a-speed-limit-7ea753/","markdown":"https://newruntime.com/posts/human-approval-has-a-speed-limit-7ea753.md","json":"https://newruntime.com/posts/human-approval-has-a-speed-limit-7ea753.json"},"markdown_url":"https://newruntime.com/posts/human-approval-has-a-speed-limit-7ea753.md","next_reads":[{"type":"topic","path":"/topics/workflows/","url":"https://newruntime.com/topics/workflows/","title":"Workflows","reason":"Explore the workflows topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/workflows.md","json_url":"https://newruntime.com/topics/workflows.json"},{"type":"topic","path":"/topics/org-design/","url":"https://newruntime.com/topics/org-design/","title":"Org Design","reason":"Explore the org-design topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/org-design.md","json_url":"https://newruntime.com/topics/org-design.json"},{"type":"topic","path":"/topics/engineering-management/","url":"https://newruntime.com/topics/engineering-management/","title":"Engineering Management","reason":"Explore the engineering-management topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/engineering-management.md","json_url":"https://newruntime.com/topics/engineering-management.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}