{"type":"post","id":"ai-scaling-vs-human-scaling-12-minute-read-2d8916","slug":"ai-scaling-vs-human-scaling-12-minute-read-2d8916","title":"AI Scaling vs Human Scaling (12 minute read)","description":"**Thesis:** AI systems are improving at turning additional inference tokens into longer task horizons, but the evidence presented still shows weaker scaling than human performance with more time.","retrieval_nugget":"**Thesis:** AI systems are improving at turning additional inference tokens into longer task horizons, but the evidence presented still shows weaker scaling than human performance with more time.","published_at":"2026-10-12","updated_at":"2026-10-12","record_date":"2026-10-12","date_kind":"published_at","topics":[],"source_urls":["https://www.tobyord.com/writing/ai-scaling-vs-human-scaling"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:ai-scaling-vs-human-scaling-12-minute-read-2d8916","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:38f5e16cc1098a6ae35212ae8294ebf2ac159462d456f383072eeadd64f5fad5","reviewed_at":"2026-10-12T14:06:23.017Z","source_evidence_count":1,"verified_claim_count":2,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":2,"implication_count":1,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"AI systems are improving at turning additional inference tokens into longer task horizons, but the evidence presented still shows weaker scaling than human performance with more time.","observed_facts":[{"text":"Ord reports that in a METR comparison, humans gained about four times as much score per doubling of resources as the early AI systems tested.","source_urls":["https://www.tobyord.com/writing/ai-scaling-vs-human-scaling"]},{"text":"Ord’s reading of the UK AI Security Institute chart says the token increase needed for a tenfold improvement in time horizon fell from roughly 10,000× for earlier models to about 20× for models through May 2026.","source_urls":["https://www.tobyord.com/writing/ai-scaling-vs-human-scaling"]}],"mechanism":"A sub-unit slope on a log-log plot means token budget increases translate into less-than-proportional growth in estimated human-time task horizon; Ord says the fitted exponent improves across model releases.","why_now":"The newer AISI data indicates the scaling relationship may have improved substantially within less than a year, making extrapolations from early models unreliable.","implications":["Teams should measure task success and horizon against inference budgets directly rather than assume more tokens substitute proportionally for human time."],"evidence_boundary":"The essay relies on limited task suites and indirect comparisons, including early models in the METR comparison and internal hacking tasks in the AISI chart through May 2026; it does not establish a general capability law.","watch_conditions":["A like-for-like study of recent models and humans across the same tasks and time budgets could show whether the improving exponent continues toward parity or plateaus."],"related_records":[],"new_branch_reason":"No prior New Runtime record is supplied for this research analysis; it begins a distinct evidence track on comparative AI and human scaling."},"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/ai-scaling-vs-human-scaling-12-minute-read-2d8916/","markdown":"https://newruntime.com/posts/ai-scaling-vs-human-scaling-12-minute-read-2d8916.md","json":"https://newruntime.com/posts/ai-scaling-vs-human-scaling-12-minute-read-2d8916.json"},"next_reads":[{"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":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}