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FROM PREDICTION TO ACTIONONE JOURNEY / THREE LAYERS

Investigate / 05

Capability is only half the story.

How much can an agent do reliably?

TRY THISKeep the model fixed. Switch between 80% and 50% success.

THE RELIABILITY GAP METR · TH 1.1

A higher bar.
A shorter horizon.

1.2 hrClaude Opus 4.6 · 80% success

Task difficulty, measured in human-expert time Log scale · model release date →

Task horizons at 80% predicted successModels released since 2023. Higher points indicate harder software tasks. Use the model selector or data table below for values and intervals.1 min10 min1.0 hr8.0 hr16 hr2023202420252026Above 16 hr: limited measurement reliabilityGPT-4: 53 secGPT-4 (Nov 2023): 47 secClaude 3 Opus: 38 secGPT-4 Turbo: 56 secGPT-4o: 1 minClaude 3.5 Sonnet (Jun): 2 mino1-preview: 4 minClaude 3.5 Sonnet (Oct): 3 mino1: 7 minClaude 3.7 Sonnet: 12 mino3: 30 minClaude Opus 4: 20 minClaude Opus 4.1: 23 minGPT-5: 38 minGemini 3 Pro: 54 minGPT-5.1 Codex Max: 51 minClaude Opus 4.5: 49 minGPT-5.2: 1.1 hrClaude Opus 4.6: 1.2 hrGPT-5.3 Codex: 55 minGemini 3.1 Pro: 1.5 hrGPT-5.4: 54 minClaude Mythos Preview (early): 3.1 hrSelect GPT-4Select GPT-4 (Nov 2023)Select Claude 3 OpusSelect GPT-4 TurboSelect GPT-4oSelect Claude 3.5 Sonnet (Jun)Select o1-previewSelect Claude 3.5 Sonnet (Oct)Select o1Select Claude 3.7 SonnetSelect o3Select Claude Opus 4Select Claude Opus 4.1Select GPT-5Select Gemini 3 ProSelect GPT-5.1 Codex MaxSelect Claude Opus 4.5Select GPT-5.2Select Claude Opus 4.6Select GPT-5.3 CodexSelect Gemini 3.1 ProSelect GPT-5.4Select Claude Mythos Preview (early)

Reported interval: 27 min–2.8 hr. Selected model released 2026-02-05.

Human task time, not AI runtime
Source: METR Data updated 8 May 2026 · incomplete frontier coverage
50% PREDICTED SUCCESS12.0 hr
80% PREDICTED SUCCESS1.2 hr

What changed?

The success requirement is 80%. The selected model configuration and dated evaluation snapshot stay fixed when you switch thresholds.

Keep the limits in view

Human-expert task time, not AI runtime. Results depend on the evaluated software tasks and setup. Neither threshold guarantees success on your task.

Exact configuration: claude_opus_4_6_inspect
Scaffold: mtb/start_metr_task,metr_agents/react · ai_rd_fix_embedding/init_solver,use_tools,metr_agents/react · re_bench_common/init_solver,use_tools,metr_agents/react · metr_tasks_swaa/init_solver,generate · metr_agents/react. Snapshot updated 8 May 2026; checked against the published file on 2 October 2026.

Reported measurement · METR snapshot

What this helps you see

This chart measures task difficulty in human-expert time. The horizon is a fitted estimate at a chosen success rate—not how long the AI ran.

Keep the limits in view.

Software-task evaluation does not establish reliability on our teaching receipt example or on every kind of work. It does not establish shutdown resistance.

Follow the sources
Ask about what you’re seeing

Authored learning guide · no live AI generation or web search

NEXT QUESTION

What will you ask about the next AI claim?