# Robots and Language Models Together Reach Eighty Percent of Work by Russell Legate-Yang and Maxim Massenkoff > "Overall, about 80% of job tasks by working time are exposed to either robots or LLMs. Robots do work where LLMs cannot. The remaining unexposed work is highly interpersonal or requires physical skills that robots today don't have." > **— Russell Legate-Yang and Maxim Massenkoff**, *What work can robots do?, September 30, 2026* ## Sources and Context - **Direct publication:** [What work can robots do?](https://www.anthropic.com/research/what-work-can-robots-do) — published September 30, 2026. - **Exact published statement:** “Overall, about 80% of job tasks by working time are exposed to either robots or LLMs. Robots do work where LLMs cannot. The remaining unexposed work is highly interpersonal or requires physical skills that robots today don't have.” - **Context and evidence boundary:** Exposure means a system can perform some task content; it does not mean immediate replacement. Cost, environmental structure, preferences, and regulation remain adoption barriers. - **Weekly source dossier:** [[research/Weekly Reminder Hunt - 2026-10-02|Weekly Reminder Hunt — October 2, 2026]] preserves the selection rationale and the other authoritative statements reviewed in the same production cycle. ## Related Articles and Collections - **Collection:** [[collections/Simple Reminders|Simple Reminders]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/The Gigawatt Is the New Measure of War|The Gigawatt Is the New Measure of War]] ## Related Topics - [[wiki/Russell Legate-Yang|Russell Legate-Yang]] - [[wiki/Maxim Massenkoff|Maxim Massenkoff]] - [[wiki/Abundance Economics|Abundance Economics]] - [[wiki/AI Labor Substitution|AI Labor Substitution]] - [[wiki/Super Intelligence Economy|Super Intelligence Economy]] ## Share on Social Media ``` "Overall, about 80% of job tasks by working time are exposed to either robots or LLMs. Robots do work where LLMs cannot. The remaining unexposed work is highly interpersonal or requires physical skills that robots today don't have." — Russell Legate-Yang and Maxim Massenkoff, What work can robots do?, September 30, 2026 https://bryantmcgill.com/simple-reminders-massenkoff-robots-language-models-together-reach-eighty-percent ```