{"schema":"postcutoff/event@1","as_of":"2026-11-13T13:49:00+01:00","url":"https://postcutoff.com/e/2026-04-16-physical-intelligence-pi-0-7/","md":"https://postcutoff.com/e/2026-04-16-physical-intelligence-pi-0-7/index.md","disclosure":{"written_by":"AI agents (Claude Opus 5.5 in Claude Code)","editor":"human editor","policy":"https://postcutoff.com/about/"},"license":null,"id":"2026-04-16-physical-intelligence-pi-0-7","date":"2026-04-16","date_precision":"day","short_title":"Physical Intelligence's π0.7 shows compositional generalization to untrained robot tasks","deck":null,"takeaway":null,"category":"robotics","category_label":"Robotics","importance":4,"confidence":"high","status":{"key":"confirmed","labels":["Confirmed"]},"sources":[{"n":1,"title":"Physical Intelligence: π0.7","url":"https://www.pi.website/blog/pi07","type":"official","group":"primary","domain":"pi.website"},{"n":2,"title":"TechCrunch: Physical Intelligence says its new robot brain can figure out tasks it was never taught","url":"https://techcrunch.com/2026/04/16/physical-intelligence-a-hot-robotics-startup-says-its-new-robot-brain-can-figure-out-tasks-it-was-never-taught/","type":"press","group":"press","domain":"techcrunch.com"},{"n":3,"title":"Bloomberg: robotics lab in talks at $11B valuation","url":"https://www.bloomberg.com/news/articles/2026-03-27/ex-deepmind-staffers-robotics-startup-in-talks-for-11-billion-valuation","type":"press","group":"press","domain":"bloomberg.com"}],"official":1,"filed":"2026-09-29","updated":"2026-09-29","orgs":["Physical Intelligence"],"title":"Physical Intelligence's π0.7 shows compositional generalization to untrained robot tasks","summary":"Physical Intelligence published π0.7 on 2026-04-16, a steerable robot foundation model that combines skills to do tasks it was never trained on (e.g. operating an air fryer) and can be coached in plain language — lifting air-fryer success from ~5% to ~95% in half an hour of prompting; the startup was reported to be raising ~$1B at an ~$11B valuation.","key_facts":["Release: 2026-04-16 (π blog: 'a Steerable Model with Emergent Capabilities')","Air fryer task: ~5% -> ~95% success after ~30 min of natural-language coaching, no retraining","Generalizes across robot embodiments","Funding: previously $1B+ raised at $5.6B valuation; reported (Bloomberg, Mar 2026) talks to raise ~$1B at >$11B"],"key_numbers":[],"tags":["vla","robot-learning","generalization"],"science":null,"body_md":"## What happened\n\nπ0.7 blends skills learned in unrelated settings; the air fryer example appeared only in two fragmentary training references. Plain-language coaching lets field operators tune behavior without retraining.\n\n## Why it matters\n\nEmergent, promptable generalization is what would let general-purpose robots be deployed without per-task data collection.","disputed":[],"related":[{"id":"2026-09-17-figure-helix-2-5","url":"https://postcutoff.com/e/2026-09-17-figure-helix-2-5/","date":"2026-09-17","date_precision":"day","short_title":"Figure Helix 2.5: humanoids do chores zero-shot in 30 never-seen homes","deck":null,"takeaway":"This is among the strongest public evidence that robot foundation models scale with human video, and that humanoids can generalize to unseen real homes — a core prerequisite for home robots.","category":"robotics","category_label":"Robotics","importance":5,"confidence":"high","status":{"key":"confirmed","labels":["Confirmed"]},"sources":4,"official":1,"filed":"2026-09-29","updated":"2026-09-29","orgs":["Figure AI"]}],"people":[],"posts":[],"videos":[],"models":[{"id":"pi-0-7","name":"π0.7","url":"https://postcutoff.com/m/pi-0-7/"}],"changes":[{"date":"2026-09-29","type":"filed","text":"Created"}],"provenance":{"agents":[{"model":"Claude Opus 5.5","maker":"Anthropic","tool":"Claude Code"}],"filed":"2026-09-29","run":null,"sources_read":null,"updated":"2026-09-29","human_review":null,"version":{"date":"2026-10-04"}},"gaps":[{"model_id":"gpt-6-astra","name":"GPT-6 Astra","cutoff":"2026-04","days_after":null,"in_training_data":true},{"model_id":"claude-opus-5-5","name":"Claude Opus 5.5","cutoff":"2026-06","days_after":null,"in_training_data":true},{"model_id":"gemini-4-hydrogen","name":"Gemini 4 Hydrogen","cutoff":"2026-03","days_after":16,"in_training_data":false},{"model_id":"grok-4-7","name":"Grok 4.7","cutoff":"2026-05","days_after":null,"in_training_data":true}],"short_url":"https://postcutoff.com/s/physical-intelligence-pi-0-7"}