Generalization

Area: definition. Apply the shared measurement protocol.

Estimated progress toward AI-managed robotics

35% complete — judgment-based estimate as of November 7, 2026. Confidence: low. The scale starts at 0% before ChatGPT's public release in 2022 and ends at 100% when AI manages the field's continuing advancement without human participation. This rates the outcome's contribution to that transition, not the percentage of tasks solved, a measured fraction of the field, or time remaining.

The shared scoring rubric uses five equally weighted dimensions: execution, breadth, agenda-setting, validation, and sustained autonomous improvement. Points for this outcome are 10 + 10 + 5 + 5 + 5 = 35/100, in that order; each dimension has a maximum of 20. These component judgments make the estimate inspectable, but are not independently measured scores.

Reason for the estimate: Cross-robot and compositional demonstrations support useful transfer. Coaching, related training episodes and selected tasks limit claims of independent unfamiliar-environment performance. The dated baseline below supplies the findings and source links used for this assessment. Unmeasured components receive no demonstrated-progress credit; missing evidence does not prove a missing capability.

What would move the score: Freeze unseen sites, layouts and objects; report complete success before and after coaching, with interventions and training overlap documented. Higher autonomy scores additionally require AI to select worthwhile work, validate results and improve the process over repeated cycles without human research management, repair or adjudication. Lower the score if replication fails, quality regresses or previously hidden human assistance is found. Preserve this dated estimate when adding future assessments.

Measurement and acceptance rule

Success on unseen buildings, object variants, layouts, and disturbances without retraining for the individual test.

Evidence requirements

Use randomized task selection and complete trial logs or video, not selected demonstrations. Separate simulation from physical tests, and supervised operation from autonomy. Define what counts as damage or a near miss. Zero incidents in a small trial is not proof of a low underlying incident rate; report exposure and uncertainty.

Related milestones

See the area's proposed milestones. Proposed targets are distinct from the dated evidence below.

Baseline as of November 7 2026

Status: Developer demonstration of transfer. Sources accessed November 7, 2026. This is a documentary baseline, not an independent replication or an assertion of the worldwide best result. An unknown measurement is not zero.

Dated findings

April 16, 2026: pi0.7 demonstrates compositional tasks and cross-robot transfer; novel appliance use can improve with step-by-step language coaching. Physical Intelligence: pi0.7.

Interpretation and tracking value

Coached performance is not unassisted zero-shot success. Existing related training episodes and test-time guidance must be disclosed.

Next comparable measurement

Freeze unseen sites, layouts and objects; report complete success before and after coaching, with interventions and training overlap documented. Preserve this dated observation; append future results with their model/system version, denominator, budget and evidence level rather than overwriting it.