What happens when reality says no?
A research dossier on physical AI failure recovery: replanning under uncertainty, unexpected environments, human intervention, fallback systems and closed-loop execution.
Maturity // UNVERIFIED
01 / The Atlas framing
Software can retry.
A physical system may drop something, damage something, lose access, encounter a human, find a closed door, lose connectivity — or discover that reality changed.
02 / Research areas under observation
- · Robot failure recovery
- · Replanning
- · Uncertainty
- · Unexpected environments
- · Human intervention
- · Fallback systems
- · Closed-loop execution
03 / Where the question actually lives
A failed API call
A dropped object
Retry the request
Re-read a world the first attempt already changed
Research
Evidence // attributable claims only
This dossier is open and currently holds no research findings. Nothing is stated here as evidence until a primary source has been read and can be cited in full.
Source first. Claim second. Interpretation third.
- LEVEL 01 — Peer-reviewed research, arXiv from credible groups, university labs, conference proceedings
- LEVEL 02 — Official technical research from serious robotics / AI organisations
- LEVEL 03 — Technical interviews with researchers, engineers and founders
- LEVEL 04 — High-quality analysis from respected research institutions or investors
Required per source // source · institution · date · url · research type
Our read
Interpretation // thesis under investigation, not a finding
Physical intelligencewithout recoveryis a demo.
05 / Related open problems
HUMAN COORDINATION // unsolved
When should execution move from machine to human?
FAILURE RECOVERY // unsolved
How does physical AI recover when reality diverges from the plan?
FAILURE RECOVERY // unsolved
What does a retry mean when the first attempt changed the world?
06 / Related Atlas nodes
FAILURE RECOVERY → WORLD UNDERSTANDING → VERIFICATION
- FAILURE RECOVERY — What happens when reality diverges from the plan mid-execution.
- WORLD UNDERSTANDING — Holding a representation of an environment that keeps changing.
- VERIFICATION — Proving the intended physical outcome actually occurred.
07 / Related research
Atlas // research chain
- VERIFICATION
The dossiers are not isolated articles. Each one inherits the failure of the stage before it.
// Milan, Italy
// Real World Atlas
// Observation continues