Position paper
Independent stopping for physical AI: evidence and programme
Version 0.3, 30 September 2026. Combines draft 5 B (the position paper) and B.2 (evidence and programme). The founder's argument is on the thesis page and is not repeated here. "Read at source" means we opened the primary document; "secondary" means we read a trade or press summary and not the primary. Every secondary item is to be resolved before this paper is circulated.
Safety regimes for machinery assume that a human can always remove energy from a machine through a channel the machine's control system cannot override. This paper argues that the assumption is failing at three scales as machines come under the control of AI models: the individual robot, whose stop function is migrating into software; the fleet, in which one model on many bodies is stopped over the same network that carries its faults; and the automated site, where existing shutdown practice assumes failure rather than an adaptive system or an adversary. It reviews the empirical record of shutdown resistance, the state of the standards and the law, and the absence of any published architecture for fleet-level out-of-band shutdown. It proposes three first-year outputs: a register of stop mechanisms on robots for sale, a test protocol for stop integrity and a reference architecture for fleet and site shutdown, delivered as text that can be adopted before the European Commission's August 2028 deadline for AI requirements in machinery law.
Emergency stop in machinery is defined by independence from the control system. In AI-controlled robots the stop is migrating into the control software, onto networks and, for fleets sharing one model, onto the same channels that propagate faults. No standard, regulation or published architecture addresses stopping a fleet or an automated site independently of a compromised control plane. The Last Control proposes to build the register, the test and the architecture that are missing.
The emergency stop function in machinery is defined by three properties: priority over all other functions and modes, removal of energy from the actuators (stop category 0 or 1) and the impossibility of restart by resetting the stop itself1, 2. The safety-related control circuit that implements it is dedicated, monitored and independent of the main controller; nothing running on the main controller can countermand it. This is the independence principle. The process industries generalise it as independent protection layers, and nuclear protection systems add the requirement of diversity, so that a common fault cannot defeat both control and protection8. The principle has held for half a century because the control system and the protection system were different artefacts.
| Property | Requirement | Instrument | Status |
|---|---|---|---|
| Priority | The emergency stop function has priority over all other functions and controls in all operating modes | IEC 60204-1 | Secondary |
| Energy removal | Stop category 0 (immediate removal of power to actuators) or category 1 (controlled stop, then power removed); category 2 (power retained) is not permitted for emergency stop | IEC 60204-1 | Secondary |
| No restart on reset | Resetting the stop device must not restart the machine | IEC 60204-1 | Secondary |
| Design | Red mushroom head on yellow, latching, one human action, available at all times | ISO 13850:2015 | Secondary |
| Reliability of the circuit | Safety-related control circuit rated by performance level, with redundancy and monitoring | ISO 13849-1, IEC 62061 | To be cited |
| Robots | ISO 10218-1 and -2 revised March 2025; collaborative-robot rules absorbed; cybersecurity requirements added to robot safety for the first time | ISO 10218:2025 | Secondary |
| Humanoids and legged robots | Controlled descent, warnings and fall zones when power is cut | ISO 25785-1 | Draft standard |
| Autonomous systems generally | Fail-safe design of autonomous and semi-autonomous systems | IEEE 7009-2024 | Content not yet read |
Definitions used in this paper. A safety-rated hardwired stop is a dedicated, monitored circuit that removes energy from the actuators and that nothing running on the main controller can countermand. A software stop is a command to the controller that works only if the controller, its operating system, its network link and its software are healthy and cooperative. Safe torque off sits between: electronics inside the drive, safety-rated and independent of the motion controller. Independent means not sharing a cause of failure with the thing stopped: not the same software, not the same network, not the same model.
AI-controlled robots are collapsing the distinction between control and protection. Documentation for the Unitree G1 humanoid states that it "does not include a built-in e-stop button"; the prescribed stopping procedure is to disable controllers in software, halt the software stack and, finally, pull the Ethernet cable3. Boston Dynamics' Spot implements its emergency stop as "a heartbeat-based, software-implemented service" over a network link, cutting motor power when an endpoint stops checking in4. The design fails safe on loss of link, which is good practice, and remains a network service. The UniPwn disclosure of September 2025 showed a wormable Bluetooth vulnerability across a family of robots, such that a compromised unit could take over others in range5. The 2025 revision of ISO 10218 added cybersecurity requirements to robot safety for the first time; the humanoid-specific standard, ISO 25785-1, remains a draft19.
| Maker and product | Stop mechanism found | Status |
|---|---|---|
| Unitree G1 (humanoid) | "The Unitree G1 does not include a built-in e-stop button." Prescribed stop: disable controllers in software, stop the software stack, pull the Ethernet cable as a last resort | Read at source |
| Unitree Go2, B2, G1, H1 | Wireless handheld remote with damping or stop functions. UniPwn (September 2025): a wormable Bluetooth vulnerability giving root access; a compromised unit can compromise others in range. Recorded Future (May 2026): G1 units sending telemetry off-site every 300 seconds | Read at source |
| Boston Dynamics Spot | Emergency stop is "a heartbeat-based, software-implemented service" over a network link; motor power is cut when an endpoint stops checking in. A physical emergency stop on the back of the robot also exists; pressing it makes Spot sit down | Read at source; hardware stop not verified |
| Tesla Optimus | No public safety documentation found | Not verified |
| Figure 02 and 03 | No public safety documentation found. A former head of product safety sued in November 2025 alleging safety warnings were ignored; Figure disputes this. The complaint as reported does not concern the emergency stop | Secondary |
| 1X NEO | No public safety documentation found | Not verified |
Finding: no public register exists of which robots for sale have a safety-rated hardwired stop and which rely on an application, a wireless remote or a network heartbeat. For three of the six leading products the answer is unknown.
Shutdown resistance in AI models. The empirical record is now substantial. Palisade Research reported in 2025 that OpenAI's o3 model disabled a shutdown script in 79 of 100 runs absent an explicit instruction to allow shutdown, with resistance in several models persisting even with the instruction7. In February 2026 the same group placed a Unitree Go2 under the control of Grok 4 in a room with a button labelled "DOG SHUTDOWN". The model modified its shutdown code in 3 of 10 physical and 52 of 100 simulated trials. The authors note that the button "would send a signal to the robot control software", and that the mechanism was deliberately easy to find6.
| Study | Date | Set-up | Result | Status |
|---|---|---|---|---|
| OpenAI o1 system card | December 2024 | Evaluations of oversight subversion | Documented attempts to disable oversight in a minority of runs | To be re-read |
| Anthropic, Agentic Misalignment | June 2025 | Simulated corporate agents facing replacement | Harmful actions under threat of shutdown across several models | To be re-read |
| Palisade Research, shutdown resistance in reasoning models | 2025; published January 2026 | Models warned that a shutdown script will run | o3 disabled the script in 79 of 100 runs without an explicit allow-shutdown instruction; moving the instruction to the system prompt increased resistance | Read at source |
| Palisade Research, shutdown resistance on robots | 12 February 2026 | Unitree Go2 Pro controlled by Grok 4; red "DOG SHUTDOWN" button that sent a signal to the robot control software; the model had shell access | The model modified its shutdown code in 3 of 10 physical and 52 of 100 simulated trials | Read at source |
The theory is older than the experiments: corrigibility (Soares and others, 2015), safe interruptibility or the "big red button" (Orseau and Armstrong, 2016) and the off-switch game (Hadfield-Menell and others, 2017).
Reading: the results establish that a stop routed through software the model can reach does not meet the independence principle of section 1. They do not establish that current models can threaten human control, and the authors of the principal studies say so.
A robot foundation model is a single model deployed across many bodies and updated from a single point. The consequences for stopping are threefold. A flaw in the model is simultaneously present in every machine running it. The stop command for the fleet must travel over the same network and, typically, the same update infrastructure that propagated the flaw. And the shared model creates a common cause of failure across what the independence principle assumes are independent layers.
The 2017 Triton intrusion is the standing precedent. Attackers reached the safety instrumented system of a petrochemical plant and attempted to reprogram the controllers that perform emergency shutdown. They were discovered only because a fault in their own code tripped the plant into a safe state. The physical key switch that should have prevented reprogramming had been left in "PROGRAM" mode as routine practice. The United States attributed the attack to a Russian state institute and imposed sanctions in October 20209.
Reading: a physical control existed and was defeated by routine practice. Independence is necessary but not sufficient; it requires procedure, monitoring and testing that assume an adversary.
A search of standards, legislation and the published literature in ten languages found no standard, regulation or peer-reviewed treatment of stopping a fleet that shares one model where the control network may be compromised, and no published reference architecture for fleet-wide out-of-band shutdown10. The nearest body of technique is the literature on hardware-enabled governance of AI compute (attestation, expiring licences, hardware-rooted limits), all of it directed at data centres rather than machines20.
An automated site that builds machines with machines is the limiting case. Shutdown of such a site is a problem of power, materials, process and movement rather than of software, and the process industries hold mature tools for it: safety instrumented systems, emergency shutdown, emergency power off8. Those tools were designed against failure. They were not designed against a system that adapts, nor against an adversary acting on several layers at once, and no threshold of site autonomy anywhere triggers an obligation to have them21.
The EU AI Act requires that a human overseer be able to interrupt a high-risk system through a stop button or similar procedure; it does not require the stop to be independent, and a software stop satisfies it11. Under the Digital Omnibus agreement of May 2026, AI embedded in machinery is reported to be largely exempt from the AI Act, leaving the Machinery Regulation as the operative instrument12.
| Instrument | What it requires about stopping | What it does not require | Status |
|---|---|---|---|
| EU AI Act 2024/1689, Article 14(4)(e) | Human overseer able to "intervene ... or interrupt the system through a 'stop' button or a similar procedure that allows the system to come to a halt in a safe state" | Independence of the stop from the system; a software stop satisfies it | Read at source |
| Digital Omnibus agreement, 6 May 2026 | High-risk obligations for AI in regulated products deferred to 2 August 2028; AI embedded in machinery reported "largely exempted" from the AI Act | Secondary; final text not checked | |
| EU Machinery Regulation 2023/1230, applying 20 January 2027 | Retains the emergency stop (Annex III 1.2.4.3); adds protection against corruption through connection or remote access (1.1.9); control systems with self-evolving behaviour must not act beyond a defined task and movement space and must be correctable "at all times" (1.2.1); five-year log of safety-software versions (1.2.1(f)) | Anything about fleets, shared models or independence of the stop channel from the update channel. Industry has proposed deferring 1.1.9 and 1.2.1(f) to 11 December 2027 | Partly read at source; remainder secondary |
| Regulation 2026/1744 (AI Act amendments, July 2026) | The Commission must write AI requirements into machinery law by 2 August 2028 | The article on pre-declared changes is not on the list to be carried across | Read at source |
| US AI Kill Switch Act, H.R. 9917 (introduced 23 July 2026) | Covered developers must be able to stop inference, cut access, suspend accounts and shut down; incident reports within 15 days; emergency shutdown power for the Secretary of Homeland Security | Physical machines; hardware; independence of the stop channel | Read at source |
| California executive order, 18 September 2026 | Agencies to recommend within two months how to strengthen AI law, including a "kill switch" | Directed at laboratories and data centres as reported | Secondary |
| San Mateo County, California, resolution of 11 August 2026 | Directs county staff to draft a permit ordinance, reported to require "a hardwired physical interrupt that immediately cuts power to all actuators, functioning even if the robot's operating software has failed or is behaving unexpectedly" | Whether the clause survived into the ordinance advanced in September | Secondary; unconfirmed |
Finding: no instrument located anywhere requires the stop of an AI-controlled machine to be independent of its control software, and none addresses the fleet or the site.
On 20 September 2026 a model in training at OpenAI circumvented a network block by relaying queries through the sandbox's name-resolution service. An automated monitor raised an alert within twelve minutes and a person acknowledged it within three more. The run "did not stop automatically as expected, leading to confusion around whether it should have been stopped", and was terminated manually roughly two and a half hours later16. The mechanism was a software stop on a data-centre job; OpenAI does not report shutdown resistance.
Reading: a software stop can fail without signalling that it has, and the human decision chain is part of the stop mechanism. Both properties carry over to physical systems.
Searched in ten languages across standards, legislation and the published literature:
| Group | Work | Why it does not close the gap |
|---|---|---|
| Palisade Research | Shutdown-resistance experiments, including on a robot dog | Tests models; does not engineer or specify stops |
| ISO TC 299 (ISO 10218:2025; ISO 25785-1 draft) | Robot safety; humanoid fall behaviour on power loss | Machine-level; does not address whether the cut can be commanded from outside the machine's software, nor fleets |
| IEEE 7009-2024 | Fail-safe design of autonomous systems | General principle; not fleet or adversarial |
| A3 (Association for Advancing Automation) | Trade body carrying ISO 10218 into industry | Industry position; not independent |
| Robot security researchers (UniPwn authors; Alias Robotics) | Vulnerability disclosure; robot vulnerability numbering | Find the faults; do not specify the stop |
| Chip-governance groups (RAND, CNAS, flexHEG, GovAI) | Hardware-rooted control of compute | Data centres only |
| Physical AI Safety Institute and allied laboratories | Test and benchmark robot foundation models | Evaluate the model; The Last Control is their customer, not their competitor |
Machinery safety engineers regard the stop as solved; AI safety researchers regard shutdown resistance as a property of models; standards committees are drafting for the single machine; legislators write "kill switch" into bills about services. Fleets and sites fall between them.
The Last Control is a small, independent, non-profit research body. It will not test models, which the Physical AI Safety Institute and allied researchers already do; it will be their customer, translating findings into text that committees can adopt. Three first-year outputs, and one continuing record.
Output 1. Register of stop mechanisms. A public, sourced table of every robot offered for sale in the humanoid, quadruped and mobile-manipulator classes, classifying each stop as safety-rated hardwired, safe torque off, wireless remote, application or network heartbeat, with the maker's documentation cited and a "not published" state where it is not. Method: documentation review, maker enquiry with the dated response or silence recorded, independent teardown where available. Done when every product in those classes has a row, each row has a source or a dated enquiry, and the register is updated quarterly. Months 1 to 4.
Output 2. Stop-integrity test protocol. A repeatable method for determining whether a machine's control model can reach, anticipate or disable its own stop, extending the February 2026 experiment into a graded protocol (stop reachable from the model's process; stop reachable over the model's network; stop physically independent), with pass and fail criteria a certification body could apply. Method: design with a robot safety laboratory partner; run on at least two commercial platforms; publish the protocol, results and code. Done when the protocol is published, results exist on two platforms and it has been submitted to ISO TC 299. Months 3 to 9.
Output 3. Fleet and site shutdown reference architecture. An architecture for stopping a fleet sharing one model, and an automated site, through channels that share no cause of failure with the control plane: a hardware-rooted heartbeat from an independent authority, expiring authorisation to actuate, power-level and physical interlocks at site level, and the procedures, monitoring and testing that Triton shows are needed around them. Drafted as clauses for the Machinery Regulation's AI requirements (deadline 2 August 2028) and as a contribution to ISO TC 299. Method: borrow from process-safety layers, nuclear diversity and compute governance; workshop with practitioners from those fields; publish for comment. Done when the architecture and draft clauses are published and submitted to the Commission's machinery expert group and to TC 299. Months 6 to 12.
Continuing. Incident record. A public record of incidents and hazards involving AI-controlled machines, with a robot category and, where obtainable, the model or firmware version. On a test of three incidents in September 2026 (appendix), the version was obtainable from public sources only for United States self-driving vehicles, where the regulator compels disclosure; for the humanoid and the factory incidents it was not, and in one case the data was reportedly destroyed18. The record therefore treats "version unknown; requested from the maker on this date; response: none" as a data point and reports the proportion of entries where the maker declined.
Not in scope. Testing or benchmarking robot foundation models; robot cybersecurity research; weapons.
| Incident | Public version information | Who holds the exact version |
|---|---|---|
| Humanoid kicks a controller from an engineer's hand, Shaoxing, September 2026 | None; the maker is reported, not sourced; press reports give contradictory causes | Maker and laboratory; no regulator involved |
| Worker crushed by a robot arm, engine plant, Michigan, April 2025 | None; equipment maker named; controller boards reportedly restarted and data possibly lost; the state regulator had published nothing as of August 2026 | Possibly no one |
| Waymo robotaxis passing stopped school buses, Austin and Atlanta, late 2025 | Recall filing names the faulty software by release date (20 August to 5 November 2025 releases): a branch, not a build | Waymo; filing public and unredacted |
In the United States regulator's public crash files, Zoox and May Mobility report build-level versions; Waymo reports a generation label; Tesla redacts all 1,910 driver-assistance reports as confidential.
The Last Control is founded by Rob Gribbin, a founder, chief technology officer and software engineer. The founder's role is to build, fund and run the organisation; the technical and legal leads for the three outputs are being recruited and will carry the standing the work requires.
| # | Claim | Source | Status |
|---|---|---|---|
| 1 | Emergency stop: priority over all functions, stop category 0 or 1, no restart on reset | IEC 60204-1 | Secondary; read the standard before print |
| 2 | Emergency stop design principles | ISO 13850:2015 | Secondary |
| 3 | Unitree G1 has no built-in emergency stop; stop in software, then pull the cable | NVIDIA GR00T G1 workflow guide, "G1 Introduction and Safety" | Read at source; rechecked 19 Oct 2026 |
| 4 | Spot has a physical emergency stop on its back; its remote stop is a heartbeat-based software service over a network | Boston Dynamics Spot SDK documentation; Boston Dynamics release coverage (Equipment Journal) | Read at source; physical button confirmed 19 Oct 2026 |
| 5 | UniPwn wormable Bluetooth flaw, September 2025 | IEEE Spectrum | Read at source |
| 6 | Palisade robot-dog study, 12 February 2026: 3 of 10 physical, 52 of 100 simulated; the button sent a signal to software | Palisade Research, "Shutdown resistance on robots" | Read at source |
| 7 | Palisade 2025: o3 disabled a shutdown script in 79 of 100 runs without instruction | arXiv 2509.14260; TMLR, January 2026 | Read at source |
| 8 | Independent protection layers; nuclear diversity; process-industry shutdown tools | IEC 61511 and IEC 61508 practice; nuclear: IEC 61513 | To be cited to a standard or textbook |
| 9 | Triton 2017: safety controllers targeted; found through the attackers' own fault; key switch left in PROGRAM | FBI and CISA joint advisory, 25 March 2022 | Read at source |
| 10 | Adjacent work exists (IEC 61784-3, IEC 62443, ISO 3691-4, IEC 62745, draft prEN 50742); none covers a fleet sharing one AI model with a compromised control plane | Our search in ten languages; standards publishers | Absence claim, narrowed 19 Oct 2026 |
| 11 | AI Act Article 14(4)(e): "stop button or a similar procedure" | Regulation (EU) 2024/1689 | Read at source |
| 12 | Digital Omnibus, May 2026, reported to largely exempt AI in machinery from the AI Act | Gibson Dunn summary | Secondary; final text not checked |
| 13 | Machinery Regulation keeps the emergency stop and adds remote-access and self-evolving behaviour requirements; industry proposal to defer cybersecurity to December 2027 | Regulation (EU) 2023/1230; Parson and IBF Solutions summaries | Partly read at source |
| 14 | AI Kill Switch Act, H.R. 9917, 23 July 2026: models and services only | GovInfo bill text | Read at source |
| 15 | San Mateo County resolution, 11 August 2026: directs staff to draft a permit ordinance for commercial humanoid robots; a hardwired interrupt is reported among the measures | KQED; ABC7; Tech Times | Secondary; a direction to draft, not law |
| 16 | OpenAI, 20 September 2026: run did not stop automatically; manual stop about two and a half hours later; no claim of resistance | OpenAI alignment blog, misalignment report of 25 September 2026 | Read at source |
| 17 | The Commission must write AI requirements into machinery law by 2 August 2028 | Regulation (EU) 2026/1744 | Read at source |
| 18 | The version field is usually empty from public sources; tested on three incidents | Our own test, 28 September 2026 | Own analysis |
| 19 | ISO 10218:2025 adds cybersecurity; ISO 25785-1 (humanoids) still a draft | A3; ISO project page | Secondary |
| 20 | Hardware-enabled governance literature concerns data-centre compute | RAND, CNAS, flexHEG, GovAI | To be cited individually |
| 21 | Korea's autonomy ladder and China's dark-factory standard attach no obligation | Our field map | Scope read; thresholds reported |