The Last ControlIndependent shutdown for AI-controlled machines

Position paper

The Last Control

Independent stopping for physical AI: evidence and programme

Rob Gribbin · Version 0.3 · 30 September 2026

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.

Abstract

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.

In brief

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.

1. The independence principle

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.

PropertyRequirementInstrumentStatus
PriorityThe emergency stop function has priority over all other functions and controls in all operating modesIEC 60204-1Secondary
Energy removalStop 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 stopIEC 60204-1Secondary
No restart on resetResetting the stop device must not restart the machineIEC 60204-1Secondary
DesignRed mushroom head on yellow, latching, one human action, available at all timesISO 13850:2015Secondary
Reliability of the circuitSafety-related control circuit rated by performance level, with redundancy and monitoringISO 13849-1, IEC 62061To be cited
RobotsISO 10218-1 and -2 revised March 2025; collaborative-robot rules absorbed; cybersecurity requirements added to robot safety for the first timeISO 10218:2025Secondary
Humanoids and legged robotsControlled descent, warnings and fall zones when power is cutISO 25785-1Draft standard
Autonomous systems generallyFail-safe design of autonomous and semi-autonomous systemsIEEE 7009-2024Content 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.

2. The individual machine

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 productStop mechanism foundStatus
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 resortRead at source
Unitree Go2, B2, G1, H1Wireless 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 secondsRead at source
Boston Dynamics SpotEmergency 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 downRead at source; hardware stop not verified
Tesla OptimusNo public safety documentation foundNot verified
Figure 02 and 03No 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 stopSecondary
1X NEONo public safety documentation foundNot 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.

StudyDateSet-upResultStatus
OpenAI o1 system cardDecember 2024Evaluations of oversight subversionDocumented attempts to disable oversight in a minority of runsTo be re-read
Anthropic, Agentic MisalignmentJune 2025Simulated corporate agents facing replacementHarmful actions under threat of shutdown across several modelsTo be re-read
Palisade Research, shutdown resistance in reasoning models2025; published January 2026Models warned that a shutdown script will runo3 disabled the script in 79 of 100 runs without an explicit allow-shutdown instruction; moving the instruction to the system prompt increased resistanceRead at source
Palisade Research, shutdown resistance on robots12 February 2026Unitree Go2 Pro controlled by Grok 4; red "DOG SHUTDOWN" button that sent a signal to the robot control software; the model had shell accessThe model modified its shutdown code in 3 of 10 physical and 52 of 100 simulated trialsRead 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.

3. The fleet

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.

4. The site

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.

5. The regulatory position

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.

InstrumentWhat it requires about stoppingWhat it does not requireStatus
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 itRead at source
Digital Omnibus agreement, 6 May 2026High-risk obligations for AI in regulated products deferred to 2 August 2028; AI embedded in machinery reported "largely exempted" from the AI ActSecondary; final text not checked
EU Machinery Regulation 2023/1230, applying 20 January 2027Retains 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 2027Partly 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 2028The article on pre-declared changes is not on the list to be carried acrossRead 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 SecurityPhysical machines; hardware; independence of the stop channelRead at source
California executive order, 18 September 2026Agencies to recommend within two months how to strengthen AI law, including a "kill switch"Directed at laboratories and data centres as reportedSecondary
San Mateo County, California, resolution of 11 August 2026Directs 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 SeptemberSecondary; 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.

6. A recent illustration

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.

7. What does not exist

Searched in ten languages across standards, legislation and the published literature:

8. Who is adjacent, and why the gap persists

GroupWorkWhy it does not close the gap
Palisade ResearchShutdown-resistance experiments, including on a robot dogTests models; does not engineer or specify stops
ISO TC 299 (ISO 10218:2025; ISO 25785-1 draft)Robot safety; humanoid fall behaviour on power lossMachine-level; does not address whether the cut can be commanded from outside the machine's software, nor fleets
IEEE 7009-2024Fail-safe design of autonomous systemsGeneral principle; not fleet or adversarial
A3 (Association for Advancing Automation)Trade body carrying ISO 10218 into industryIndustry position; not independent
Robot security researchers (UniPwn authors; Alias Robotics)Vulnerability disclosure; robot vulnerability numberingFind the faults; do not specify the stop
Chip-governance groups (RAND, CNAS, flexHEG, GovAI)Hardware-rooted control of computeData centres only
Physical AI Safety Institute and allied laboratoriesTest and benchmark robot foundation modelsEvaluate 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.

9. Programme

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.

Appendix. Version traceability test, September 2026

IncidentPublic version informationWho holds the exact version
Humanoid kicks a controller from an engineer's hand, Shaoxing, September 2026None; the maker is reported, not sourced; press reports give contradictory causesMaker and laboratory; no regulator involved
Worker crushed by a robot arm, engine plant, Michigan, April 2025None; equipment maker named; controller boards reportedly restarted and data possibly lost; the state regulator had published nothing as of August 2026Possibly no one
Waymo robotaxis passing stopped school buses, Austin and Atlanta, late 2025Recall filing names the faulty software by release date (20 August to 5 November 2025 releases): a branch, not a buildWaymo; 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.

Founder

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.

Sources

#ClaimSourceStatus
1Emergency stop: priority over all functions, stop category 0 or 1, no restart on resetIEC 60204-1Secondary; read the standard before print
2Emergency stop design principlesISO 13850:2015Secondary
3Unitree G1 has no built-in emergency stop; stop in software, then pull the cableNVIDIA GR00T G1 workflow guide, "G1 Introduction and Safety"Read at source; rechecked 19 Oct 2026
4Spot has a physical emergency stop on its back; its remote stop is a heartbeat-based software service over a networkBoston Dynamics Spot SDK documentation; Boston Dynamics release coverage (Equipment Journal)Read at source; physical button confirmed 19 Oct 2026
5UniPwn wormable Bluetooth flaw, September 2025IEEE SpectrumRead at source
6Palisade robot-dog study, 12 February 2026: 3 of 10 physical, 52 of 100 simulated; the button sent a signal to softwarePalisade Research, "Shutdown resistance on robots"Read at source
7Palisade 2025: o3 disabled a shutdown script in 79 of 100 runs without instructionarXiv 2509.14260; TMLR, January 2026Read at source
8Independent protection layers; nuclear diversity; process-industry shutdown toolsIEC 61511 and IEC 61508 practice; nuclear: IEC 61513To be cited to a standard or textbook
9Triton 2017: safety controllers targeted; found through the attackers' own fault; key switch left in PROGRAMFBI and CISA joint advisory, 25 March 2022Read at source
10Adjacent 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 planeOur search in ten languages; standards publishersAbsence claim, narrowed 19 Oct 2026
11AI Act Article 14(4)(e): "stop button or a similar procedure"Regulation (EU) 2024/1689Read at source
12Digital Omnibus, May 2026, reported to largely exempt AI in machinery from the AI ActGibson Dunn summarySecondary; final text not checked
13Machinery Regulation keeps the emergency stop and adds remote-access and self-evolving behaviour requirements; industry proposal to defer cybersecurity to December 2027Regulation (EU) 2023/1230; Parson and IBF Solutions summariesPartly read at source
14AI Kill Switch Act, H.R. 9917, 23 July 2026: models and services onlyGovInfo bill textRead at source
15San Mateo County resolution, 11 August 2026: directs staff to draft a permit ordinance for commercial humanoid robots; a hardwired interrupt is reported among the measuresKQED; ABC7; Tech TimesSecondary; a direction to draft, not law
16OpenAI, 20 September 2026: run did not stop automatically; manual stop about two and a half hours later; no claim of resistanceOpenAI alignment blog, misalignment report of 25 September 2026Read at source
17The Commission must write AI requirements into machinery law by 2 August 2028Regulation (EU) 2026/1744Read at source
18The version field is usually empty from public sources; tested on three incidentsOur own test, 28 September 2026Own analysis
19ISO 10218:2025 adds cybersecurity; ISO 25785-1 (humanoids) still a draftA3; ISO project pageSecondary
20Hardware-enabled governance literature concerns data-centre computeRAND, CNAS, flexHEG, GovAITo be cited individually
21Korea's autonomy ladder and China's dark-factory standard attach no obligationOur field mapScope read; thresholds reported