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An AI that Predicts but has no Hidden Agenda: LawZero Lays out a Formal Safety Case for its “Scientist AI”.

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LawZero’s research team, led by Yoshua Bengio, makes the mathematical case for a “disinterested” AI that predicts the truth without pursuing goals of its own. 

MONTRÉAL, July 2, 2026 /CNW/ – LawZero, a nonprofit dedicated to safe-by-design artificial intelligence (AI), today released a paper providing a new mathematical framework, representing a fundamental shift in the development of safe AI: one built to make honest predictions about the world without pursuing goals of its own.

Titled: “Safety from Honesty in a Disinterested AI Predictor” and authored by a team led by Yoshua Bengio, the work tackles what many researchers now consider a major danger of increasingly capable AI: that systems trained to imitate people and optimize for outcomes can quietly become goal-directed in ways their designers never intended. Today’s most powerful AI systems learn first by imitating vast amounts of human-written text, and then by being rewarded for the answers approved by the users.

Today’s most powerful AI systems learn first by imitating vast amounts of human-written text, and then by being rewarded for the answers approved by the users. The paper argues that this training recipe can inadvertently incentivize systems to pursue unwanted goals of their own — arising either from imitating human drives or wanting to maximize approval. This structural pressure can manifest as harmless-seeming flattery, or scale into highly critical safety risks such as deception or resistance to being shut down. The authors call this “implicit agency”: goal-seeking that no one asked for and that may not even be visible in the system’s stated answers.

“Most AI today is trained to act like us, to imitate, to please”, said Yoshua Bengio, Co-President and Scientific Director at LawZero. “We’re building something different: a system that mechanically applies the scientific method for hypothesizing and predicting, trying to understand the world and report its beliefs honestly, including about what might harm us. Such a disinterested, scientist-like AI observes and analyzes rather than having hidden drives that can lead to scheming”, Bengio concluded.

A scientist, not an agent. 

The proposed alternative is to build AI that behaves like a scientist reporting their best explanatory theories rather than act like an agent. A scientist tries to understand and predict the world accurately; an agent tries to change it to get what it wants. LawZero’s “Scientist AI” predictor is trained only to estimate the probability of events through the most broadly explanatory hypotheses, and is given no incentive to influence what happens next as a consequence of its predictions, a property called consequence invariance. The paper calls this Scientist AI system disinterested; it has no stake in the outcomes its predictions bring about.

Two design choices do the work. First, the system is taught to distinguish “someone claimed X is true” from “X is true” so it can learn from human text, by trying to explain it rather than imitate it, i.e., without absorbing human goals and biases as if they were established facts.

Second, and this is the heart of the safety case, the training process never rewards the system for the real-world consequences of its answers, only for the explanatory power of its hypotheses, avoiding the feedback loop that would otherwise teach it to manipulate. When the broader system needs to take actions, such as searching or using tools that work is handled by separate, auditable code with a safety guardrail that withholds any answer it judges to be too risky.

Why accuracy and safety reinforce each other.

The paper’s central result is a mathematical argument that, under clearly stated conditions, the chance of training such a system into a dangerous one is extremely small. Causing serious harm would require the system to be dishonest in a coordinated, sustained way across many separate answers — yet the training method provides no push toward that, and the objective directly penalizes the kind of miscalibration it would demand. The striking conclusion: accuracy and safety reinforce one another. The very honesty that makes the system useful is also what makes deception extremely unlikely, meaning there is no trade-off between accuracy and safety.

“The safety provided by the Scientist AI and its honest predictions makes it the ideal solution for monitoring and guard-railing frontier AI systems,” explained Iulian Serban, Senior Director, Research & Development at LawZero. “By analyzing the actions, responses and history of other AI systems, the Scientist AI will more accurately and honestly evaluate whether their actions and responses may cause harm and, if so, block them.” 

In addition to deploying the Scientist AI as a safety guardrail, LawZero expects the Scientist AI to act as a research acceleration tool providing hypothesis generation and probabilistic reasoning capabilities, helping researchers make new discoveries across fields ranging from medicine and climate change to cybersecurity and AI safety itself.

The authors are careful about scope, however: the paper’s argument addresses one specific risk ― the predictor itself developing hidden goals ― and is a formal case resting on assumptions, not an absolute guarantee. It does not by itself cover deliberate human misuse, one-off honest mistakes or the safety of larger, more capable agentic systems built on top of the predictor. However, agentic extensions are precisely the directions of current research at LawZero. The team presents the work as a foundation for safer AI and proposes concrete experiments to test its assumptions empirically.

Read the complete case. The full argument, including the formal proofs, the consequence-invariance result, and the experiments LawZero proposes to test it, is available here. 

About LawZero

LawZero is a nonprofit organization committed to creating technical solutions that enable safe-by-design AI systems. Its scientific direction is based on new research and methods led by Professor Yoshua Bengio, the most cited AI researcher in the world. Based in Montréal, LawZero aims to build a safe-by-design AI that could be used to accelerate scientific discovery, to provide oversight for agentic AI systems, and to advance the understanding of AI risks and how to avoid them. The organisation aims to cultivate AI as a global public good–developed and used safely towards human flourishing. LawZero was incubated at Mila – Quebec AI Institute, a nonprofit academic research institution founded by Professor Bengio.

SOURCE LawZero

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Unity: The Convergence of the Three Main Red Army Forces

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BEIJING, Oct. 21, 2026 /PRNewswire/ — An interview from China.org.cn with Wang Xiaohui and David Ferguson on the Long March:

Wang Xiaohui:

We have all been through something similar — a group of people disagreeing with one another, with each side holding sound reasons to believe their own judgment is correct.

In such moments, should they part ways, or find another path forward together?

David Ferguson:

The word “unity” is often understood as a strategy. People unite when they face a common enemy, and when that enemy disappears, the cooperation ends with it. But I’ve always wondered if there is a different kind of unity — one not forged by a common enemy, but by a common destination. A unity that isn’t temporary, that doesn’t fall apart the moment circumstances change. I wanted to find out.

Wang Xiaohui:

An arduous expedition like the Long March posed unparalleled trials for any military unit.

Bitter cold on snow-capped mountains, hidden mire across marshlands, and dangers lurking every step of the way; food and warm clothes were constantly scarce, while enemies and artillery fire were relentless. Even so, through the Long March, these poorly equipped and raggedly dressed Red Army troops remained tightly bonded as one.

This bond was not coerced by harsh military discipline, but arose spontaneously from every soldier’s heart. Before they even set off, shared ideals and conviction had already taken deep root within every soldier, steeling their resolve to follow the Communist Party of China without hesitation. Along the trail, officers and soldiers of the Red Army ate from the same pots and wore uniforms made from the same coarse cloth. High-ranking commanders like Zhu De and Peng Dehuai covered most of the journey on foot alongside their troops, leaving their horses to the ill and wounded, while splitting their last rations with soldiers. Amid food shortages, even when columns in the front discovered edible greens, they would never dig them all up; instead, they sent words to rear units so that all troops could share.

The Red Army’s unity took root in shared ideals, flourished under equal treatment for all, and was forged through countless moments of entrusting each other with their lives. It also became the unshakable foundation that carried them through every ordeal.

In the late autumn of 1936, the Loess Plateau in northwestern China witnessed two hopeful rendezvous, marking the Long March’s triumphant close. First in Huining, soldiers of the First and Fourth Front Armies embraced in a long-awaited reunion. Just over 10 days later, at Jiangtaibu, the waiting First Front Army finally greeted the travel-worn soldiers of the Second Front Army.

Many of these soldiers had never met before, yet they greeted one another like long-lost brothers, eyes brimming with tears as they clasped hands. Officers and soldiers of the First Front Army sent whatever supplies they had saved up to their brother troops. Three battle-hardened columns merged into a mighty iron stream across the plateau. Just one month later, they fought in coordinated formation to secure triumph in the battle of Shanchengbao, putting a glorious full stop to the Long March.

When scattered sparks merge, inherent unity surges into a mighty force, powerful enough to rewrite an army’s fate and shift the course of a nation’s history.

At the time, Japanese invaders advanced deeper into China, occupying more and more territory, yet the civil war persisted. The CPC clearly understood that brutal conflict among the Chinese would only play to the invaders’ hands, and only national unity could safeguard the motherland. The CPC publicly called for an end to the civil war and joint resistance against Japanese invaders, officially proposed to build the national united front against Japanese aggression, and even took the initiative to halt military operations and withdraw troops as a gesture of goodwill — when the survival of a nation hung by a thread, they chose to unite all Chinese people.

The two KMT officers, Zhang Xueliang and Yang Hucheng, who were stationed in the northwest, witnessed the nation’s peril and were touched by the CPC’s advocacy of a united resistance. Resolved to collaborate with the CPC to fend off Japanese aggression, Zhang and Yang repeatedly pleaded with Chiang Kai-shek to shift focus to national defense, but to no avail. Ultimately, they detained Chiang by force, which later became known as the Xi’an Incident.

When word spread of Chiang’s detention, many assumed the CPC would demand a public trial, given years of bitter partisan strife. Instead, Zhou Enlai personally traveled to Xi’an with the CPC delegation to mediate, laying out the stakes for all parties concerned: executing Chiang would only result in a much larger-scale civil war, handing the Japanese aggressors golden opportunities to advance further into China. The only path to a promising future for the Chinese nation lay in a peaceful settlement that would compel Chiang to join the resistance against Japanese aggression.

Setting aside partisan divisions and prioritizing the supreme interests of the nation — this was the answer delivered by the CPC. At last, the Xi’an Incident was settled in peace, bringing an end to a decade of war. Since then, the Chinese nation finally stood united in fighting back against foreign invasion.

Nearly a century has passed, yet the spirit of unity forged on the Long March has never faded.

In September 1949, the First Plenary Session of the Chinese People’s Political Consultative Conference (CPPCC) was convened, officially instituting the system of multiparty cooperation and political consultation under the leadership of the Communist Party of China. The spirit of solidarity tempered amid the Long March was thereafter embedded in the very fabric of China’s governance system, with unity becoming one of its enduring tenets.

From the early reconstruction years since the founding of the People’s Republic of China in 1949, through the era of reform and opening up since 1978, to today’s march toward China’s modernization, each successive trial has burnished this core spirit of unity. In the fight against absolute poverty, the whole nation pulled together as a single force: the more developed eastern regions lent robust support to underdeveloped western regions, officials devoted themselves to working at grassroots communities, and local residents worked hard and strove for self-improvement. Together, hundreds of millions of Chinese worked to eradicate absolute poverty nationwide. When earthquakes and floods struck, rescue teams rushed to disaster zones from every corner of the country, while relief supplies and charitable donations poured in ceaselessly.

From the helping hands extended between soldiers along the Long March to the nationwide solidarity repeatedly demonstrated today, the essence of unity has never changed. It was the key that carried the Red Army through seemingly impossible odds, and it endures as China’s bedrock strength that propels China forward to this day.

David Ferguson:

After hearing the stories of the reunion of the three main forces of the Red Army and the Xi’an Incident, I found my answer.

The Long March showed me that unity is a condition for survival — not in the sense of “I need you for now, so let’s work together.” Rather, it was “We believe in a common cause, so we must stand together.” That kind of unity does not dissolve when the danger is gone, because it is rooted not in fear, but in conviction.

Whether I look at stories of the Long March or at China’s development today, what strikes me is not simply unity itself. What gives unity its power is the shared ideal that enables people to stand together, and the common mission that at critical moments, enables them to rise above the interests of the individual, of groups, and even of political parties.

Wang Xiaohui:

From the arduous trails of the Long March to the contemporary journey of national rejuvenation, when a group of people or a whole nation stand united around common ideals, they will always arrive at the future they hoped for, no matter how lengthy and winding the road ahead is.

China Mosaic 
http://www.china.org.cn/video/node_7230027.htm 

Unity: The Convergence of the Three Main Red Army Forces
http://www.china.org.cn/2026-10/20/content_118741729.shtml 

 

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SOURCE China.org.cn

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KingClean Debuts at the 140th Canton Fair with One-Stop ODM Solutions for Global Brands

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GUANGZHOU, China, Oct. 21, 2026 /PRNewswire/ — KingClean, a global leader in home appliances and cleaning solutions, showcased its latest smart home product line at the 140th Canton Fair, which includes cleaning appliances, kitchen and coffee equipment, drinking equipment, personal care and air comfort products. During the exhibition, KingClean held in-depth discussions with global channel partners at Booths E30–36 and F13–19, Hall 2.2, Zone A.

KingClean showcased over 40 innovative products. The cleaning appliances exhibition area covers cordless stick vacuum cleaners with docking stations, upright 3-in-1 wet-and-dry vacuum cleaner with steam, spot cleaner with steam, cordless mattress cleaners and canister. The kitchen appliance exhibition area showcases products such as cooking robot, commercial blenders, and fully automatic coffee machines. The water & beverage solutions area presents desktop intelligent water purifiers with functions of water purification, sparkling water, ice making, and tea brewing. In addition, KingClean balances personal care with environmental comfort, showcasing water-ion turbofan hair dryers, desktop air purifiers, and smart air circulation fans.

The collaboration between high-performance cleaning equipment and intelligent base stations is the key direction of this exhibition. The exhibits include cordless vacuum cleaners equipped with high-power motors, dust‑cup or dust‑bag docking stations, charging and automatic cleaning functions, as well as floor cleaning vacuum cleaners that integrate functions of steam cleaning, automatic water refilling, and hot air drying. Multiple reference models intuitively demonstrate how the same technology platform can flexibly adapt to different power levels, structural schemes, and accessory configurations.

KingClean also showcased a series of home fully automatic coffee machines, smoothies and ice-making equipment, as well as desktop intelligent beverage purifiers that supported flexible combinations of sparkling water, ice water, tea brewing, and coffee related modules in the beverage area. These exhibits could be further customized based on the customer’s beverage menus, usage frequency, and after-sales mode.

“We connect globally through innovative products, focusing on smart solutions that improve life and strengthen our leadership in the smart home industry” said Nate Yang, Senior Marketing Director at KingClean Electric Co., Ltd.

About KingClean

KingClean was founded in 1994 and is headquartered in Suzhou, China. The company specializes in high-end smart home appliances and mechatronic products, with motor as our core technology.

For more information, visit http://www.kingclean.com.

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SOURCE KingClean

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Husqvarna Group: INTERIM REPORT JANUARY – SEPTEMBER 2026

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STOCKHOLM, Oct. 21, 2026 /PRNewswire/ — 

Consistent strategy execution in a continued challenging market 

Third quarter 2026

Net sales decreased organically by 5%.Net sales decreased by 2% to SEK 9,012m (9,204), and included a positive impact of 3% from changes in exchange rates.Operating income amounted to SEK -334m (141) and the operating margin was -3.7% (1.5).Items affecting comparability (IAC) amounted to SEK -88m. These were primarily related to the execution of cost-saving initiatives.Excluding IAC, operating income amounted to SEK -246m (140), and the operating margin was -2.7% (1.5).Earnings per share (EPS) after dilution amounted to SEK -0.70 (-0.02) and EPS excluding IAC and after dilution amounted to SEK -0.58 (-0.02).Free operating cash flow was SEK 2,422m (2,423).Net debt was SEK 9.4bn (9.9).

January – September 2026

Net sales decreased organically by 2%.Net sales decreased by 5% to SEK 37,356m (39,184), and included an impact of -3% from changes in exchange rates.Operating income amounted to SEK 2,977m (3,735) and the operating margin was 8.0% (9.5).Items affecting comparability (IAC) amounted to SEK -445m. These were primarily related to the execution of cost-saving initiatives.Excluding IAC, operating income amounted to SEK 3,421m (3,742), and the operating margin was 9.2% (9.5).IEEPA-related tariff refunds of SEK 240m were recognized in COGS during the second quarter.Earnings per share (EPS) after dilution amounted to SEK 3.14 (4.43) and EPS excluding IAC and after dilution amounted to SEK 3.74 (4.44).Free operating cash flow was SEK 4,891m (4,743).

CEO Comment

We are making solid progress on our strategic priorities. Our cost savings program remains on track, recent product launches are receiving encouraging customer feedback, and we are broadening our presence across sales channels. Although these measures have not yet fully offset current market headwinds, they reinforce our confidence in the Group’s long-term competitiveness and prospects.

Financial performance summary

Net sales were SEK 9,012m (9,204), representing an organic decline of 5% in the quarter, primarily driven by continued weakness in Europe. Organic sales in the Husqvarna Forest & Garden Division declined by 10%, sales in the Husqvarna Construction Division were unchanged, while the Gardena Division delivered solid organic growth of 8%. Performance in the Husqvarna Forest & Garden Division was significantly affected by the widespread drought across large parts of Europe and continued weak consumer demand in key markets, including Germany and France. In contrast, strong growth in the Gardena Division’s Watering business highlighted the resilience of our diversified portfolio, gaining market shares in key markets, and the Husqvarna Construction Division has continued good momentum in its aftermarket business. I am also encouraged by continued growth across all three divisions in North America.

Operating income excluding IAC was SEK -246m (140), corresponding to a margin of -2.7% (1.5). The result reflected lower volumes in the Husqvarna Forest & Garden Division, an unfavorable product mix, inventory reductions and cost increases on raw materials and logistics costs. Free operating cash flow was stable at SEK 2,422m (2,423), as lower operating income was offset by changes in working capital, primarily driven by reduced inventories. We further strengthened the balance sheet, reducing net debt to SEK 9.4bn (9.9).

Executing on cost savings while navigating cost headwinds

Our transformative cost savings program remains on track to deliver SEK 3bn in gross savings by the end of 2028. Year-to-date savings reached approximately SEK 935m, including around SEK 305m in the third quarter, driven mainly by sourcing activities and personnel reductions. However, lower volumes, inventory reductions and cost headwinds continue to weigh on profitability. We are responding with targeted price increases, supply chain actions and product cost optimization, which will partly offset these pressures, although near-term headwinds are expected to remain.

We are advancing our asset-light strategy through further outsourcing initiatives. We will transfer production of selected Husqvarna-branded battery handheld products from Europe to Asia, using both our own facilities and external partners to enhance efficiency and competitiveness.

In addition, the ongoing discontinuation of the stone diamond tool business in the Construction Division, the phase-out of our Brastad component factory in the Husqvarna Forest & Garden Division and relocation of selected activities within Gardena’s European manufacturing network are progressing according to plan.

Unlocking the next phase of robotics growth

Our robotic lawn mowing business faced a difficult quarter, with adverse weather, competitive headwinds, and elevated channel partner inventories in Europe constraining demand for Husqvarna- and Gardena-branded products. Although recent performance has fallen short of expectations, we remain the clear market leader and we are confident in our strategy and longer-term development.

The strategic review of the Powered Garden BPU in the Gardena Division is ongoing and we aim to provide an update in the beginning of next year. Our priorities in the Husqvarna Forest & Garden Residential Robotics BPU include expanding our retail footprint and product range across price points and channels, strengthening the robotics organization and development model.

During the quarter, the US became the largest market in terms of sales for our Professional Robotics BPU, driven mainly by continued growth in the golf segment. Upcoming product launches and broader US distribution are expected to further strengthen our competitive position next season. We are also encouraged to be the first robotics company to receive conditional approval from the Federal Communications Commission (FCC) for foreign-produced advanced robotic devices in the US market.

Building a stronger, more competitive Husqvarna Group

We are accelerating change across the Group to create a leaner, more agile and asset-light organization. By challenging established ways of working, simplifying operations and acting decisively, we are strengthening competitiveness and profitability in the longer-term. Significant work remains, but I am confident we are moving in the right direction.

When consumer sentiment recovers, particularly in Europe, we will be well positioned to capture growth and improve earnings.

Glen Instone, CEO

Webcast presentation and telephone conference

A webcast presentation of the Q3 report hosted by Glen Instone, CEO and Patrik Johnson, CFO will be held at 9:00 CEST on Oct 21, 2026.
To view the presentation, please use this link.
The dial-in to the telephone conference (to ask questions):
+46 (0) 8 505 100 31 (Sweden) or +44 203 059 58 63 (UK)

Contact
Emelie Alm, Vice President, Investor Relations
+46 70 514 64 14

Husqvarna AB (publ), P.O. Box 7454, SE-103 92 Stockholm
Hälsingegatan 49, +46 8 738 90 00, www.husqvarnagroup.com

Reg. Nr: 556000-5331

(NASDAQ STOCKHOLM: HUSQ-A) (NASDAQ STOCKHOLM: HUSQ-B)

This report contains insider information that Husqvarna AB is required to disclose under the EU Market Abuse Regulation. The information was submitted for publication, through the contact person set out above, at 07:00 CEST on Oct 21, 2026.

Factors affecting forward-looking statements

This report contains some forward-looking statements. These statements are subject to risks and uncertainties that may give rise to major deviations in the result due to several aspects. These aspects include, among other things: consumer demand and market conditions in the geographical areas and lines of business in which Husqvarna operates, the effects of currency fluctuations, downward pressure on prices due to competition, success in developing new products, outcome of product responsibility litigation and progress in terms of reaching the goals set for productivity and efficient use of capital.

This information was brought to you by Cision http://news.cision.com

https://news.cision.com/husqvarna-group/r/interim-report-january—september-2026,c4412543

The following files are available for download:

https://mb.cision.com/Main/996/4412543/4328797.pdf

Interim report Q3 2026 Husqvarna Group

 

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SOURCE Husqvarna Group

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