Interdisciplinary approaches

AI industry faces recalibration as Altman delays AGI

OpenAI CEO Sam Altman has again adjusted his timeline for achieving artificial general intelligence (AGI). After earlier forecasts for 2023 and 2025, Altman suggests 2030 as a more realistic milestone. The move reflects mounting pressure and shifting expectations in the AI sector.

OpenAI’s public projections come amid challenging financials. Despite a valuation near $500 billion, the company reportedly lost $5 billion last year on $3.7 billion in revenue. Investors remain drawn to ambitious claims of AGI, despite widespread scepticism. Predictions now span from 2026 to 2060.

Experts question whether AGI is feasible under current large language model (LLM) architectures. They point out that LLMs rely on probabilistic patterns in text, lack lived experience, and cannot develop human judgement or intuition from data alone.

Another point of critique is that text-based models cannot fully capture embodied expertise. Fields like law, medicine, or skilled trades depend on hands-on training, tacit knowledge, and real-world context, where AI remains fundamentally limited.

As investors and commentators calibrate expectations, the AI industry may face a reckoning. Altman’s shifting forecasts underscore how hype and uncertainty continue to shape the race toward perceived machine-level intelligence.

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Future of work shaped by AI, flexible ecosystems and soft retirement

As technology reshapes workplaces, how we work is set for significant change in the decade’s second half. Seven key trends are expected to drive this transformation, shaped by technological shifts, evolving employee expectations, and new organisational realities.

AI will continue to play a growing role in 2026. Beyond simply automating tasks, companies will increasingly design AI-native workflows built from the ground up to automate, predict, and support decision-making.

Hybrid and remote work will solidify flexible ecosystems of tools, networks, and spaces to support employees wherever they are. The trend emphasises seamless experiences, global talent access, and stronger links between remote workers and company culture.

The job landscape will continue to change as AI affects hiring in clerical, administrative, and managerial roles, while sectors such as healthcare, education, and construction grow. Human skills, such as empathy, communication, and leadership, will become increasingly valuable.

Data-driven people management will replace intuition-based approaches, with AI used to find patterns and support evidence-based decisions. Employee experience will also become a key differentiator, reflecting customer-focused strategies to attract and retain talent.

An emerging ‘soft retirement’ trend will see healthier older workers reduce hours rather than stop altogether, offering businesses valuable expertise. Those who adapt early to these trends will be better positioned to thrive in the future of work.

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DualEntry raises $90m to scale AI-first ERP platform

New York ERP startup DualEntry has emerged from stealth with $90 million in Series A funding, co-led by Lightspeed and Khosla Ventures. Investors include GV, Contrary, and Vesey Ventures, bringing the total funding to more than $100 million within 18 months of the company’s founding.

The capital will accelerate the growth of its AI-native ERP platform, which has processed $100 billion in journal entries. The platform targets mid-market finance teams, aiming to automate up to 90% of manual tasks and scale without external IT support or add-ons.

Early adopters include fintech firm Slash, which runs its $100M+ ARR operation with a single finance employee. DualEntry offers a comprehensive ERP suite that covers general ledger, accounts receivable, accounts payable, audit controls, FP&A, and live bank connections.

The company’s NextDay Migration tool enables complete onboarding within 24 hours, securely transferring all data, including subledgers and attachments. With more than 13,000 integrations across banking, CRM, and HR systems, DualEntry establishes a centralised source of accounting information.

Founded in 2024 by Benedict Dohmen and Santiago Nestares, the startup positions itself as a faster, more flexible alternative to legacy systems such as NetSuite, Sage Intacct, and Microsoft Dynamics, while supporting starter tools like QuickBooks and Xero.

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Diag2Diag brings fusion reactors closer to commercial viability

Researchers have developed an AI tool that could make fusion power more reliable and affordable. Diag2Diag reconstructs missing sensor data to give scientists a clearer view of plasma, helping address one of fusion energy’s biggest challenges.

Developed through a collaboration led by Princeton University and the US Department of Energy’s Princeton Plasma Physics Laboratory, Diag2Diag analyses multiple diagnostics in real time to generate synthetic, high-resolution data. It improves plasma control and cuts reliance on costly hardware.

A key use of Diag2Diag is improving the study of the plasma pedestal, the fuel’s outer layer. Current methods miss sudden changes or lack detail. The AI fills these gaps without new instruments, helping researchers fine-tune stability.

The system has also advanced research into edge-localised modes, or ELMs, which are bursts of energy that can damage reactor walls. It revealed how magnetic perturbations create ‘magnetic islands’ that flatten plasma temperature and density, supporting a leading theory on ELM suppression.

Although designed for fusion, Diag2Diag could also enhance reliability in fields such as spacecraft monitoring and robotic surgery. For fusion specifically, it supports smaller, cheaper, and more dependable reactors, bringing the prospect of clean, round-the-clock power closer to reality.

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Japan targets AI leadership through new Nvidia–Fujitsu collaboration

Nvidia and Fujitsu have partnered to build an AI infrastructure in Japan, focusing on robotics and advanced computing. The project will utilise Nvidia’s GPUs and Fujitsu’s expertise to support healthcare, manufacturing, environmental work, and customer services, with completion targeted for 2030.

Speaking in Tokyo, Nvidia CEO Jensen Huang said Japan could lead the world in AI and robotics. He described the initiative as part of the ongoing AI industrial revolution, calling infrastructure development essential in Japan and globally.

The infrastructure will initially target the Japanese market but may later expand internationally. Although specific projects and investment figures were not disclosed, collaboration with robotics firm Yaskawa Electric was mentioned as a possible example.

Fujitsu and Nvidia have previously collaborated on digital twins and robotics to address Japan’s labour shortages. Both companies state that AI systems will continually evolve and adapt over time.

Fujitsu CEO Takahito Tokita said the partnership takes a humancentric approach to keep Japan competitive. He added that the companies aim to create unprecedented technologies and tackle serious societal challenges.

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AI platforms barred from cloning Asha Bhosle’s voice without consent

The Bombay High Court has granted ad-interim relief to Asha Bhosle, barring AI platforms and sellers from cloning her voice or likeness without consent. The 90-year-old playback singer, whose career spans eight decades, approached the court to protect her identity from unauthorised commercial use.

Bhosle filed the suit after discovering platforms offering AI-generated voice clones mimicking her singing. Her plea argued that such misuse damages her reputation and goodwill. Justice Arif S. Doctor found a strong prima facie case and stated that such actions would cause irreparable harm.

The order restrains defendants, including US-based Mayk Inc, from using machine learning, face-morphing, or generative AI to imitate her voice or likeness. Google, also named in the case, has agreed to take down specific URLs identified by Bhosle’s team.

Defendants are required to share subscriber information, IP logs, and payment details to assist in identifying infringers. The court emphasised that cloning the voices of cultural icons risks misleading the public and infringing on individuals’ rights to their identity.

The ruling builds on recent cases in India affirming personality rights and sets an important precedent in the age of generative AI. The matter is scheduled to return to court on 13 October 2025.

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Lincoln Lab launches most powerful AI supercomputer at US university

Lincoln Laboratory has unveiled TX-GAIN, the most powerful AI supercomputer at any US university. Optimised for generative AI, the system ranks on the TOP500 list and significantly boosts research across the MIT campus.

Equipped with more than 600 NVIDIA GPU accelerators, TX-GAIN delivers two AI exaflops of peak performance. Researchers are using it to advance biodefence, protein modelling, weather analysis, network security, and new materials development.

Generative AI applications go beyond large language models, with teams at Lincoln Laboratory exploring radar evaluation, chemical interactions, and anomaly detection in digital systems. The laboratory’s design lets researchers access vast computing power without needing expertise in parallel programming.

TX-GAIN is also supporting collaborations with MIT institutions and the US military, including projects in quantum engineering, space operations, and AI-driven flight scheduling. The system in an energy-efficient Massachusetts facility continues the lab’s supercomputing tradition.

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Oracle systems targeted in unverified data theft claims, Google warns

Google has warned that hackers are emailing company executives, claiming to have stolen sensitive data from Oracle business applications. The group behind the campaign identifies itself as affiliated with the Cl0p ransomware gang.

In a statement, Google said the attackers target executives at multiple organisations with extortion emails linked to Oracle’s E-Business Suite. The company stated that it lacks sufficient evidence to verify the claims or confirm whether any data has been taken.

Neither Cl0p nor Oracle responded to requests for comment. Google did not provide additional information about the scale or specific campaign targets.

The cl0p ransomware gang has been involved in several high-profile extortion cases, often using claims of data theft to pressure organisations into paying ransoms, even when breaches remain unverified.

Google advised recipients to treat such messages cautiously and report any suspicious emails to security teams while investigations continue.

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NIST pushes longer passphrases and MFA over strict rules

The US National Institute of Standards and Technology (NIST) has updated its password guidelines, urging organisations to drop strict complexity rules. NIST states that requirements such as mandatory symbols and frequent resets often harm usability without significantly improving security.

Instead, the agency recommends using blocklists for breached or commonly used passwords, implementing hashed storage, and rate limiting to resist brute-force attacks. Multi-factor authentication and password managers are encouraged as additional safeguards.

Password length remains essential. Short strings are easily cracked, but users should be allowed to create longer passphrases. NIST recommends limiting only extremely long passwords that slow down hashing.

The new approach replaces mandatory resets with changes triggered only after suspected compromise, such as a data breach. NIST argues this method reduces fatigue while improving overall account protection.

Businesses adopting these guidelines must audit their existing policies, reconfigure authentication systems, deploy blocklists, and train employees to adapt accordingly. Clear communication of the changes will be key to ensuring compliance.

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New Gmail phishing attack hides malware inside fake PDFs

Researchers have uncovered a phishing toolkit disguised as a PDF attachment to bypass Gmail’s defences. Known as MatrixPDF, the technique blurs document text, embeds prompts, and uses hidden JavaScript to redirect victims to malicious sites.

The method exploits Gmail’s preview function, slipping past filters because the PDF contains no visible links. Users are lured into clicking a fake button to ‘open secure document,’ triggering the attack and fetching malware outside Gmail’s sandbox.

A second variation embeds scripts that connect directly to payload URLs when PDFs are opened in desktop or browser readers. Victims see permission prompts that appear legitimate, but allowing access launches downloads that compromise devices.

Experts warn that PDFs are trusted more than other file types, making this a dangerous evolution of social engineering. Once inside a network, attackers can move laterally, escalate privileges, and plant further malware.

Security leaders recommend restricting personal email access on corporate devices, increasing sandboxing capabilities, and expanding employee training initiatives. Analysts emphasise that awareness and recognition of suspicious files remain crucial in countering this new phishing threat.

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