Why 89% of AI Gains Aren't Translating to ROI

OpenAI has published findings on safety and alignment challenges specific to long-horizon AI models, documenting new risks, observed failures, and improved safeguards developed through iterative deployment. The company shares lessons learned from operating these extended-capability systems in production environments. The work addresses practical safety concerns that emerge when models operate over longer time horizons and decision chains.

Google DeepMind and Isomorphic Labs announced a joint approach to bioresilience and AI models. The announcement indicates collaboration between the two organizations on applying AI to biological resilience challenges.

PsiQuantum, a UK-founded quantum computing startup, is building a photonic quantum computer designed to solve problems current machines would take millions of years to address. The company has raised $1 billion, is constructing facilities in Chicago and Australia, and is one of only two firms (alongside Microsoft) to reach the third stage of a government quantum evaluation program. Its claims are bold, from reducing drug development timelines to four minutes, but the company now faces a critical prove-it moment as it approaches commercialization.

X Square Robot, a Chinese embodied-AI company, proposes an integrated software stack as the foundational recipe for general-purpose robots, combining data collection, world models, and action models rather than assembling separate perception and control systems. The company emphasizes data quality over scale, using a wearable rig for human demonstrations with physical validation on real robots, achieving performance comparable to all-robot datasets at roughly 20-fold lower collection cost. This approach challenges the field's lack of consensus on how to build robots with transferable intelligence across tasks and machines.