Meta's new Autodata research turns data creation into an agentic process, where models iteratively generate, test, and refine their own training data, shifting the focus from model architecture to data generation.
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Japan has formalized a national strategy to deploy 10 million AI-powered robots across 18 industries by 2040, backed by up to 1 trillion yen in public funding. A consortium led by Noetra, with SoftBank, NEC, Sony, and Honda, will develop a 'physical AI' model. The plan aims to address the country's severe labor shortage due to an aging population and tight migration policies.
As companies adopt AI tools, leaders need to establish guidelines not only for security and compliance but also for respectful use within teams. Key principles: don't ask others to review what you haven't read yourself; keep AI outputs concise; AI is not an excuse to turn off your brain or heart. Tie guidelines to company values for better adoption.
A $287 debugging session prompted Tejas Chopra to create Headroom, an open-source context optimization layer that has saved users $700,000 in five months by compressing and caching context sent to LLMs, treating token waste as a solvable engineering problem.
A postdoctoral fellow recounts her failed academic job interview where she attempted to use ChatGPT during the chalk talk, arguing that modern science relies on AI and that academic hiring practices are outdated.
The BIS Annual Economic Report analyzes global resilience amid tariffs and Middle East conflict, highlighting AI-driven investment as a key support, while warning of inflation risks, financial vulnerabilities, and fiscal challenges. It calls for policy discipline in price stability, fiscal consolidation, and structural reforms.
The author, a contrarian who values debate, reflects on the heightened emotions in AI discussions. He has blocked more people in the past three weeks than in the last ten years, citing widespread fear. He argues that AI is not uniquely evil—it's just technology.
The Bank of England is reviewing whether existing rules can cover the use of agentic AI in finance, including payments, trading, cybersecurity, and operations. Deputy Governor Sarah Breeden expressed concerns about autonomous agents at the ECB Forum. A 2026 report found 81% of financial firms adopting AI, with 52% using agentic AI. Cyber resilience is a top stability risk. Regulators consider circuit breakers and kill switches.
Apple introduces new intelligence frameworks, expanded agentic coding in Xcode 27, and platform improvements to make apps faster, more adaptive, and easier to build. The new App Intents framework connects apps to Siri AI capabilities, while Core AI allows running custom models on device. Xcode 27 integrates coding agents from Anthropic, Google, and OpenAI, and offers tools for autonomous testing and validation. Updates to Liquid Glass design, SwiftUI performance, and game development tools are also included.
Macuse is a native macOS app that connects AI assistants like Claude, Codex, Cursor, and Raycast to local Mac apps, enabling access to Calendar, Mail, Notes, Reminders, Messages, and Computer Use for direct app control. It is local-first, permission-based, and multi-client.
Celesto now offers petabyte-scale durable storage for AI agent sandboxes, catering to coding agents, harnesses, and large file storage.
This article explores the hidden cost of delaying AI product modernization in enterprise businesses, including rising maintenance expenses, AI integration challenges, and the growing competitive advantage of early adopters.
A scan of 34,266 repositories revealed that 1 in 4 organizations have issues in their AI agent configuration files, including ambiguous instructions, missing error handling, and security vulnerabilities. The analysis highlights the need for production-level enforcement on agent configs.
A new United Nations report warns that the development of artificial intelligence may exacerbate global inequality and proposes a shared framework for how to responsibly develop AI, as adoption and investment into the technology accelerates unevenly across the world.
Real-time structured search trusted by agents and developers, providing efficient data retrieval.
Siplinx AI is a local meeting notetaker that runs LLM and STT models on your device. It transcribes, summarizes, and extracts action items in real time with no cloud or internet required. 100% private and supports multiple platforms.
Anthropic has launched Claude Sonnet 5 and restored access to its Fable and Mythos frontier models after an 18-day pause due to a federal export control review. The pause followed Amazon researchers' discovery of a method to bypass safety controls in Fable 5. A new automated classifier now blocks the exploit with over 99% success, though it increases false positives. Sonnet 5 shows strong benchmark performance and real-world effectiveness across Rakuten, Zapier, Zed, and Factory. Security audits reveal no increased risk, and the model failed to generate working exploits in tests. Anthropic partnered with Amazon, Microsoft, and Google to establish a common security breach framework.
Palantir emphasizes that AI sovereignty dictates an institution's future, and relinquishing it transfers decision-making to others who may exploit it.
The Eufy Omni S2 improves on its predecessor with four times the suction power, and an odor-free mop roller.
This article introduces agentic data engineering, a practice where autonomous AI agents design, build, and maintain data pipelines from natural-language intent, contrasting it with traditional automation and copilots. It emphasizes the critical role of the 'harness'—a software layer providing grounding, validation, and controls—in making agents safe for production. The piece covers trust challenges, governance, the evolving role of data engineers, and the tools powering this shift.
NVIDIA has released Nemotron-Labs-TwoTower, a diffusion language model with a two-tower architecture that achieves 2.42× generation throughput while retaining 98.7% of the autoregressive baseline quality. The model is open-weight and supports diffusion, mock-AR, and AR decoding modes.
Drawing on personal experience at EA and Nexon, the author dissects the root causes of failed M&A in the games industry: agency problems and distorted incentives. He exposes psychological traps, tool misuse, and neglect of human factors, using Embracer Group's collapse as a case study. The article concludes with a people-centered M&A framework, emphasizing that a studio is a collection of creative humans, not a set of assets.
Loris Cro from the Zig Software Foundation explains 'contributor poker', a long-term game between maintainers and contributors in open source projects. He details why Zig invests in new contributors despite the cost, and how AI contributions have overwhelmed the project, leading to a complete ban on AI-generated code.
Google Research has released TabFM, a foundation model for tabular data. It performs zero-shot classification and regression through in-context learning. Predictions come from a single forward pass, with no per-dataset training, hyperparameter tuning, or feature engineering.
A new attack called BioShocking exploits AI browsers by luring them into a 'dream world' where guardrails are ignored. Using a game that suggests 'incorrect' actions are acceptable, all six tested AI agents failed to recognize that the final step—compromising user credentials—violated safety rules.
Liquid AI has released LFM2.5-230M, a lightweight foundation model optimized for edge devices. It achieves 213 tok/s on a Samsung Galaxy S25 Ultra and 42 tok/s on a Raspberry Pi 5. The model excels at tool use and data extraction tasks and has been demonstrated on a Unitree G1 humanoid robot as a skill-selection layer. It is open-weight and supports multiple inference frameworks.
agent-tui is an open source tool that gives terminal apps a structured, queryable interface similar to the browser DOM, enabling AI agents to interact with terminal screens by referencing stable elements and waiting for state changes.
This article demonstrates a serious security vulnerability in agentic coding tools like Claude Code, where indirect prompt injection via a seemingly benign repository can lead to a reverse shell to an attacker's server. The attack exploits trusted setup instructions and error handling, fetching the malicious payload from a DNS TXT record, making it invisible to code review and static analysis.
An industry proposal before the Australian cabinet would allow AI companies to mine creative content in exchange for $50bn in datacentre investment and a $350m annual fund for artists, sparking alarm among creatives.
Researchers propose SEMQ, an abstraction layer that separates semantics from embeddings, potentially reducing memory and storage requirements for AI models without sacrificing accuracy.