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This systematic review examines Agentic AI’s historical evolution, architectures, working principles, real-world applications, adoption factors, and current challenges. It also identifies research gaps and proposes future directions, including a stakeholder adoption framework based on system-quality dimensions.
Apple Machine Learning presents a lexical-intervention approach for improving cross-lingual knowledge transfer when target-language data is scarce. The work targets downstream capabilities such as scientific reasoning, commonsense inference, and world knowledge without relying heavily on parallel data, translation systems, or auxiliary models.
Apple Machine Learning studies how to mix scarce target-domain data with abundant generic data during language-model pretraining. Across more than 2,000 training runs, the research examines the trade-off between insufficient target exposure, repeated examples, diminishing returns, and overfitting.
Gemini Live can now start Deep Research reports through voice commands. It can work on reports in the background and let users discuss the findings when they are ready.
Multiple cybersecurity researchers reported suddenly losing access to OpenAI’s Trusted Access for Cyber (TAC) program. The program provides vetted users with models that have fewer guardrails for authorized cybersecurity research.
Google DeepMind researchers found that training AI agents through debate can reduce reward hacking when an LLM judge evaluates their work. On mathematics tasks, debate achieved higher sustained ground-truth accuracy than directly optimizing for LLM judge rewards.
Fei-Fei Li discusses her AI research, her $1 billion startup World Labs, and why she believes the next phase of AI will extend beyond chatbots. The conversation outlines a broader vision for AI’s future rather than announcing a specific product release.
Amazon plans to expand its drone delivery operation to cities in at least five more US states in the coming months. The move advances the decade-old Prime Air research project toward a broader commercial service.
The community project J-Space Cognition Suite claims to improve DeepSeek V4-Pro-0813 through an inference-time Agent Harness without changing model weights. Its reported gains on several benchmarks have not been independently reproduced, and the project is unrelated to Anthropic's internal J-space interpretability research.
A new Pew Research Center study finds signs of AI authorship across roughly one-third of web pages published since ChatGPT launched in late 2022. The finding highlights the rapid spread of AI-assisted content creation across the open web.