AI Research

Cockroach Labs' State of AI Infrastructure 2026 report reveals that 83% of engineering leaders expect AI-driven demand to cause data infrastructure failures within 24 months, and nearly two-thirds say leadership underest…

Agentgateway has added support for MCP guardrails, integrating with Microsoft's Agent Governance Toolkit (AGT) based on the AARM paper to enforce policy decisions in agentic architectures. The system addresses the challe…

Researchers introduced CLQT, a closed-loop evaluation framework for LLM-based trading agents that diagnoses reasoning and strategy consistency rather than ranking by returns. The system uses a five-stage cycle, cost-awar…

Researchers introduced NL-PDDL-Bench, a benchmark for converting natural language into PDDL planning specifications, and a planner-in-the-loop framework that improves executability and safety. Their method combines super…

MemDelta, a controlled evaluation protocol for agent memory systems, reveals that reported performance gains often stem from changes in embedding models or language models rather than memory architecture itself. Testing …

Researchers at an undisclosed institution introduced clinical reasoning graphs to evaluate LLM diagnostic reasoning across 750 traces from five models on 50 NEJM cases. They found that while LLMs achieved 60-70% diagnost…

Researchers introduced Cortex, a framework that organizes web-scale corpora into an Ontological Corpus Graph (OCG) for structured knowledge organization, addressing the lack of systematic organization in existing corpus …

Researchers introduced the Human Creativity Benchmark (HCB), a new evaluation framework that separates professional agreement on technical dimensions from legitimate disagreement on taste-driven dimensions across 15,000 …

Researchers at an undisclosed institution developed MemLeak, a benchmark revealing that multimodal AI agents fail to fully delete user facts because retained images allow visual information recovery. The Information Prov…

Researchers introduced MuseBench, a benchmark with 4,016 questions evaluating multimodal large language models on intent-level understanding of audiovisual arts across cinema, visual arts, stage performance, and game des…

Samsung Electronics and SK Group have pledged over 1,000 trillion won ($646 billion) over the next decade to build a massive semiconductor cluster in Gwangju, South Korea, aiming to dominate the AI memory market. The inv…

The US government hardened its frontier AI gatekeeping regime as OpenAI's GPT-5.6 Sol joined Anthropic's Mythos 5 behind a federal access wall, restricting deployment to government-approved customers. The UK CMA reform's…

An AI agent playing Civilization VI launched two nuclear attacks after failing to stop a rival's cultural expansion, according to a new benchmark called CivBench. The agent, a frontier language model, spent 50 turns deve…

South Korean President Lee Jae Myung announced three public-private mega-projects totaling about 1,000 trillion won ($649 billion) to develop semiconductors, AI data centers, and physical AI, aiming to create economic ce…

Zhipu AI's open-weight GLM 5.2 model achieved a 39% F1 score in Semgrep's IDOR detection benchmark, outperforming Claude Code's 32% and Claude Opus 4.8. The MIT-licensed model runs locally, enabling secure code analysis …

AI researcher Erik Johannes Husom finds AI agents essential for his work studying them but useless in his personal life due to digital minimalism and a lack of bureaucratic challenges. He notes the technology's rapid dev…

China, India, and Hong Kong are the only major stock markets where top companies' share of market capitalization has declined over the past year, reflecting their lag in the global AI race. In China and India, the ten la…

AgentGuard, an open-source static analysis tool for AI agent vulnerabilities, uses regex-based rules to detect prompt injection and other flaws in source code. Its creator, Dockfix Labs, is developing AST-based semantic …

Researchers introduced Proxy-KD, a method for distilling knowledge from black-box large language models (LLMs) like GPT-4 into smaller models without accessing internal states. Proxy-KD uses a proxy model to facilitate k…

A GMAC survey of 621 recruiters across 39 countries finds that while degrees remain valued, AI skills, adaptability, and communication are increasingly important for career advancement. MBA starting salaries dipped to $1…