Financial services firms must ensure data quality, security, and accessibility to successfully deploy agentic AI. According to Elastic's Steve Mayzak, a centralized, searchable data store is critical. Starting with small use cases and iterating can lead to scalable AI systems that meet regulatory requirements.

Princeton University will soon require exams to be proctored for the first time in over a century due to students using AI to cheat. The change comes after a significant number of students and faculty requested it amid perceptions of widespread cheating. Students are also reluctant to report cheating due to fear of online harassment.

This article explores the paradox that LLMs excel at complex tasks but fail at simple counting, attributing it to their probabilistic nature. It introduces research identifying three hallucination types and the KIS protocol to improve accuracy and auditability.

With Edge's mobile app, you can now request summaries of multiple tabs, turn pages into podcasts, and tap into your browsing history and past chats.

Conductor is an open-source CLI from Microsoft that defines multi-agent workflows in YAML with deterministic routing instead of LLM-based dynamic orchestration, reducing cost and latency. It supports mixed models, parallel execution, human gates, script steps, and a web dashboard, ideal for structured workflows like code review and research synthesis.

HM Revenue and Customs has announced a 10-year, £175m deal with British tech firm Quantexa to provide AI-powered technology to improve performance. The system will combine HMRC data with external sources to identify fraud and fix errors quickly. Quantexa says automated decisions will still need human checks, and data will remain secure.

Mirage Security increased code change throughput by 146% by using AI to review low-risk pull requests while maintaining SOC 2 compliance. They classify changes as high or low risk, use Claude Opus for AI review, and conduct weekly human retrospectives. High-risk changes still require human approval. The process is codified in CI/CD for auditability.

Google's AI and Infrastructure team developed a multi-agent AI system that speeds up TensorFlow-to-JAX model migration by 6x. The system uses Planner, Orchestrator, and Coder agents with static analysis and validation to migrate large-scale production models like YouTube's.

Meta's second-generation Ray-Ban smart glasses are on sale for the first time at 15% off, while Oakley Meta HSTN glasses are 20% off. The Gen 2 offers improved camera and battery life over the Gen 1, but the first-gen remains a cheaper option with most AI features.

Cornell researchers developed a new decision-making tool using AI to help with difficult decisions. Instead of checking AI's result, AI checks you.

The article questions the definition of writing by drawing on ancient perspectives—from the Oracle of Delphi to Plato and Aristotle—and argues that true writing requires conscious intent and human experience, which AI lacks.

A new open-source model GLiNER2-PII with 0.3B parameters achieves state-of-the-art performance on PII detection, surpassing OpenAI's Privacy Filter on the SPY benchmark. It recognizes 42 entity types and is trained on a multilingual synthetic corpus. The model is publicly available on Hugging Face.

Doublespeed is an AI-powered social media automation platform that generates and deploys content at scale using agentic accounts on real US devices, replacing human creator teams.

Researchers at the University of Texas at Austin have developed a graphene tattoo that sticks directly onto leaves to monitor hydration in real time. The sensor acts as an artificial synapse, potentially enabling plant-based neural networks for forest fire and drought monitoring.

A Twitter user shared an authentic Monet painting while claiming it was AI-generated, sparking discussions about art authenticity and AI's capabilities.

VibeServe is a multi-agent system that synthesizes a complete LLM serving runtime end-to-end, specialized to a user-specified model, hardware, and workload. It matches the performance of vLLM and SGLang on mainstream setups and achieves 1.69× to 6.27× speedups on non-standard deployments, demonstrating the potential of AI agents for system building.

Halgorithem is a custom algorithm that detects AI hallucinations without using AI itself, by parsing inputs into trees and comparing with file chunk trees to flag inconsistencies. It integrates with Python AI workflows like LangGraph and CrewAI, showing high accuracy in benchmarks.

Microsoft built MDASH, a system that pits more than 100 specialized AI agents against each other to find software vulnerabilities. On Patch Tuesday alone, the system uncovered 16 security flaws in Windows, four of them critical. Microsoft isn't saying which AI models power the system.

ownyourwords.co discusses the problem of AI-mediated communication: when both parties use AI, messages are inflated 1000x, wasting energy and bandwidth while exposing privacy. The solution is to write like a human—with typos, swear words, and emotion.

StyleRef is a portable style specification that lets you define your creative style once and paste it into any AI tool—ChatGPT, Claude, Midjourney, and more—to get consistent outputs. It includes 160+ style blocks covering tone, color, typography, mood, and more, with extraction capabilities from images or documents.

Tired of AI hallucinations, Robin built a tool on Rauno that lets multiple AI models debate and fact-check each other in real-time on one screen to improve accuracy. It supports recent models like Claude Sonnet 4.6, Gemini 3.1 Pro, and ChatGPT 5.2, with a free tier available.

Action-path lab is an interactive map that visualizes how AI coding agents can create hidden risks through four stages: normal PR, hidden path, real exposure, and proof gap. It simulates the path from code assistance to action authority without requiring repo uploads.

Computer scientists at UC Riverside have identified troubling flaws in a new generation of AI agents designed to take over routine computer chores, potentially causing digital disasters due to lack of oversight.

Klent is a guardrail system for AI agents that intercepts tool calls to allow, deny, modify, or pause them, with a two-line SDK and audit trail. It prevents accidental destructive actions by requiring human approval for critical operations, such as database writes or refunds.

The author shares his remote workspace for AI agents, using a Mac Studio at home, Cloudflare Tunnel for secure access, and tmux for persistent sessions. This setup eliminates interruptions from travel and device changes, keeping agent sessions alive and accessible from anywhere.

Zach Lloyd, former Google Sheets principal engineer, argues that AI coding agents will make standalone apps obsolete, shifting value to data and meta-apps. He recounts building a Sheets clone in days and predicts a future where anyone can build custom software by describing what they want.

The US has cleared roughly ten Chinese companies—including Alibaba, Tencent, and ByteDance—to buy up to 75,000 Nvidia H200 chips each. But not a single chip has shipped. According to Commerce Secretary Lutnick, Beijing is blocking the purchases to protect its domestic chip industry.

AgentRail is an open-source task lifecycle layer for AI coding agents. It connects agents to GitHub, Linear, and CI with structured typed events instead of raw webhooks and log walls, providing per-agent scoped auth, rules-based task routing, structured CI summaries, and runs entirely locally.

A Bitcoin holder who forgot their wallet password after changing it while intoxicated recovered it after 11 years with Claude AI's help. Claude found an old backup file and fixed a bug in the recovery tool, enabling decryption of 5 BTC worth nearly $400,000.

A comprehensive comparison of AI-powered plugins that integrate directly with Blender. From text-to-3D generation to AI texturing, find the perfect plugin for your workflow. Top pick: 3D-Agent for native integration, Meshy.ai for web-based generation, Poly.cam for photogrammetry.