A brand new report from Red Hat finds that 89 % of companies are but to see any buyer value from their AI endeavours. However, organisations anticipate a 32 % improve in AI investment by 2026. The survey finds that AI and safety are the joint prime IT priorities for UK organisations over the subsequent…
TL;DR: A brand new analysis from Apple, formalizes what “mid-training” ought to do earlier than reinforcement studying RL post-training and introduces RA3 (Reasoning as Action Abstractions)—an EM-style process that learns temporally constant latent actions from knowledgeable traces, then fine-tunes on these bootstrapped traces. It exhibits mid-training ought to (1) prune to a compact near-optimal motion…
TL;DR: AgentFlow is a trainable agent framework with 4 modules—Planner, Executor, Verifier, Generator—coordinated by an express reminiscence and toolset. The planner is optimized within the loop with a brand new on-policy methodology, Flow-GRPO, which broadcasts a trajectory-level consequence reward to each flip and applies token-level PPO-style updates with KL regularization and group-normalized benefits. On ten…
How do you audit frontier LLMs for misaligned conduct in real looking multi-turn, tool-use settings—at scale and past coarse mixture scores? Anthropic launched Petri (Parallel Exploration Tool for Risky Interactions), an open-source framework that automates alignment audits by orchestrating an auditor agent to probe a goal mannequin throughout multi-turn, tool-augmented interactions and a choose mannequin…
Addiction is a difficult phrase. We often give it some thought by way of substances, possibly playing, and even scrolling endlessly on TikTok. But AI companion apps? At first look, it appears absurd to lump them in the identical class. Then you strive one. Suddenly, you’re checking in at lunch, sneaking a dialog earlier than…
A brand new paper from a Samsung AI researcher explains how a small community can beat huge Large Language Models (LLMs) in advanced reasoning. In the race for AI supremacy, the business mantra has usually been “larger is best.” Tech giants have poured billions into creating ever-larger fashions, however in response to Alexia Jolicoeur-Martineau of…
BENGALURU — Anthropic is taking a giant leap eastward, organising its first Indian workplace in Bengaluru by early 2026, a choice that feels each strategic and symbolic. The transfer comes as India quickly turns into a world playground for AI improvement, with Anthropic’s Claude chatbot already seeing huge traction amongst Indian customers. The firm’s growth…
I used to be scrolling by my feed the opposite night time after I stumbled upon a quick clip of a pal talking fluent Japanese at an airport. The solely drawback? My pal doesn’t know a single phrase of Japanese. That’s after I realized it wasn’t him in any respect — it was AI. More…
Table of contents Comparison Table Strengths and Limits Security and Governance Ecosystem Signals (Portability/Adoption) Decision Rules (When to Use Which) References: MCP (Model Context Protocol): Open, transport-agnostic protocol that standardizes discovery and invocation of instruments/assets throughout hosts and servers. Best for moveable, multi-tool, multi-runtime methods. Function Calling: Vendor characteristic the place the mannequin selects a…
Which of your browser workflows would you delegate at the moment if an agent may plan and execute predefined UI actions? Google AI introduces Gemini 2.5 Computer Use, a specialised variant of Gemini 2.5 that plans and executes actual UI actions in a dwell browser through a constrained motion API. It’s accessible in public preview…