Cerebras has launched MiniMax-M2-REAP-162B-A10B, a compressed Sparse Combination-of-Consultants (SMoE) Causal Language Mannequin derived from MiniMax-M2, utilizing the brand new Router weighted Professional Activation Pruning (REAP) technique. The mannequin retains the habits of the unique 230B complete, 10B energetic MiniMax M2, whereas pruning consultants and lowering reminiscence for deployment targeted workloads resembling coding brokers and gear calling. Structure and core specs MiniMax-M2-REAP-162B-A10B has these key properties: Base mannequin: MiniMax-M2 Compression technique: REAP, Router weighted Professional Activation Pruning Whole parameters: 162B Lively parameters per token: 10B Layers: 62 transformer blocks Consideration heads per layer: 48 Consultants: 180 consultants, obtained by pruning a…
Author: Naveed Ahmad
JPMorgan Chase says it’s been billed a complete of $142 million in authorized charges for the protection of Charlie Javice and Olivier Amar, respectively the founder and chief advertising and marketing officer at monetary assist startup Frank. JPMorgan acquired Frank for $175 million in 2021, however earlier thai yr, Javice and Amar have been discovered responsible earlier of defrauding the financial institution by inflating Frank’s buyer depend, with Javice sentenced to seven years in jail. JPMorgan is now seeking to overturn a judge’s order requiring the financial institution to pay the pair’s authorized charges, as reported in The Wall Street…
A federal jury in California dominated Friday that Apple should pay medical gadget maker Masimo $634 million for infringing a patent on blood oxygen monitoring expertise. Reuters reports that the jury discovered that the Apple Watch’s exercise mode and coronary heart price notification options violated Masimo’s patent. “It is a important win in our ongoing efforts to guard our improvements and mental property, which is essential to our capability to develop expertise that advantages sufferers,” Masimo mentioned in a statement. “We stay dedicated to defending our IP rights transferring ahead.” An Apple spokesperson informed Reuters that the corporate plans to…
In 2025, ‘constructing an AI agent’ largely means selecting an agent structure: how notion, reminiscence, studying, planning, and motion are organized and coordinated. This comparability article appears at 5 concrete architectures: Hierarchical Cognitive Agent Swarm Intelligence Agent Meta Studying Agent Self Organizing Modular Agent Evolutionary Curriculum Agent Comparability of the 5 architectures StructureManagement topologyStudying focusTypical use instancesHierarchical Cognitive AgentCentralized, layeredLayer particular management and planningRobotics, industrial automation, mission planningSwarm Intelligence AgentDecentralized, multi agentNative guidelines, emergent international habitsDrone fleets, logistics, crowd and visitors simulationMeta Studying AgentSingle agent, two loopsStudying to be taught throughout dutiesPersonalization, AutoML, adaptive managementSelf Organizing Modular AgentOrchestrated modulesDynamic routing…
Most textual content to video fashions generate a single clip from a immediate after which cease. They don’t preserve an inside world state that persists as actions arrive over time. PAN, a brand new mannequin from MBZUAI’s Institute of Basis Fashions, is designed to fill that hole by appearing as a common world mannequin that predicts future world states as video, conditioned on historical past and pure language actions. https://arxiv.org/pdf/2511.09057 From video generator to interactive world simulator PAN is outlined as a common, interactable, lengthy horizon world mannequin. It maintains an inside latent state that represents the present world, then…
After a two-week blackout, YouTube TV and Disney introduced Friday that they’ve reached a deal. Along with bringing Disney networks like ABC, ESPN, and FX again to YouTube’s streaming TV service, the deal will even see ESPN make its new direct-to-consumer service out there on YouTube TV at no extra value. YouTube will even be capable to promote choose Disney networks and the Disney+/Hulu bundle as a part of completely different packages. In an announcement, Disney Leisure Co-Chairmen Alan Bergman and Dana Walden, together with ESPN Chairman Jimmy Pitaro, described the deal as one which “acknowledges the great worth of…
On this tutorial, we construct a complicated interactive dashboard utilizing Textual, and we discover how terminal-first UI frameworks can really feel as expressive and dynamic as trendy net dashboards. As we write and run every snippet, we actively assemble the interface piece by piece, widgets, layouts, reactive state, and occasion flows, so we are able to see how Textual behaves like a stay UI engine proper inside Google Colab. By the tip, we discover how naturally we are able to mix tables, bushes, kinds, and progress indicators right into a cohesive software that feels quick, clear, and responsive. Try the FULL…
A whole lot of apps are including synthetic intelligence to their merchandise in essentially the most in-your-face method doable. Firms like Google, Microsoft, and Meta are all including colourful buttons and pop-ups to their person interface, and barraging their prospects with advertising and marketing emails, all of that are loudly begging customers to check out the brand new AI options.It was refreshing, in that context, to speak to indie app makers Omni Group about their method to AI. The Seattle-based firm makes OmniFocus, a robust job administration utility lengthy liked by reviewers and fanatics for its excessive flexibility. When you…
OpenAI on Thursday introduced a gaggle chat function for ChatGPT. The function, at the moment being examined in choose areas, together with Japan, New Zealand, South Korea, and Taiwan, lets customers collaborate immediately inside the app. The group chat is offered to Free, Plus, and Group customers on each cell and net platforms. OpenAI says the pilot is designed to discover how individuals use group conversations in ChatGPT. The announcement comes after earlier reports that OpenAI had been testing a direct-message-style device. The ChatGPT maker describes this pilot as only a “small first step” towards making a extra “shared expertise”…
The Pixel 10 Professional Fold gained’t look very totally different in the event you place it subsequent to final 12 months’s Pixel 9 Professional Fold. Apart from Google’s AI chops, there’s not a lot of an overhaul at first look. Nevertheless, that is the primary foldable to obtain an IP68 ranking, and that counts for one thing. Ever since firms began launching foldables, sturdiness has been the prime concern for customers. The longevity of hinges, safety of the inside display screen, and resistance of those units in opposition to liquid and sand are all the time huge issues when shopping…