Agentic assistants have a structural drawback: the context that makes them helpful — deal paperwork, privileged information, consumer data — is strictly the context customers can not ship to a cloud endpoint. This week, Perplexity shipped its reply for Mac. Hybrid compute splits a single Perplexity Computer activity between frontier fashions within the cloud and…
Anthropic has launched Claude Fable 5.1 and Claude Mythos 5.1, three months after the Fable 5 line shipped in June 2026. The two are the identical underlying mannequin behind completely different safeguard layers. Fable 5.1 is usually accessible as claude-fable-5-1; Mythos 5.1 stays restricted to vetted organizations. Both carry a 1M token context window and…
Climate & Sustainability
This interview evaluation is sponsored by Aquant and was written, edited, and printed in alignment with our Emerj sponsored content guidelines. Learn extra about our thought management and content material creation providers on our Emerj Media Services page. Industrial service groups face rising tools complexity, a retiring professional workforce, and scattered service information, driving up…
Quantitative analysis brokers that write their very own experiments can corrupt the proof they later study from. A leaky function that scores effectively will get saved as a profitable precedent and propagated by means of later iterations. Prompt-level directions and reviewer brokers don’t shut this, as a result of creator and reviewer share the identical…
As AI adoption gathers tempo, so does the evolution of the infrastructure that helps it. New requirements and connectors hold showing, and those that catch on unfold via the ecosystem inside months somewhat than years. That velocity strengthens what AI can do, however makes it very troublesome for safety groups to take care of adequate…
Voice brokers fail on precisely the components of a name that matter most: the order quantity, the callback digits, the e-mail deal with the caller has to jot down down. Gradium AI has launched a brand new text-to-speech mannequin and made it the default throughout its API and Studio. The firm experiences an 81.0% human-rated…
How do you benchmark an online search API when the factor being examined can learn the reply key? A search agent has a fetch device. If the gold labels sit in a public dataset, the agent can obtain them mid-evaluation and skip retrieval solely. A comparable drawback arises when the solutions are already encoded within…
Google Research has launched TimesFM-3, a 330 million parameter time collection basis mannequin that forecasts a number of associated collection in a single ahead cross. Every TimesFM checkpoint via 2.5 was univariate: one collection, its personal historical past, nothing else. TimesFM-3 is pretrained natively for multivariate forecasting on greater than 1 trillion time factors, and…