Today, OpenAI launched GPT-6 Astra. The firm calls it its most clever and aligned mannequin, and positions it primarily as a computer-use system relatively than a chat mannequin. The pitch is that Astra operates software program the best way a individual does, throughout browsers, spreadsheets, desktop functions and terminals, and finishes multi-step jobs as an…
Most groups constructing a procuring assistant or agent rebuild the identical scaffolding: an agent loop, a device layer over the catalog, an approval gate, and an eval suite. Anthropic has now launched that scaffolding as code. This week, they printed anthropics/commerce-agents, a reference blueprint containing a procuring agent and a service provider agent, together with…
This week, Meta Superintelligence Labs launched Muse Spark 1.3. It is the fourth Muse Spark launch in 5 months, and the goal is long-horizon agentic and coding work somewhat than single-turn technology. The framing in Meta’s submit is usability: sustaining an extended thread, collaborating with the person, and understanding when it’s caught. Is it deployable?…
Perplexity has open sourced Lily, the native inference engine behind Hybrid Compute in Perplexity Computer. It is a single-process runtime: a Rust layer masses the checkpoint and drives the era loop, an OpenAI-compatible chat-completions API streams tokens, and hand-written Metal kernels execute the mannequin. Neither PyTorch nor MLX sits within the execution path. Lily is…
Coding brokers spend a big share of their device price range on search. When the goal is a identified image, ripgrep solutions it precisely. When the goal is a habits described in plain language, key phrase matching typically misses, and the agent falls again to guessing phrases, studying entire information, and assembling context by hand….
Google simply announced Gemini 3.8 Flash and Gemini 3.8 Flash Cyber, three weeks after Gemini 3.7 Flash and marking the third Flash launch in six weeks. Both variants run on the identical foundational intelligence, refined by means of long-running agentic loops that recursively consider the underlying fashions. What separates them isn’t structure, it’s the security…
Enterprise AI consumers have been caught between two issues they each want. Regulated groups want a zero knowledge retention (ZDR) assure, so no immediate or agent transcript sits on a vendor’s servers. Security groups want misuse detection, which traditionally required the seller to carry that very same knowledge lengthy sufficient to correlate it. This week,…
Most manufacturing voice stacks are three methods stitched collectively. One mannequin transcribes, a second separates audio system, and a detector decides when the person stopped speaking. Each hand-off provides latency and a brand new failure mode. Muse Voice Transcribe, introduced by Meta Superintelligence Labs this week, collapses these three jobs right into a single autoregressive…
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…