What Is Speculative Decoding? How AI Generates Text Faster
Speculative decoding accelerates autoregressive generation by letting a faster draft model propose multiple tokens that a target model verifies in parallel without changing the target distribution. This guide explains the mechanism, trade-offs, evaluation, and controls that matter in practice.
Decades-Old Anonymized Medical Data May Cause AI Misdiagnoses Now
According to a new research collaboration between Germany and the UK, anonymized patient records that were included in medical datasets even decades ago may cause AI systems trained on them to recognize the real patient’s characteristics years later – and treat a 2026 patient as if it was still 2012 (or whichever year their anonymized…
Context and Coordination: The Missing Layer in Enterprise Automation
Most enterprises have plenty of automation and not much transformation. The pilots worked. The bots run. The productivity curve flattened anyway. It is the most repeated story in the enterprise, and the next wave, Agentic AI, can finally break that pattern, for the enterprises willing to engineer the context these systems run on. Almost no…
SK Hynix Debuts Ventures CVC Brand at Inaugural Silicon Valley Event
SK hynix announced the launch of SK hynix Ventures on September 18, 2026, a corporate venture capital brand that the South Korean memory maker said is designed to deepen strategic partnerships across the global AI ecosystem and secure future innovative technologies. To mark the occasion, the company held the inaugural SK hynix Ventures Day in…
Lovable Acquires Sutro, Company Behind the SLang Programming Language
Lovable announced on September 18, 2026 that it has acquired Sutro, the company behind the SLang programming language and a platform for generating production-ready backends. Sutro founder Tomas Halgas and three Sutro engineers are joining Lovable, and Halgas will lead the company’s technical evangelism. Sutro’s Founder and Engineers Join Lovable In the announcement, Lovable said…
As Enterprise AI Enters the Value-Maxxing Era: What Development Teams Can Learn from Digital Accessibility
The economics of AI integration have changed dramatically as the reality of token cost has set in. Tokenmaxxing may have been fun while it lasted, but innovation without ROI is not sustainable. Now that we’re beyond the cheap-token era, AI must justify itself with real, measurable business outcomes across the enterprise. That means no more…
Using AI vs. Building Around It: Where’s the Line?
We use the word AI to describe all sorts of different things, from talking to ChatGPT in a browser to running entire businesses where operations would simply cease to exist in their current form without language models. Where is the line between using AI automation and AI being at the core of a business? At…
Meta Launches Muse Mac App With File, Messages, and Calendar Access
Meta has released a Mac app for Muse, its personal AI agent, extending the agent to macOS after its US debut on iOS, Android, and the muse.ai website on September 8, 2026. The Mac App The company’s official Muse download page offers Muse for Mac OS as a direct macOS download (a Muse-1.0 disk image)…
Waymo Announces Singapore Expansion Targeting 2028 Ride-Hailing Launch
Waymo announced on September 17, 2026 that it is expanding to Singapore, where it intends to introduce a fully autonomous, all-electric commercial ride-hailing service through the Waymo app in 2028, in partnership with the Ministry of Transport and the Land Transport Authority. A Phased Roadmap to 2028 Waymo laid out a three-phase plan for the…
Scale AI Reports ROK-FORTRESS Findings on Multilingual AI Safety
Scale AI on September 17, 2026 published findings from ROK-FORTRESS, a bilingual English–Korean adversarial safety benchmark developed jointly with the Korea AI Safety Institute, reporting that prompts written in Korean and grounded in Korean contexts were consistently associated with lower measured harm across nearly all 14 frontier models evaluated. Benchmark Design: The Transcreation Matrix Most…