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th service providers, and help coordinate responsibilities beyond the immediate household. Orbits is backed by investors like Andreessen Horowitz (a16z) Speedrun fund, N49P, and Garage Capital. Pally Users can interact with Pally as they would with a friend while giving it access to the apps they already rely on. The assistant can connect information spread across services such as WhatsApp, Gmail, calendars, and Google Drive, helping users keep track of plans, receipts, dates, files, and other d

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and easy to use and scale to billions of people.” User data is stored on a secure VM, what Zuckerberg described as an “isolated linux computer with a browser, CPU, memory, and storage.” The company said that most of the effort in building Muse was related to “careful design and engineering to operate [it] more safely.” Meta’s blog post continued, “Muse can and will still make mistakes, but we expect they’ll be much less frequent and cause much less damage due to the safety systems we’ve built i

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testing approach. Microsoft tested Decision-1 with eight kinds of perturbations, including reordered options and paraphrased descriptions, which changed 1.3% of its answers on average. JevOut didn’t test Decision-1, so it’s unclear how the model would hold up against similar attacks. Microsoft also hasn’t confirmed whether Decision-1 fully supports the System One API competitors adopted, leaving questions about interoperability and how much trust to place in its confidence scores. The post Micr

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am data from 2026 demonstrates ElliQ’s impact on the older adults living with the device: 92 percent of ElliQ users find the companion useful; Participants engage with ElliQ an average of 48 times per day, up from 29 daily interactions in reporting from previous years; 94 percent report feeling less lonely, 97 percent report improved overall wellbeing, 88 percent say ElliQ has made a positive difference in their daily lives, and 79 percent feel more connected to the world around them; Every mont

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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oders via Latent-Space Distillationresearch area Methods and Algorithms, research area Speech and Natural Language ProcessingPublished year 2026AuthorsPrasanth Yadla‡, Mohammad Samragh Razlighi‡, Dongseong Hwang, Mingbin Xu, Yuanyuan Zhang, Chung-Cheng Chiu, Yongqiang Wang† , Yuan Liu§ , Zhen Huang, Xiaodan Zhuang; How to Guide Your Language Flowresearch area Methods and AlgorithmsPublished year 2026AuthorsRohit Dilip† , Tianrong Chen, Yuyang Wang, David Van Valen†, Josh Susskind, Miguel Angel B

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China will roll out a national plan to boost employment and workforce skills in response to AI development, according to the State Council Information Office. The plan aims to create jobs through AI-driven innovation, encourage AI adoption in traditional industries, and help workers build AI skills. This will be part of China's next five-year-plan. Unlike the US, China seems to be focusing heavily on practical applications rather than fear about AI job losses.

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extremely concentrated. The top one percent of spenders accounts for nearly a fifth of all observed AI spending, more than the entire bottom half combined. That top one percent averages about $900 per month and keeps climbing, while the typical paying user spends about $25 and has held steady at that level for a while. Their product choices reveal who they are. They favor building and automation tools like n8n, Manus , or fal at much higher rates, along with creative tools like Higgsfield, Figma

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ward pass that shares the KV cache; Results: Per-turn reasoning latency falls by more than 90%, but end-to-end latency per question falls only 28–54%. On Qwen3-VL-4B with GRPO, average success is 61.37% versus 61.25% for a TAPO+GSPO baseline Claude Managed Agents dynamic workflows (public beta): A lead agent writes a phased plan, fans it out to up to 1,000 agents per run, then merges the results. It is enabled with multiagent 20261001 (@ClaudeDevs, config).Cost warning: Anthropic advises startin

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8-token context window; Runs on: Hosted API only (Microsoft Foundry, OpenRouter via Azure). No open weights, no quantized variants, hardware not disclosed; Performance: Highest average accuracy in Microsoft’s 36-benchmark comparison, at 85 ms p50 latency; Best: 83.5% average accuracy across 36 benchmarks, ahead of Quyet-1.0-Large at 81.9%; Worst: Calibration of 92.2, second to Quyet-1.0-Large at 93.1. Text-only, no explanations; Bottom line: Best thing: fast, cheap, calibrated decisions at $0.04

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g: Once you're satisfied with your video, you can export it directly to YouTube from Descript, making your workflow even more efficient Good editing takes practice. Don't be discouraged if your first few videos aren't perfect. As you gain more experience and familiarity with your editing software, your skills will improve. Keep experimenting, learning, and refining your craft. ‍ 6. Optimize Your Videos for More YouTube Views After you've put in the hard work to script, film, and edit your video,

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to check out include: Podbean; Acast; Captivate; Buzzsprout; Spotify for Podcasters (formerly known as Anchor); RSS.com Each has a slightly different set of plans depending on storage size and additional features. Your hosting provider will create a podcast RSS feed when you create your show, which you'll use to submit your show to whatever directories you want to appear in. Some hosting sites have built-in integrations to automatically show up on a number of platforms. 9. Write a podcast scrip

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cing, or reverberating, around your recording environment. It’s the difference between how you sound in a closet, where clothing or carpeting dampens the sound, versus a parking garage, where sound reflects off the hard surfaces, causing echo; Mic response. All mics pick up sound differently. A high-quality mic responds to a range of frequencies, and stays mostly true to your room’s recording conditions. But lesser-quality equipment, like built-in laptop mics, tend to hear sound differently; the

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y're impossible to satirize, just like you can't write a satirical LinkedIn post because nothing you say will be more unhinged than what 15 lunatics just posted earnestly.) The outrageous imagery is supposed to make you feel uncomfortable because the message feels uncomfortable. In creative work these days, there’s a constant tension between volume and quality. You spend a lot of time drawing the line between making good work and making enough of it to satisfy the platforms, help the business, e

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le, so SpaceX can sell phone service without a carrier partner; SpaceX has agreed to acquire Grain Management’s nationwide 800 MHz licenses — low-band spectrum that would push coverage indoors; It says some approaches came within tens of meters, and only half of the 650 maneuvering satellites that neared Starlink this year were sharing trajectory data; SpaceX expects its first next-gen Starlink Mobile satellites to launch by Nov. 2027, when the second phase of its EchoStar spectrum deal is set t

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