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Key stages in the TTD-DR research process

Test-Time Diffusion Deep Researcher (TTD-DR) The TTD-DR process starts with generating a preliminary draft. The draft is refined iteratively through a 'denoising' process. External information is incorporated into the draft at each step. A self-evolutionary algorithm enhances the quality of the rese...

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What was the purpose of the "Pharos"?

The 'Pharos' was a temporary floating lightship that was prepared and anchored near the Bell Rock. The purpose of the 'Pharos' was to act as a depot, rendezvous, and guide to the three smaller vessels employed in the work, and as a light to shipping. The 'Pharos' served as a home to the men while t...

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Write a Twitter thread (X thread) about the very latest world news, formatted as follows: 1. **First tweet (hook):** * Spark curiosity with a provocative question or surprising statement about the latest news today. * Tease that you’ll share several must-know developments in the thread. * Keep it ≤280 characters and avoid hashtags. 2. **Subsequent tweets (one per news item):** For each: * **Headline/Context (concise):** A short phrase identifying the development (e.g., “International tensions rise in Middle East”). * **Key insight:** State the single most important takeaway or implication (“Escalating conflicts could lead to wider regional instability, affecting global markets.”). * **Why it matters / curiosity angle:** A brief note on impact or a rhetorical question that encourages engagement (“How will this affect global energy prices?”). * **Brevity:** Stay within 280 characters total. * **Tone:** Informational yet conversational and shareable—use an emoji or casual phrasing if it fits, but avoid hashtags. * **Optional source reference:** If possible, mention “According to \[source]” or “As reported by \[outlet] on \[date]” in as few words as feasible. 3. **Final tweet (call-to-action):** * Invite replies or retweets (e.g., “Which of these developments surprises you most? Reply below!”). * Keep it concise and avoid hashtags. Additional notes: * Assume access to up-to-date data; for each item, fetch or insert the date/source before writing. * Ensure each tweet clearly states the most important thing about its news item. * Avoid hashtags altogether.

What happens when international tensions reach a boiling point? 🌍 The world is buzzing with urgent updates that could shift the geopolitical landscape. Let's dive into the latest must-know developments! 🤝 US-Russia Peace Talks: US Special Envoy Steve Witkoff is set to meet with Putin to present a ...

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5 haunting moments with the narrator's dog, Pepper

Pepper cowered, usually brave as a lion. Pepper howled in pain, bleeding from a great claw wound. Pepper tried to stop me, pulling my sleeve. Pepper gripped my coat, saving me from the torrent. Pepper crumbled into a heap of bones and dust....

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Did AI inference costs fall or rise since 2022?

Since 2022, AI inference costs have fallen. Between 2022 and 2024, the cost-per-token to run language models fell by an estimated 99.7%. This decline was driven by improvements in both hardware and algorithmic efficiency. As inference becomes cheaper and more efficient, the competitive pressure amo...

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Why are streaming payouts changing now?

Streaming payouts are changing now due to the modernization of the outdated royalty payment structures, necessitated by the increase in the volume of content uploaded onto streaming platforms. As new tracks rose by 11% year-over-year in 2023, coupled with the rise of Generative AI, there is an urgen...

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Summarize the key points and insights from the sources

The source defines generalisation as "the process of transferring knowledge or skills from specific instances or exemplars to new contexts". It emphasizes that this concept can be understood from three distinct perspectives. First, as a process, generalisation involves abstracting from concrete exam...

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Fast facts about YouTube's economic impact in the U.S.

YouTube contributed over $55 billion to U.S. GDP in 2024. YouTube supported more than 490,000 full-time jobs in the U.S. Creators earned over $70 billion from YouTube in the last three years. Over 20 million videos are uploaded to YouTube every day. 70% of small businesses using YouTube report incre...

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Model behind Deep Research agent?

The Gemini Deep Research agent is built on top of the Gemini 2.5 Pro model. Since its initial launch in December 2024, the capabilities of Gemini Deep Research have been improved. As evidence of that, the performance of Gemini Deep Research on the Humanity’s Last Exam benchmark has gone from 7.95% ...

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When was the first Eddystone lighthouse built?

The first Eddystone lighthouse construction commenced in 1696. **Henry Winstanley erected it under the authority of the Trinity Board**. The lighthouse was completed and lit by November 14, 1698....

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What are the main ways creators monetize their content on YouTube?

Creators on YouTube monetize their content through various methods, including ad revenue, which involves YouTube sharing more than half of advertising revenue with creators, as well as additional revenue from subscriptions like YouTube Premium. Moreover, creators have access to ten monetization op...

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How well do you know what each part of a computer motherboard actually does?. Create a quiz that asks users to identify roles of parts like VRMs, chipset, RAM slots, PCIe lanes, and BIOS or UEFI. Include a mix of definition, function, and simple troubleshooting scenarios.

Q1. What function does the chipset serve on a motherboard? 🤔 - Cooling the CPU - Managing data flow between the CPU, memory, and peripherals - Storing user data - Providing power to the system Answer: Managing data flow between the CPU, memory, and peripherals Q2. What is the role of the Voltage Re...

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Notable Quotes on Chivalry and Honor in Dueling

"Well, andwhat ifisaydothis ?’’ AndIshould haveahigher opinionthereof thanofwhat youdid say; what then should you dowiththat?" — Unknown "Every one, we understand, was bound to defend the character ofthe fair sex whatever he might happen tothink orknow." — Unknown "They were all extremely sorry, qui...

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How game jams accelerate innovation and professional networking.. Explain jam formats, success stories, skill growth, and tips for first-timers.

Game jams are intensive events where participants create games from scratch within a short timeframe, typically between 24 and 72 hours. These events bring together developers, artists, and enthusiasts who work under a common theme to prototype creative ideas rapidly. Both digital and analog game ja...

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What are the most interesting takeaways?

The gpt-oss-120b and gpt-oss-20b models are open-weight reasoning models that emphasize safety and customizable performance in agentic workflows. A key takeaway is that the models utilize a mixture-of-experts architecture, allowing for high scalability and efficiency, with the larger model having ov...

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