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- Oracle Just Redefined the Cloud
Oracle Just Redefined the Cloud
Plus, š Create Personalized Learning Courses with Oboe, Mira Muratiās Startup Cracks AI Reproducibility, and more!

Hello Readersš
Curious about the biggest AI moves today? Youāre in the right place. In todayās edition, we have:
š Oracle Soars on $455B AI Deals and $300B OpenAI Pact
š Create Personalized Learning Courses with Oboe
š Mira Muratiās Startup Cracks AI Reproducibility
šØTools and Shifts you cannot miss
š Oracle Soars on $455B AI Deals and $300B OpenAI Pact
Oracleās stock exploded to record highs after announcing an unprecedented $455B AI infrastructure backlog, including a landmark $300B agreement with OpenAI. The surge not only reshaped the cloud market landscape but also made founder Larry Ellison the worldās richest person.

The Shift:
1ļøā£ Historic Stock and Wealth Jump - Oracle shares leapt as much as 43%, its biggest one-day rise since 1992, closing at $328. Ellisonās fortune surged by more than $100B, surpassing Elon Muskās net worth.
2ļøā£ AI Contracts Redefine Cloud Growth - The company disclosed $455B in future AI infrastructure deals, with OpenAI alone contributing $300B for compute capacity starting in 2027. This backlog sets Oracle up for cloud revenue to skyrocket from $18B to $144B over five years.
3ļøā£ Big Clients, Bigger Ambitions - Alongside OpenAI, Oracleās AI cloud roster includes xAI, Meta, and the $500B Stargate project with SoftBank. These commitments lock in long-term demand, even as analysts caution about potential margin pressure from the heavy infrastructure push.
Oracle has pivoted from a late cloud entrant to an AI infrastructure powerhouse, securing long-term revenue and redefining competition in the cloud market. The deals positions Oracle as a central provider of AI compute capacity, proving that the āpicks and shovelsā of the AI boom can be as lucrative as the models themselves.
š Create Personalized Learning Courses with Oboe
In this tutorial, youāll learn how to use Oboe to instantly generate personalized learning courses on any topic, from behavioral economics to pastry ordering in French, using just a simple prompt.

Step-by-step:
Go to oboe.fyi and sign up for free, your first 5 courses are on the house.
Click āCreate New Courseā and type in what you want to learn (e.g. āHow coffee prices are affected by global tradeā). Oboeās AI will generate a full course structure.
Choose your preferred learning format: articles, podcasts, visual explainers, games, or quizzes. Mix and match for how your brain learns best.
Start learning instantly, with lightweight, visual, and fast content tailored to you. Every action you take helps Oboe recommend even better topics next.
Pro Tip: Use Oboe when prepping for meetings, exploring rabbit-hole curiosities, or upskilling on new market trends. Itās like having a personalized teacher in your pocket.
š Mira Muratiās Startup Cracks AI Reproducibility
Even at temperature 0, large language models still give different answers to the same question. Mira Muratiās $12B startup Thinky, with PyTorch engineer Horace He, uncovered the real reason and released a fix that makes outputs truly consistent and reliable.

The Shift:
1. Persistent Non-Determinism - LLMs remained unpredictable even with āgreedyā sampling meant to lock outputs, frustrating researchers and companies needing repeatable results for critical work.
2. Old Hypotheses Debunked - Engineers long blamed GPU concurrency and floating-point math for randomness, but these factors donāt explain the run-to-run variations that kept showing up in tests.
3. Real Culprit: Batch Invariance - Horace He discovered that server load changes batch size during inference, altering results unexpectedly, like ordering the same coffee but getting a different taste when the cafƩ is crowded.
4. Open-Source Fix - Thinky released batch-invariant kernels, ensuring identical answers regardless of traffic or batch size, and shared the code openly so others can apply it immediately.
This breakthrough brings long-needed reliability to AI systems. By eliminating hidden randomness in model outputs, researchers can finally replicate experiments, companies can trust AI decisions in critical workflows, and training pipelines become cheaper and more predictable. True reproducibility unlocks consistent performance from labs to production.
šØAI Tools for the Shift
š¼ NewPic.io ā Go from raw photo to wow photo in a single click with AI magic.
š„ Img2Video AI ā Turn photos into realistic AI videos online for free, watermark-free and fast.
š§§ Ask Yi ā Get I Ching readings with AI-assisted notes that map themes to your situation and provide clear reflections.
š¶ TextSong.net ā Unlock musical creativity by turning your text into full AI-generated songs.
š¹ Fefi ā Your AI-powered financial dashboard for effortless insights and smart money tracking.
šQuick Shifts
š Senator Ted Cruz introduced a āsandboxā bill letting AI firms seek federal regulation exemptions for two-year periods, renewable up to 10 years, to spur U.S. innovation while still requiring safety and risk mitigation plans.
š° Oracle co-founder Larry Ellisonās fortune surged to $393 billion, overtaking Elon Muskās $385 billion after Oracleās bullish cloud earnings forecast, making Ellison the worldās richest person according to the latest Bloomberg Billionaires Index.
š Perplexity raised $200M at a $20B valuation, just two months after a $100M round, bringing total funding to $1.5B as its annual recurring revenue nears $200M, challenging Googleās search dominance.
š Adobeās AI Agent Orchestrator introduces six specialized agents, including Audience Agent and Journey Agent, to automate customer experience and marketing workflows.
š¤ ElevenLabs Voice Remixing now lets users adjust pitch, tone, and style for both preset and custom voices, enabling highly personalized audio creations and more creative control for podcasters, creators, and brands.
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