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  • OpenAI's smart speaker ¨, Apple visual intelligence ¨, Code Mode ¨¨

    From TLDR@VERT to All on Mon Feb 23 11:26:44 2026
    OpenAI and Amazon are currently racing to execute an AI device
    strategy. Interestingly, Amazon reportedly plans to invest $50 billion
    into
    OpenAI


    Sign Up [1] |Advertise [2]|View Online [3]

    TLDR

    TOGETHER WITH [Crusoe] [4]

    TLDR 2026-02-23

    CRUSOE BYOM: 5X HIGHER THROUGHPUT FOR CUSTOM MODELS (SPONSOR) [4]

    You've built the perfect fine-tuned model. Now scale it without
    compromise. Generic cloud infrastructure wasn't designed for
    proprietary architectures, leading to performance bottlenecks.
    Crusoe's Bring Your Own Model (BYOM) changes that. Powered by
    MemoryAlloy¨ technology, Crusoe optimizes its inference engine
    specifically for your unique weights.

    The result? 5x higher throughput and breakthrough Time-To-First-Token
    speed compared to stock vLLM. Maintain total IP ownership with
    dedicated capacity and "glass box" visibility. Stop letting
    infrastructure hold back your AI innovation and start scaling with
    precision.

    Optimize your workload now [4]

    ¨

    BIG TECH & STARTUPS

    CAN OPENAI BUILD ALEXA BEFORE AMAZON CAN BUILD CHATGPT? (5 MINUTE
    READ) [5]

    OpenAI and Amazon are currently racing to execute an AI device
    strategy. Interestingly, Amazon reportedly plans to invest $50 billion
    into OpenAI's newest funding round. Amazon is also the largest
    shareholder in OpenAI's chief startup rival, Anthropic. New reports
    suggest that OpenAI may be building custom models for Amazon's
    products, even while it is hard at work on its first devices.

    APPLE'S NEXT BIG THING IS A PUSH INTO VISUAL ARTIFICIAL INTELLIGENCE
    (14 MINUTE READ) [6]

    The defining feature of Apple's push into wearable AI devices will be
    Visual Intelligence. Apple CEO Tim Cook has been dropping hints about
    AI wearables built around AI technology that can see the surrounding environment and use that context to take action. The company is
    working on its own visual models with the intention of making them
    central to its upcoming set of AI devices, which include advanced
    AirPods, smart glasses, and a pendant. Apple plans to hold its first
    product launches of the year in March.

    ¨

    SCIENCE & FUTURISTIC TECHNOLOGY

    HAVE WE LEAPT INTO COMMERCIAL GENETIC TESTING WITHOUT UNDERSTANDING
    IT? (5 MINUTE READ) [7]

    Polygenic scores tally the contributions of many genes to particular
    traits to predict certain outcomes. They are probabilistic, not
    deterministic, as many traits are determined by environmental factors
    as well as genes. Potential parents using IVF are now able to choose
    embryos based on their polygenic scores. While it is understandable
    that parents want to give their kids the best chance of success, the
    practice may have unintended consequences on the human gene pool, not
    to mention the ethical implications.

    AI DATA CENTERS TURN TO HIGH-TEMPERATURE SUPERCONDUCTORS (4 MINUTE
    READ) [8]

    Microsoft is exploring the potential use of high-temperature
    superconductors (HTS) as a replacement for copper wiring. HTS could
    improve energy efficiency by reducing transmission loss. It could also
    increase the resiliency of electrical grids and limit the impact of
    data centers on communities by reducing the amount of space required
    to move power. Microsoft has invested $75 million into Veir, a
    superconducting power technology developer, to advance the technology.


    ¨

    PROGRAMMING, DESIGN & DATA SCIENCE

    GITHUB AGENTIC WORKFLOWS - REPOSITORY AUTOMATION, RUNNING THE CODING
    AGENTS YOU KNOW AND LOVE, WITH STRONG GUARDRAILS AND SECURITY-FIRST
    DESIGN PRINCIPLES (SPONSOR) [9]

    ¨ Imagine waking up to your issues triaged, your CI failures
    investigated with fixes for you to review, and two fresh PRs proposing improvements to your tests. All of that while you were sleeping.

    Give yourself a headstart, every day. CREATE YOUR FIRST AGENTIC
    WORKFLOW TODAY [9].

    CODE MODE: GIVE AGENTS AN ENTIRE API IN 1,000 TOKENS (6 MINUTE READ)
    [10]

    Cloudflare has introduced a new MCP for the entire Cloudflare API
    that uses Code Mode. The server can provide access to the entire
    Cloudflare API over MCP while consuming only around 1,000 tokens. Code
    Mode is a technique for reducing context window usage during agent
    tool use. It involves letting the model write code against a typed SDK
    and executing the code safely in a Dynamic Worker Loader instead of
    describing every operation as a separate tool. The code acts as a
    compact plan, and the model can explore tool operations, compose
    multiple calls, and return just the data it needs.

    HOW OPENAI'S CODEX TEAM WORKS AND LEVERAGES AI (16 MINUTE READ) [11]

    OpenAI's Codex team has reimagined how an engineering organization
    can function in an AI-native world. The team operates with a high
    level of trust, autonomy, and speed. Decision-making is fast,
    ownership is clear, and individuals are empowered to build end-to-end.
    The team has truly embraced AI as a way to be more productive. AI is
    treated as a first-class teammate that shapes planning, execution,
    review, onboarding, and iteration. This allows the team to move with startup-level velocity while working on some of the most complex
    systems in the world.

    ¨

    MISCELLANEOUS

    ENTIRELY FORESEEABLE AWS OUTAGES (3 MINUTE READ) [12]

    Amazon Web Services experienced at least two minor outages at the end
    of last year caused by malfunctions in its internal AI tooling. These
    outages were entirely foreseeable, even by employees. Large language
    models are extremely complex systems, and this complexity creates real
    risk. Amazon never misses a chance to point to 'AI' when it is useful,
    but when there's an outage, suddenly it's just a 'coincidence' that AI
    tools were involved.

    ATOMS ARE CHEAP, PROCESS IS PRICEY (42 MINUTE READ) [13]

    Fast feedback loops allow you to get ideas to reality more quickly.
    This pattern is seen in every successful frontier tech effort. The
    common thread is treating reality as the teacher and getting to class
    as often as possible. Iterate fast, and validate using reality instead
    of thinking your way to perfect solutions.

    ¨

    QUICK LINKS

    MINIONS: STRIPE'S ONE-SHOT, END-TO-END CODING AGENTSÄPART 2 (16
    MINUTE READ) [14]

    Stripe's Minions are a great example of how to blend
    industry-standard concepts with internal tooling and infrastructure to
    maximize developer productivity.

    MICROSOFT GAMING CHIEF PHIL SPENCER STEPS DOWN AFTER 38 YEARS WITH
    COMPANY (4 MINUTE READ) [15]

    Asha Sharma, the executive currently in charge of Microsoft's CoreAI
    division, will take his place.

    HALF THE AI AGENT MARKET IS ONE CATEGORY. THE REST IS WIDE OPEN (5
    MINUTE READ) [16]

    Software engineering accounts for nearly half of all AI agent tool
    calls, while fields like healthcare, legal, and finance are barely
    touched.

    HOW I THINK ABOUT CODEX (9 MINUTE READ) [17]

    Codex is comprised of a model that provides intelligence, a harness
    that turns that intelligence into something that can safely operate in
    a real development environment, and runtimes and interfaces where
    agents can be put to work.

    DESIGN DOCS CONSIDERED HARMFUL (7 MINUTE READ) [18]

    You have the least amount of information at the beginning of a
    project, which is when design docs ask you to make the most decisions.


    PEOPLE LOVED THE DOT-COM BOOM. THE AI BOOM, NOT SO MUCH (12 MINUTE
    READ) [19]

    The public is showing underwhelming enthusiasm for the tech
    industry's plans to remake the world with artificial intelligence.

    Love TLDR? Tell your friends and get rewards!

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    Thanks for reading,
    Dan Ni [26] & Stephen Flanders [27]

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    [4] https://www.crusoe.ai/cloud/managed-inference?utm_source=tldr&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch
    [5] https://spyglass.org/openai-smart-speaker/?utm_source=tldrnewsletter
    [6] https://links.tldrnewsletter.com/xpWBzK
    [7] https://arstechnica.com/science/2026/02/have-we-leapt-into-commercial-genetic-testing-without-understanding-it/?utm_source=tldrnewsletter
    [8] https://spectrum.ieee.org/ai-data-centers-hts-superconductors?utm_source=tldrnewsletter
    [9] https://github.github.com/gh-aw/?utm_source=tldr-newsletter-agentic-workflows-cta&utm_medium=email&utm_campaign=agentic-workflows-tech-preview-feb-2026
    [10] https://blog.cloudflare.com/code-mode-mcp/?utm_campaign=cf_blog&utm_content=20260220&utm_medium=organic_social&utm_source=twitter/
    [11] https://newsletter.eng-leadership.com/p/how-openais-codex-team-works-and?utm_source=tldrnewsletter
    [12] https://rys.io/en/182.html?utm_source=tldrnewsletter
    [13] https://futureblind.com/p/atoms-are-cheap-process-is-pricey?utm_source=tldrnewsletter
    [14] https://stripe.dev/blog/minions-stripes-one-shot-end-to-end-coding-agents-part-2?utm_source=tldrnewsletter
    [15] https://arstechnica.com/gaming/2026/02/microsoft-gaming-chief-phil-spencer-steps-down-after-38-years-with-company/?utm_source=tldrnewsletter
    [16] https://garryslist.org/posts/half-the-ai-agent-market-is-one-category-the-rest-is-wide-open?utm_source=tldrnewsletter
    [17] https://links.tldrnewsletter.com/Rw93zc
    [18] https://www.lucasfcosta.com/blog/design-docs?utm_source=tldrnewsletter [19] https://links.tldrnewsletter.com/znsqW7
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    [27] https://twitter.com/SteveFlanders22
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