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  • ChatGPT Work 🤖, Meta AI API ☁️, code review bottlenecks 👨‍💻

    From TLDR@VERT to All on Fri Jul 10 10:24:32 2026
    OpenAI has released its new frontier model family for ChatGPT Work,
    Codex, and the OpenAI API. The GPT-5.6 family has three tiers ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 


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    TLDR

    TLDR 2026-07-10

    📱

    BIG TECH & STARTUPS

    OPENAI LAUNCHES GPT-5.6 SOL, TERRA, AND LUNA ON APPS AND API (3
    MINUTE READ) [4]

    OpenAI has released its new frontier model family for ChatGPT Work,
    Codex, and the OpenAI API. The GPT-5.6 family has three tiers: Sol,
    the flagship model; Terra, a lower-cost everyday work option; and
    Luna, the fastest and most affordable model. The series features
    higher intelligence per token, lower estimated cost for complex work,
    and stronger agentic performance. There is a new 'ultra' setting that coordinates multiple agents across parallel workstreams for demanding
    tasks.

    ZUCKERBERG PLEDGES ‘AGGRESSIVE' PRICING WITH META'S FIRST
    PAY-TO-USE AI (7 MINUTE READ) [5]

    Meta's Muse Spark 1.1 includes a new paid tier for developers.
    Developers are able to use Meta's model for free up to a point, then
    they'll be required to pay for access. Meta's API pricing is roughly
    25% of the cost of other top competing models. Mark Zuckerberg has
    described Muse Spark as having state-of-the-art - or very close to it
    - agentic reasoning and tool use.

    🚀

    SCIENCE & FUTURISTIC TECHNOLOGY

    HUMANOID ROBOTS CONTROLLED BY SURGEONS DID WORLD-FIRST OPERATION ON
    LIVE PIGS (7 MINUTE READ) [6]

    Humanoid robots controlled by skilled human surgeons recently removed
    the gallbladders from living pigs in an unprecedented medical
    experiment. The approach takes a fraction of the space needed in an
    operating room and is easy to deploy. The experiment used a Unitree G1
    humanoid robot, which has a starting price of $13,500. Unitree's
    humanoid robots teleoperated by surgeons are still very much in the experimental phase, but the approach could eventually be used in
    smaller hospitals and clinics that lack the resources to install
    expensive surgical robots.

    APPLE EXPLORING WAYS TO RUN MUCH LARGER AI MODELS DIRECTLY ON IPHONES
    (2 MINUTE READ) [7]

    Apple has reportedly held meetings with PrismML about how it could
    use the startup's technology to run much larger AI models directly on
    iPhones. PrismML has managed to shrink down Alibaba's Qwen 3.6 model,
    which has 27 billion parameters, to run entirely on an iPhone Pro.
    Larger models running directly on iPhones would allow for more Apple Intelligence features to run on-device, which could reduce Apple's
    costs and further enhance user privacy.

    💻

    PROGRAMMING, DESIGN & DATA SCIENCE

    HOW GITHUB GAVE EVERY REPOSITORY A DURABLE OWNER (9 MINUTE READ) [8]

    GitHub had over 14,000 repositories across its primary internal
    GitHub organization. Less than half had clear ownership. This post
    discusses how GitHub gave every active repository a validated owner in
    under 45 days, archived the rest, and made ownership the foundation
    for everything that followed.

    STOP BEING THE CODE REVIEW BOTTLENECK (8 MINUTE READ) [9]

    Agents are writing code faster than any human can review. Humans
    being involved in every code review is a bottleneck. Put humans
    outside of the code review loop by building a pipeline that delegates
    tasks to agents. This post looks at power workflow changes that
    PostHog uses to make reviewing AI-generated code fast without losing
    quality.

    🎁

    MISCELLANEOUS

    NETFLIX IS EXPLORING LIVE TV AND BUNDLES AS IT STRUGGLES TO KEEP
    VIEWERS HOOKED (7 MINUTE READ) [10]

    Netflix's subscriber engagement is showing signs of decline. While
    the company remains the industry leader among subscription-streaming
    services, shares are down more than 40% over the past 12 months.
    Executives have started discussing adding live channels that would
    continuously stream certain programs to bolster engagement. They are
    also looking at other sports events they can add to the streaming
    service.

    SUSPECTING AI CHEATING, IVY LEAGUE PROF ORDERED AN IN-PERSON FINAL;
    SCORES FELL 50% (5 MINUTE READ) [11]

    A class at Brown University was giving take-home exams, and the
    professor suspected students were using AI to complete them. After the professor announced that the final exam would be in person, 18
    students dropped the course, and nine others didn't attend the final
    exam. Of those 27 students, 22 had scored perfectly on the midterm
    exam. The average test score plunged from 96 to 48 for those who took
    the test.

    ⚡

    QUICK LINKS

    YOUR AI MARGIN IS META'S OPPORTUNITY (6 MINUTE READ) [12]

    Mark Zuckerberg is not convinced that AI technology will ultimately
    become a commodity as some companies are already gatekeeping aspects
    of their technology.

    WAYS TO THINK ABOUT TOKEN PRICING (15 MINUTE READ) [13]

    The current market dynamics point to a future in which frontier
    models move towards becoming commodity infrastructure.

    THE SALIENCE OF DATA (12 MINUTE READ) [14]

    The competitive dynamics in the next phase of AI will likely be
    defined by the unit economics of data acquisition.

    INTERVIEW WITH MITCHELL HASHIMOTO (23 MINUTE READ) [15]

    Mitchell Hashimoto, the developer behind Vagrant, Packer, Consul,
    Ghostty, and Vouch, talks about terminals, Zig, and open source.

    INTRODUCING PLAN A (27 MINUTE READ) [16]

    Plan A is a wish list, a positive vision, a road map for navigating a
    future where this AI thing turns out to be real.

    JOHN TERNUS SHOULD REVERSE APPLE'S SLIDE DOWN THE ADVERTISING
    SLIPPERY SLOPE (9 MINUTE READ) [17]

    John Ternus should return Apple's privacy policy to its 2014 clarity.


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    Thanks for reading,
    Dan Ni [24] & Stephen Flanders [25]

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    [4] https://www.testingcatalog.com/openai-launches-gpt-5-6-sol-terra-and-luna-on-apps-and-api/?utm_source=tldrnewsletter
    [5] https://links.tldrnewsletter.com/RduwBo
    [6] https://arstechnica.com/ai/2026/07/humanoid-robots-controlled-by-surgeons-did-world-first-operation-on-live-pigs/?utm_source=tldrnewsletter
    [7] https://www.macrumors.com/2026/07/09/apple-prismml-larger-on-device-ai-models/?utm_source=tldrnewsletter
    [8] https://github.blog/security/application-security/how-github-gave-every-repository-a-durable-owner/?utm_source=tldrnewsletter
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    [12] https://spyglass.org/meta-ai-cloud-business-model/?utm_source=tldrnewsletter
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