_  _    __    ___  __    ___  _____  _  _
 ( \( )  /__\  / __)(  )  / __)(  _  )( \( )
  )  (  /(__)\( (__  )(__( (__  )(_)(  )  (
 (_)\_)(__)(__)\___)(____)\___)(_____)(_)\_)

The History of Hacking  ·  May 31 – June 2, 2026  ·  Carolina Beach, NC

Connect from your terminal: telnet naclconbbs.net 23  |  ssh naclconbbs.net -p 2222

  1. Forum
  2. DOVE-Net
  3. Tech Talk

  • Nvidia's new CPU ⚡, Jack Dorsey's Slack rival 💬, software factories 👨‍💻  

    From TLDR@VERT to tldrnewsletter@synchro.net on Wed Jul 22 10:33:57 2026
    --mUojlSYZ
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Vera is the first server CPU that Nvidia has designed from the core.
    It w=
    as specifically designed to address bottlenecks in AI
    agents=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2= =A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C= =C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80= =8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0= =E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=A0=E2=80=8C=C2=
    =A0


    Sign Up [1] |Advertise [2]|View Online [3]=20

    =09=09TLDR =


    =09=09TOGETHER WITH [Crusoe] [4]

    TLDR 2026-07-22

    YOUR FINE=
    -TUNED MODEL BELONGS TO YOU, NOT YOUR CLOUD PROVIDER
    (SPONSOR) [4]=20

    =
    With closed models, the fine tuning is never really yours: you can't
    dow=
    nload it, you don't own the weights. You're tailoring your own
    lock-in.=


    Want to own your AI instead of renting it?

    Fine-tune open models=
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    ing!) once your LLM stops improving

    Get started with fine-tuned models=
    you own =E2=86=92 [7]

    =F0=9F=93=B1=20

    BIG TECH & STARTUPS

    NV=
    IDIA DETAILS ITS NEXT-GENERATION VERA CPU FOR AI, SETTING UP
    CHALLENGE TO=
    AMD AND INTEL (6 MINUTE READ) [8]=20

    Vera is the first server CPU that=
    Nvidia has designed from the core.
    It was specifically designed to addre=
    ss bottlenecks in AI agents.
    Nvidia claims the chip has 50% better perfor=
    mance for AI agents than
    x86 chips. Vera chips were delivered to clients,=
    including OpenAI,
    Anthropic, and SpaceX, for evaluation in June.=20

    =
    JACK DORSEY IS TAKING ON SLACK WITH BUZZ, A GROUP CHAT PLATFORM FOR
    TEAMS=
    AND THEIR AI AGENTS (3 MINUTE READ) [9]=20

    Buzz is a group chat platfo=
    rm for the workplace that puts humans and
    AI agents in the same conversat=
    ions. It is model-agnostic,
    decentralized, self-sovereign, and open sourc=
    e. The app looks a lot
    like Slack, but with native AI agents and the abil=
    ity to manage GitHub
    projects from one interface. Developers can customiz=
    e Buzz instances
    to the needs and workflows of their teams. The app is av=
    ailable for
    macOS, Windows, and Linux, and the code for the app has been =
    uploaded
    to GitHub.=20

    =F0=9F=9A=80=20

    SCIENCE & FUTURISTIC TECHNOL=
    OGY

    OPENAI MODELS ESCAPED AND HACKED A COMPANY IN CYBERSECURITY TEST =
    GONE
    WRONG (4 MINUTE READ) [10]=20

    OpenAI claims that two AI systems =
    that it was testing broke out of
    their test environment and hacked into H=
    ugging Face. Hugging Face
    discovered the breach early last week, saying t=
    here had been
    unauthorized access to internal data sets and company crede=
    ntials. Its
    employees suspected that the attack was carried out by a
    to=
    p-of-the-line frontier AI model due to the sophistication of the
    attack. =
    OpenAI's AI apparently targeted Hugging Face as it was the
    quickest route=
    to answering a benchmarking question.=20

    INSIDE ROBLOX'S BET ON WORLD =
    MODELS (25 MINUTE READ) [11]=20

    Roblox is exploring the use of video mo=
    dels to create photorealistic
    experiences without compromising scale or m=
    ultiplayer performance. An
    early version of Roblox Reality is expected la=
    ter this year or early
    next. This post looks at how the company is bringi=
    ng this vision to
    life. Roblox's approach doesn't require a video model t=
    o solve
    everything on its own. It gives the model an engine that remember=
    s the
    world, enforces its rules, and keeps it true for everyone playing. =


    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIENCE

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    Free basic plan for users [12]=E2=86=92 [12] =


    SOFTWARE FACTORIES, LIGHT AND DARK (21 MINUTE READ) [13]=20

    A so=
    ftware factory is harnessed loops at scale. Running the loop with
    humans =
    (light factory) increases judgment and concentration while
    lowering speed=
    and breakage. Using only AI agents (dark factory)
    allows agents to handl=
    e the whole process, but risks a lack of
    understanding of the produced so=
    ftware. The hardest job now is knowing
    which checks to build and how much=
    autonomy to delegate.=20

    MODELS ARE WORSE AT REVIEWING THEIR OWN CODE =
    (13 MINUTE READ) [14]=20

    Claude Code and Codex are both better at findi=
    ng bugs in each other's
    code than their own. Models produce the same type=
    s of bugs that they
    are most likely to miss in review. Developers can tak=
    e advantage of
    this finding by routing reviews to different models.=20
    =

    =F0=9F=8E=81=20

    MISCELLANEOUS

    TLDR IS HIRING A CURATOR FOR TLDR=
    AI! (TLDR CURATOR, ~5 HRS/WEEK)=20

    Over 1M subscribers read TLDR AI to=
    stay on top of the latest in AI
    models, research, engineering, and more.=
    If you work in AI and want to
    help curate it, send your LinkedIn or resu=
    me to ai@tldr.tech!=20

    OPENAI'S AGENTS REACH 10 MILLION USERS AFTER CHA=
    TGPT WORK DEBUT (1
    MINUTE READ) [15]=20

    OpenAI now has 10 million peo=
    ple using Codex and ChatGPT Work. The
    company has seen a sharp uptick in =
    demand for its AI agents since the
    release of ChatGPT Work. It has nearly=
    doubled agent usage from
    earlier this month. OpenAI is pushing to develo=
    p advanced AI agents
    that can streamline more complex tasks.=20

    GOOGL=
    E EXPANDS GEMINI LINEUP WITH CHEAPER MODELS AND NEW MYTHOS RIVAL
    (5 MINUT=
    E READ) [16]=20

    Google has released Gemini 3.5 Flash Cyber, Gemini 3.6 =
    Flash, and
    Gemini 3.5 Flash-Lite. Gemini 3.5 Flash Cyber is designed to d=
    etect
    and patch software vulnerabilities and will initially be available=

    only to governments and trusted partners through a limited-access
    pilo=
    t. Gemini 3.6 Flash has improved coding, multimodal, and
    knowledge-work p=
    erformance while using up to 17% fewer tokens and
    costing less per token =
    than the previous model. Gemini 3.5 Flash-Lite
    is built for high-volume w=
    orkloads and smaller tasks within larger
    AI-agent systems.=20

    =
    =E2=9A=A1=20

    QUICK LINKS

    =E2=9A=A1=EF=B8=8F BUILDING AN APP IS EAS=
    Y. RUNNING YOUR BUSINESS ON IT ISN'T.
    (SPONSOR) [17]=20

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    TRY PAVE FREE [17].

    CLAUDE CODE CAN NOW BUILD =
    AND TEST IOS APPS IN APPLE'S SIMULATOR (1
    MINUTE READ) [18]=20

    Claude=
    Code for desktop has been updated to work with the iOS
    Simulator.=20

    =
    A FIRESIDE CHAT WITH CAT AND THARIQ FROM THE CLAUDE CODE TEAM (44
    MINUTE=
    READ) [19]=20

    Cat Wu and Thariq Shihipar from Anthropic's Claude Code =
    team talk
    about Claude Code, Claude Tag, Fable, coding agent security, ev=
    als,
    tool design, and how Anthropic uses these tools.=20

    A NEW SOFTWA=
    RE ENGINEERING PARADIGM (12 MINUTE READ) [20]=20

    The combination of for=
    mal verification and AI is much more effective
    than AI by itself.=20

    =
    THE GEOPOLITICS OF OPEN WEIGHTS (12 MINUTE READ) [21]=20

    While China ha=
    s a reputation for releasing open-weight models, not
    all Chinese companie=
    s are actually following the same approach.=20

    CLAUDE IS NOT A COMPILER=
    (11 MINUTE READ) [22]=20

    Claude is better than a compiler because it c=
    an work vertically
    across the stack.=20

    LLMS ARE SURPRISINGLY BAD BLO=
    G AUTHORS (4 MINUTE READ) [23]=20

    Nobody likes reading AI slop.=20

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    ove TLDR? Tell your friends and get rewards!

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    Manage your subscriptions [32] to =
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    =09=09=09<![endif]--></head><body class=3D"">



    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Vera is th=
    e first server CPU that Nvidia has designed from the core. It was specifica= lly designed to address bottlenecks in AI agents&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80= =8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;=E2=80=8C&nbsp;= =E2=80=8C&nbsp;</div>

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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr id=3D"together-with"><td align=3D"cent= er" height=3D"20" style=3D"vertical-align:middle !important;" valign=3D"mid= dle" width=3D"100%"><strong style=3D"vertical-align:middle !important; heig= ht: 100%;">Together With </strong>
    <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.crusoe.a= i%2Fcloud%2Fserverless-fine-tuning%3Futm_source=3Dtldr%26utm_medium=3Dnewsl= etter%26utm_campaign=3Dsft-launch%26utm_content=3Dheader_fine_tuned_model/1= /0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a204170b3132-000000/qInkP9onbvk3s= iDEWaG_-J6BXpGwOAuuMGwxwFV6q28=3D452"><img src=3D"https://images.tldr.tech/= crusoe.png" valign=3D"middle" style=3D"vertical-align: middle !important; h= eight: 100%;" alt=3D"Crusoe"></a></td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr= ><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0;=

    <div style=3D"text-align: center;">

    <h1><strong>TLDR <span id=3D"date">2026-07-22</span></strong></h1>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
    id=3D"sponsy-copy"><td class=3D"container" style=3D"padding: 15px 15px;">
    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_so= urce=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dsft-launch%26utm_con= tent=3Dheader_fine_tuned_model/2/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a= 204170b3132-000000/s3DFTHOplJbI4MBAhZ0HPrWJnaEy60r3FUGdnmbrEjE=3D452">
    <span>
    <strong>Your fine-tuned model belon=
    gs to you, not your cloud provider (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    With closed models, the fine tuning is = never really yours: you can't download it, you don't own the weights. You'r=
    e tailoring your own lock-in.<p></p><p>Want to own your AI instead of renti=
    ng it?</p><p>Fine-tune open models, keep the weights, and run them anywhere=
    with <a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cr= usoe.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_source=3Dtldr%26utm_medium= =3Dnewsletter%26utm_campaign=3Dsft-launch%26utm_content=3Dbody_intro_crusoe= _serverless_fine_tuning/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a204170b= 3132-000000/An6zP9kxnlFX4uQ5i_n0cGU15NtFACW_lINHCSai9Ww=3D452" rel=3D"noope= ner noreferrer nofollow" target=3D"_blank"><span>Crusoe Serverless Fine-Tun= ing</span></a> (now GA).</p>

    <p>=E2=86=92 Choose from a <a href=3D"https://tracking.tldrnewsletter.com/C= L0/https:%2F%2Fwww.crusoe.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_source= =3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dsft-launch%26utm_content= =3Dbody_outro_curated_list_top_open/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a= 633-a204170b3132-000000/0NTZ7exzUH8oGxlZb7NuAWSYe5HzTQcGk7UvvB9rrv8=3D452" = rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>curated list o=
    f top open models</span></a></p>

    <p>=E2=86=92 Run in a tenant-isolated environment with zero data sharing (o=
    r download and deploy wherever you want)&nbsp;</p>

    <p>=E2=86=92 Only pay for what works with early stopping that halts jobs (a=
    nd billing!) once your LLM stops improving</p>

    <p><a href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.cruso= e.ai%2Fcloud%2Fserverless-fine-tuning%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3Dsft-launch%26utm_content=3Dcta_started_fine_tuned= /1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a204170b3132-000000/vWAgR9v6jxO= _C9T1Kjx-I-WQk93PeI7pCez1z5ucL6g=3D452" rel=3D"noopener noreferrer nofollow=
    " target=3D"_blank"><span>Get started with fine-tuned models you own =E2=86= =92</span></a>



    </span></span></div>
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    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td style=3D"padding: 0px;">

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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =93=B1</span></div></div>
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    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Big Tech &amp; Startups</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F07%2F21%2Fnvidia-vera-cpu-ai-amd-= intel.html%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4= aab-a633-a204170b3132-000000/jU-KY9m63NAn0Bv6bkTtQVbvl4vkndo5M0_TT-i8aHA=3D= 452">
    <span>
    <strong>Nvidia details its next-gen= eration Vera CPU for AI, setting up challenge to AMD and Intel (6 minute re= ad)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Vera is the first server CPU that Nvidi=
    a has designed from the core. It was specifically designed to address bottl= enecks in AI agents. Nvidia claims the chip has 50% better performance for =
    AI agents than x86 chips. Vera chips were delivered to clients, including O= penAI, Anthropic, and SpaceX, for evaluation in June.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2026%2F07%2F21%2Fjack-dorsey-is-taking= -on-slack-with-buzz-a-group-chat-platform-for-teams-and-their-ai-agents%2F%= 3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a2= 04170b3132-000000/YFbpzmmX-UKZ6JdfUw-pO5ZEuiLJSURc0yENr6yPZRo=3D452">
    <span>
    <strong>Jack Dorsey is taking on Sl= ack with Buzz, a group chat platform for teams and their AI agents (3 minut=
    e read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Buzz is a group chat platform for the w= orkplace that puts humans and AI agents in the same conversations. It is mo= del-agnostic, decentralized, self-sovereign, and open source. The app looks=
    a lot like Slack, but with native AI agents and the ability to manage GitH=
    ub projects from one interface. Developers can customize Buzz instances to = the needs and workflows of their teams. The app is available for macOS, Win= dows, and Linux, and the code for the app has been uploaded to GitHub.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>


    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =9A=80</span></div>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Science &amp; Futuristic Technology</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FwwZI8j/1/0100019f8963a7bf-fa= 2df4e5-b299-4aab-a633-a204170b3132-000000/I6jTgliBbvWO1zZAWpSXEu_JIEeo-_F-2= C9IiSp25Dc=3D452">
    <span>
    <strong>OpenAI Models Escaped and H= acked a Company in Cybersecurity Test Gone Wrong (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI claims that two AI systems that =
    it was testing broke out of their test environment and hacked into Hugging = Face. Hugging Face discovered the breach early last week, saying there had = been unauthorized access to internal data sets and company credentials. Its=
    employees suspected that the attack was carried out by a top-of-the-line f= rontier AI model due to the sophistication of the attack. OpenAI's AI appar= ently targeted Hugging Face as it was the quickest route to answering a ben= chmarking question.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fblog.bytebytego.com%2Fp%2Finside-robloxs-bet-on-world-m= odels%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a= 633-a204170b3132-000000/UHAm8AIwpGtnu8ZFNArbf7Rq4z2MZ_N8SSdQ0CR2pr8=3D452">
    <span>
    <strong>Inside Roblox's Bet on Worl=
    d Models (25 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Roblox is exploring the use of video mo= dels to create photorealistic experiences without compromising scale or mul= tiplayer performance. An early version of Roblox Reality is expected later = this year or early next. This post looks at how the company is bringing thi=
    s vision to life. Roblox's approach doesn't require a video model to solve = everything on its own. It gives the model an engine that remembers the worl=
    d, enforces its rules, and keeps it true for everyone playing.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>


    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =92=BB</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;">

    <h1><strong>Programming, Design &amp; Data Science</strong></h1>
    </div>
    </div>
    </td></tr></tbody></table>

    <table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
    ;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fmaker.tavus.io%2Fauth%2Fsign-up%3Fcoupon=3Dtavus50%26is= _developer=3Dtrue%26utm_source=3Dnews%26utm_medium=3Dletter%26utm_campaign= =3Dpal_maker%26utm_id=3Dtldr_jul/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633= -a204170b3132-000000/14DeRh8SH76gww6TJ4s7rPloi53MN7KVAjuLtoLKCxA=3D452">
    <span>
    <strong>A new kind of interactive a= vatar called a PAL (Personified Application Layer) (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Deploy an emotionally intelligent, huma= n-like video agent that sees, hears, and understands, all in 60 seconds. No=
    code involved. Just describe what you want in a sentence and deploy it to = your site, app, or meeting in a few clicks. 40+ languages, built-in memory,=
    a new kind of application. <a href=3D"https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Fmaker.tavus.io%2Fauth%2Fsign-up%3Fcoupon=3Dtavus50%26is_dev= eloper=3Dtrue%26utm_source=3Dnews%26utm_medium=3Dletter%26utm_campaign=3Dpa= l_maker%26utm_id=3Dtldr_jul/2/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a204= 170b3132-000000/XyskcLHFIkyifJqMz_tbFslY5l-iOFgE84JuZBivPOw=3D452" rel=3D"n= oopener noreferrer" target=3D"_blank"><span>Get 50% off builder and above: = only for TLDR subscribers</span></a><a href=3D"https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fmaker.tavus.io%2Fauth%2Fsign-up%3Fcoupon=3Dtavus50%= 26is_developer=3Dtrue%26utm_source=3Dnews%26utm_medium=3Dletter%26utm_campa= ign=3Dpal_maker%26utm_id=3Dtldr_jul/3/0100019f8963a7bf-fa2df4e5-b299-4aab-a= 633-a204170b3132-000000/-dhf8G2XfI7tKrDZVlIze9NHCFVJgr40bMjX8K8J3yo=3D452" = rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span>=E2=86=92</spa= n></a>

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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FZHalHn/1/0100019f8963a7bf-fa= 2df4e5-b299-4aab-a633-a204170b3132-000000/1xGmEmSHaM1SIxKbn64g-YPTOsxOCWNF3= Vx0cOLPnR0=3D452">
    <span>
    <strong>Software Factories, Light a=
    nd Dark (21 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A software factory is harnessed loops a=
    t scale. Running the loop with humans (light factory) increases judgment an=
    d concentration while lowering speed and breakage. Using only AI agents (da=
    rk factory) allows agents to handle the whole process, but risks a lack of = understanding of the produced software. The hardest job now is knowing whic=
    h checks to build and how much autonomy to delegate.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.greptile.com%2Fblog%2Fmodel-inversion%3Futm_source= =3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-a204170b3132-0= 00000/Lk9AFLHex8sLB8scxvLpOeujZAhdopuLhmvAkw4ztCw=3D452">
    <span>
    <strong>Models are worse at reviewi=
    ng their own code (13 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Claude Code and Codex are both better a=
    t finding bugs in each other's code than their own. Models produce the same=
    types of bugs that they are most likely to miss in review. Developers can = take advantage of this finding by routing reviews to different models.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>



    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
    </td></tr></tbody></table>

    <table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
    <div class=3D"text-block">
    <div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
    </div>
    </td></tr></tbody></table>

    <table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"mailto:ai@tldr.tech?utm_source= =3Dtldrnewsletter">
    <span>
    <strong>TLDR is hiring a curator fo=
    r TLDR AI! (TLDR Curator, ~5 hrs/week)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Over 1M subscribers read TLDR AI to sta=
    y on top of the latest in AI models, research, engineering, and more. If yo=
    u work in AI and want to help curate it, send your LinkedIn or resume to <a=
    href=3D"mailto:ai@tldr.tech" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>ai@tldr.tech</span></a>!

    </span>
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    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FILLGDZ/1/0100019f8963a7bf-fa= 2df4e5-b299-4aab-a633-a204170b3132-000000/QS4o5setU3sPljHfQnj71IvZ3gLEX_-i2= Xd33hxN26o=3D452">
    <span>
    <strong>OpenAI's Agents Reach 10 Mi= llion Users After ChatGPT Work Debut (1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    OpenAI now has 10 million people using = Codex and ChatGPT Work. The company has seen a sharp uptick in demand for i=
    ts AI agents since the release of ChatGPT Work. It has nearly doubled agent=
    usage from earlier this month. OpenAI is pushing to develop advanced AI ag= ents that can streamline more complex tasks.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cnbc.com%2F2026%2F07%2F21%2Fgoogle-gemini-flash-ai-= mythos-rival.html%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5= -b299-4aab-a633-a204170b3132-000000/1TAXWdCqGDPrQiKvLRB0TtuWV192HWUim-u4kaK= c7IM=3D452">
    <span>
    <strong>Google expands Gemini lineu=
    p with cheaper models and new Mythos rival (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google has released Gemini 3.5 Flash Cy= ber, Gemini 3.6 Flash, and Gemini 3.5 Flash-Lite. Gemini 3.5 Flash Cyber is=
    designed to detect and patch software vulnerabilities and will initially b=
    e available only to governments and trusted partners through a limited-acce=
    ss pilot. Gemini 3.6 Flash has improved coding, multimodal, and knowledge-w= ork performance while using up to 17% fewer tokens and costing less per tok=
    en than the previous model. Gemini 3.5 Flash-Lite is built for high-volume = workloads and smaller tasks within larger AI-agent systems.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    </td></tr></tbody></table>


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    <div class=3D"text-block">
    <div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
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    <span>
    <strong>=E2=9A=A1=EF=B8=8F Building=
    an app is easy. Running your business on it isn't. (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Most AI tools stop at a working demo. P= ave goes further, real data, permissions, and hosting built in from day one=
    , so your app is ready for actual work, not just a screenshot.<p></p><p><a = href=3D"https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fwww.quickbase.c= om%2Fpave%3Futm_source=3DTLDR_Newsletter%26utm_medium=3DEmail%26utm_campaig= n=3DNL_07-26_PAVE_TLDR-Newsletter-Pave-Feature/2/0100019f8963a7bf-fa2df4e5-= b299-4aab-a633-a204170b3132-000000/HNX2VVYK-X5MHSLCFljqbg6MG-AKdE6kmA3KU_yd= cL8=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank"><span><st= rong>Try Pave free</strong></span></a><strong>.</strong>



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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.macrumors.com%2F2026%2F07%2F21%2Fclaude-code-ios-si= mulator%2F%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4= aab-a633-a204170b3132-000000/j1sdsEr7zXCKjqnMsVtUtGQ7iExVTxi2Ddw-ZPgMGyI=3D= 452">
    <span>
    <strong>Claude Code Can Now Build a=
    nd Test iOS Apps in Apple's Simulator (1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Claude Code for desktop has been update=
    d to work with the iOS Simulator.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fsimonwillison.net%2F2026%2FJul%2F21%2Fcat-and-thariq%2F= %23atom-everything%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e= 5-b299-4aab-a633-a204170b3132-000000/Q008z11ABd6bFLc8f5pSCTt0omyuEEika3JVxU= W_Fuw=3D452">
    <span>
    <strong>A Fireside Chat with Cat an=
    d Thariq from the Claude Code team (44 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Cat Wu and Thariq Shihipar from Anthrop= ic's Claude Code team talk about Claude Code, Claude Tag, Fable, coding age=
    nt security, evals, tool design, and how Anthropic uses these tools.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgeorgwiese.github.io%2Fposts%2Fformal-verification-ai%2= F%3Futm_source=3Dtldrnewsletter/1/0100019f8963a7bf-fa2df4e5-b299-4aab-a633-= a204170b3132-000000/qxrjUioLLqgxbLhxTjw9aRl9MGEKdz3S9_gp6xaVL6A=3D452">
    <span>
    <strong>A new software engineering = paradigm (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The combination of formal verification = and AI is much more effective than AI by itself.
    </span>
    </span>
    </div>
    </td></tr></tbody></table>

    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <strong>The Geopolitics of Open Wei= ghts (12 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    While China has a reputation for releas= ing open-weight models, not all Chinese companies are actually following th=
    e same approach.
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    </span>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <strong>Claude Is Not a Compiler (1=
    1 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Claude is better than a compiler becaus=
    e it can work vertically across the stack.
    </span>
    </span>
    </div>
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    <table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=

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    <strong>LLMs Are Surprisingly Bad B= log Authors (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Nobody likes reading AI slop.
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