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

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

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  2. DOVE-Net
  3. Tech Talk

  • Opus 4.7 🤖, the clip economy 📱, Cloudflare Agents Week 🧑‍💻 

    From TLDR@VERT to All on Fri Apr 17 10:23:09 2026
    --RdYQ0OL1
    Content-Type: text/plain; charset=utf-8
    Content-Transfer-Encoding: quoted-printable

    Anthropic has released Claude Opus 4.7. The model scores higher on key
    be=
    nchmarks than its direct rivals in some
    categories=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 =
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    BIG TECH & STARTUPS

    ANTHROPIC RELEASES CLAUDE OPUS 4.7, NAR=
    ROWLY RETAKING LEAD FOR MOST
    POWERFUL GENERALLY AVAILABLE LLM (5 MINUTE R=
    EAD) [5]=20

    Anthropic has released Claude Opus 4.7. The model scores hi=
    gher on
    key benchmarks than its direct rivals in some categories. It is a=

    specialized powerhouse optimized for reliability and long-horizon
    auto=
    nomy. The model is available across all major cloud platforms,
    with API p=
    ricing at $5/$25 per million tokens.=20

    MACBOOK NEO SELLS OUT FOR APRIL=
    AS DEMAND FOR APPLE'S $599 LAPTOP
    OUTPACES SUPPLY (2 MINUTE READ) [6] =


    The earliest deliveries for new MacBook Neo orders from Apple are no=
    w
    in May. Apple is selling the $599 laptop faster than it can produce
    t=
    hem. Inventory quickly sold out after launch, and Apple hasn't caught
    up =
    with demand. Some Apple retail store locations may still have units
    avail=
    able.=20

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

    SCIENCE & FUTURISTIC TECHNOLOGY

    OPENAI=
    STARTS OFFERING A BIOLOGY-TUNED LLM (2 MINUTE READ) [7]=20

    GPT-Rosalin=
    d is a large language model developed by OpenAI
    specifically trained on c=
    ommon biology workflows. It is able to access
    major public databases of b=
    iological information. The model can
    suggest likely biological pathways a=
    nd potential drug targets. It has
    been tuned to be more skeptical so it c=
    an tell users when something is
    a bad drug target. Access to the model is=
    limited to selected US-based
    entities via OpenAI's trusted access deploy=
    ment structure.=20

    PHYSICAL INTELLIGENCE, A HOT ROBOTICS STARTUP, SAYS =
    ITS NEW ROBOT
    BRAIN CAN FIGURE OUT TASKS IT WAS NEVER TAUGHT (7 MINUTE RE=
    AD) [8]=20

    Physical Intelligence, a San Francisco-based robotics startu=
    p, has
    published new research showing that its latest model can direct ro=
    bots
    to perform tasks they were never explicitly trained on. The new mode=
    l,
    called =CF=800.7, is an early but meaningful step towards a
    general-=
    purpose robot brain. The model still can't execute complex
    multi-step tas=
    ks autonomously from a single high-level command, but it
    can be verbally =
    coached to perform new tasks without additional data
    collection or model =
    retraining. It is still in a research phase and
    not yet ready to be deplo=
    yed as a product.=20

    =F0=9F=92=BB=20

    PROGRAMMING, DESIGN & DATA SCIEN=
    CE

    TLDR IS HIRING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($250K-$350K=
    ,
    FULLY REMOTE) [9]=20

    TLDR's Applied AI team is tasked with making e=
    very process at TLDR
    legible to code, runnable by anyone, and composable =
    into larger
    workflows. Join a small, fast moving team using the latest AI=
    tools
    with an unlimited token budget. Learn more [10].=20

    HYPERFRAME=
    S (GITHUB REPO) [11]=20

    Hyperframes is an open-source video rendering f=
    ramework that can
    create, preview, and render HTML-based video compositio=
    ns. It has
    first-class support for AI agents. The CLI is designed for
    a=
    gent-driven workflows and is non-interactive by default. Videos can
    be re=
    ndered to MP4 locally or in Docker.=20

    UPDATES AND ANNOUNCEMENTS (WEBSI=
    TE) [12]=20

    Cloudflare just dropped a series of announcements for Agent=
    s Week
    2026. Cloudflare is building a unified inference layer for agents =
    that
    will let developers call models from over 14 providers. Cloudflare's=

    Email Service, which allows users to send, receive, and process email
    =
    natively with agents, is now in public beta. Artifacts is a
    Git-compatibl=
    e versioned storage built for agents.=20

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

    MISCELLANEOU=
    S

    PROBABILISTIC ENGINEERING AND THE 24-7 EMPLOYEE (25 MINUTE READ) [1=
    3]


    The industry is rapidly moving from deterministic engineering t=
    o
    probabilistic engineering. Deterministic engineering involves writing=

    code, testing it, reviewing it, and knowing what it does.
    Probabilisti=
    c engineering is where large portions of the codebase are
    generated by st=
    ochastic systems, reviewed under time pressure against
    contexts too large=
    to fully hold, and integrated into a whole that no
    single human ever des=
    igned end-to-end. While generation has become
    cheap, validation has not. =
    Past a certain throughput, bugs slip
    through because the output volume ha=
    s exceeded what human attention
    can meaningfully inspect, and the models =
    doing reviews miss plenty.=20

    THE CLIP ECONOMY (11 MINUTE READ) [14] =


    Clips - snippets of long-form content - have taken over the entire=

    media ecosystem. TBPN, a podcast recently purchased by OpenAI for $200=

    million, only draws in around 7,000 views per episode. However, the
    av=
    erage TBPN clip receives around 257,000 views. TBPN bakes ads
    directly in=
    to its clips, which helped it generate $5 million in
    revenue last year. C=
    lips are now the main product for a lot of media,
    rather than a byproduct=
    .=20

    =E2=9A=A1=20

    QUICK LINKS

    REPLAY: THE DURABLE EXECUTION CON=
    FERENCE FOR AGENTIC AI (SPONSOR)
    [15]=20

    Last chance to join Temporal=
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    a half-day builder's workshop: save up =
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    NETFLIX CHAIR REED HASTINGS TO LEAVE =
    BOARD IN JUNE (3 MINUTE READ)
    [16]=20

    Netflix Chair Reed Hastings has=
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    so he can focus on philanthropy and=
    other pursuits.=20

    WRITE BROKEN COMMITS FOR BETTER REVIEW (6 MINUTE RE=
    AD) [17]=20

    Intentionally broken code can lead to better outcomes.=20
    =

    STOP COMPARING PRICE PER MILLION TOKENS: THE HIDDEN LLM API COSTS (4
    =
    MINUTE READ) [18]=20

    Token price is misleading, token efficiency varies=
    by content type,
    and OpenAI has the most efficient tokenizer.=20

    AND=
    ROID CLI: BUILD ANDROID APPS 3X FASTER USING ANY AGENT (7 MINUTE
    READ) [1=
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    Google has released a new collection of tools designed to elimina=
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    the guesswork of core Android development workflows when developers
    =
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    NEW UNDERSEA CABLE CU=
    TTER RISKS INTERNET'S BACKBONE (4 MINUTE READ)
    [20]=20

    China's new ca=
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    at depths of up t=
    o 13,123 feet.=20

    LARAVEL RAISED MONEY AND NOW INJECTS ADS DIRECTLY INT=
    O YOUR AGENT (5
    MINUTE READ) [21]=20

    A PR in Laravel Boost introduces=
    a change that tells agents they
    should use Laravel Cloud to deploy proje=
    cts.=20

    Love TLDR? Tell your friends and get rewards!

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    BEST BOOTSTRAPPED BUSINESSES [27] of 2025.=20

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    <div style=3D"display: none; max-height: 0px; overflow: hidden;">Anthropic = has released Claude Opus 4.7. The model scores higher on key benchmarks tha=
    n its direct rivals in some categories&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 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">2026-04-17</span></strong></h1>
    </div>
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    <table style=3D"table-layout: fixed; width:100%;" width=3D"100%"><tbody><tr=
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    <strong>One tool for everything you=
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    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Emails. Slack threads. Google Docs. AI = prompts. Meeting notes. Code comments. If you type it, <a href=3D"https://t= racking.tldrnewsletter.com/CL0/https:%2F%2Fref.wisprflow.ai%2Ftldr-apr17/3/= 0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/Nmfom-JOp-ps_O= hqOhQJqEjD-h4cCKq5edoaPp-h8Fc=3D452" rel=3D"noopener noreferrer nofollow" t= arget=3D"_blank"><span>Wispr Flow</span></a> lets you speak it instead.

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    </ul>

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    <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%2Fventurebeat.com%2Ftechnology%2Fanthropic-releases-claud= e-opus-4-7-narrowly-retaking-lead-for-most-powerful-generally-available-llm= %3Futm_source=3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-9= 8d9d35d90cd-000000/LIh7uUMjHp_nvoij8i3rcoqTcDlw1JteJfjPjceiV8w=3D452">
    <span>
    <strong>Anthropic releases Claude O= pus 4.7, narrowly retaking lead for most powerful generally available LLM (=
    5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Anthropic has released Claude Opus 4.7.=
    The model scores higher on key benchmarks than its direct rivals in some c= ategories. It is a specialized powerhouse optimized for reliability and lon= g-horizon autonomy. The model is available across all major cloud platforms=
    , with API pricing at $5/$25 per million tokens.
    </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%2F9to5mac.com%2F2026%2F04%2F16%2Fmacbook-neo-sells-out-fo= r-april-as-demand-for-apples-affordable-laptop-outpaces-supply%2F%3Futm_sou= rce=3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90c= d-000000/QB7xNYltrG8SZaar7vZn86znJ3ZMSmRFkvV5T_Bwu2A=3D452">
    <span>
    <strong>MacBook Neo sells out for A= pril as demand for Apple's $599 laptop outpaces supply (2 minute read)</str=

    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The earliest deliveries for new MacBook=
    Neo orders from Apple are now in May. Apple is selling the $599 laptop fas= ter than it can produce them. Inventory quickly sold out after launch, and = Apple hasn't caught up with demand. Some Apple retail store locations may s= till have units available.
    </span>
    </span>
    </div>
    </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;">=F0=9F= =9A=80</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 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%2Farstechnica.com%2Fscience%2F2026%2F04%2Fopenai-starts-o= ffering-a-biology-tuned-llm%2F%3Futm_source=3Dtldrnewsletter/1/0100019d9af7= 4658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/tt_E-cRx9PSoUzUj41J1kn0As0= v1NGXVa99cb7qi8jY=3D452">
    <span>
    <strong>OpenAI starts offering a bi= ology-tuned LLM (2 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    GPT-Rosalind is a large language model = developed by OpenAI specifically trained on common biology workflows. It is=
    able to access major public databases of biological information. The model=
    can suggest likely biological pathways and potential drug targets. It has = been tuned to be more skeptical so it can tell users when something is a ba=
    d drug target. Access to the model is limited to selected US-based entities=
    via OpenAI's trusted access deployment structure.
    </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%2F04%2F16%2Fphysical-intelligence= -a-hot-robotics-startup-says-its-new-robot-brain-can-figure-out-tasks-it-wa= s-never-taught%2F%3Futm_source=3Dtldrnewsletter/1/0100019d9af74658-0720ff55= -e564-4cb3-aabe-98d9d35d90cd-000000/XEpMpZ3CQu9cSL5e0wVyx7zUeuveloyH13NLAa3= 63W4=3D452">
    <span>
    <strong>Physical Intelligence, a ho=
    t robotics startup, says its new robot brain can figure out tasks it was ne= ver taught (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Physical Intelligence, a San Francisco-= based robotics startup, has published new research showing that its latest = model can direct robots to perform tasks they were never explicitly trained=
    on. The new model, called =CF=800.7, is an early but meaningful step towar=
    ds a general-purpose robot brain. The model still can't execute complex mul= ti-step tasks autonomously from a single high-level command, but it can be = verbally coached to perform new tasks without additional data collection or=
    model retraining. It is still in a research phase and not yet ready to be = deployed as a product.
    </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%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-4127-be71-= 602d30e5001e%3Futm_source=3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564= -4cb3-aabe-98d9d35d90cd-000000/YLebKyHv_zNrxf822V9ECz9LKrRHZveocmvO3mpRtRA= =3D452">
    <span>
    <strong>TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($250k-$350k, Fully Remote)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    TLDR's Applied AI team is tasked with m= aking every process at TLDR legible to code, runnable by anyone, and compos= able into larger workflows. Join a small, fast moving team using the latest=
    AI tools with an unlimited token budget. <a href=3D"https://tracking.tldrn= ewsletter.com/CL0/https:%2F%2Fjobs.ashbyhq.com%2Ftldr.tech%2F3b21aaf8-dea5-= 4127-be71-602d30e5001e/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d9= 0cd-000000/JDhLbc7zFMaebo4uDbwj8ZYwWgDuVn_XUHpTq2rZ0Q8=3D452" rel=3D"noopen=
    er noreferrer" target=3D"_blank"><span>Learn more</span></a>.
    </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%2Fgithub.com%2Fheygen-com%2Fhyperframes%3Futm_source=3Dtl= drnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000= /AJJjMytpeK8tQ8kZFyKFiOniZEjS3M_xiUJRICR1ZaI=3D452">
    <span>
    <strong>Hyperframes (GitHub Repo)</= strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Hyperframes is an open-source video ren= dering framework that can create, preview, and render HTML-based video comp= ositions. It has first-class support for AI agents. The CLI is designed for=
    agent-driven workflows and is non-interactive by default. Videos can be re= ndered to MP4 locally or in Docker.
    </span>
    </span>
    </div>
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.cloudflare.com%2Fagents-week%2Fupdates%2F%3Futm_sou= rce=3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90c= d-000000/_gb8_vQy448fdu6o5FA8yWygGVst252KmsS8RsvoAFY=3D452">
    <span>
    <strong>Updates and announcements (= Website)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Cloudflare just dropped a series of ann= ouncements for Agents Week 2026. Cloudflare is building a unified inference=
    layer for agents that will let developers call models from over 14 provide= rs. Cloudflare's Email Service, which allows users to send, receive, and pr= ocess email natively with agents, is now in public beta. Artifacts is a Git= -compatible versioned storage built for agents.
    </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"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.timdavis.com%2Fblog%2Fprobabilistic-engineering-and= -the-24-7-employee%3Futm_source=3Dtldrnewsletter/1/0100019d9af74658-0720ff5= 5-e564-4cb3-aabe-98d9d35d90cd-000000/66EzrsdPj4EjVT2Y0LDAF4suBOHzBWG51qHVxb= zsTas=3D452">
    <span>
    <strong>Probabilistic engineering a=
    nd the 24-7 employee (25 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    The industry is rapidly moving from det= erministic engineering to probabilistic engineering. Deterministic engineer= ing involves writing code, testing it, reviewing it, and knowing what it do= es. Probabilistic engineering is where large portions of the codebase are g= enerated by stochastic systems, reviewed under time pressure against contex=
    ts too large to fully hold, and integrated into a whole that no single huma=
    n ever designed end-to-end. While generation has become cheap, validation h=
    as not. Past a certain throughput, bugs slip through because the output vol= ume has exceeded what human attention can meaningfully inspect, and the mod= els doing reviews miss plenty.
    </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%2Flinks.tldrnewsletter.com%2F24J4nz/1/0100019d9af74658-07= 20ff55-e564-4cb3-aabe-98d9d35d90cd-000000/7WLtA1pPH_wD7YqxTA6b4RZ6Bq6rkE1wh= vmIO_MRgtg=3D452">
    <span>
    <strong>The Clip Economy (11 minute=
    read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Clips - snippets of long-form content -=
    have taken over the entire media ecosystem. TBPN, a podcast recently purch= ased by OpenAI for $200 million, only draws in around 7,000 views per episo= de. However, the average TBPN clip receives around 257,000 views. TBPN bake=
    s ads directly into its clips, which helped it generate $5 million in reven=
    ue last year. Clips are now the main product for a lot of media, rather tha=
    n a byproduct.
    </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;">=E2=9A= =A1</span></div></div>
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    <h1><strong>Quick Links</strong></h1>
    </div>
    </div>
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    <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">

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    <div class=3D"text-block">
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    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Freplay.temporal.io%2F%3Futm_source=3Dnewsletter%26utm_m= edium=3Dsponsorship%26utm_campaign=3Dnewsletter-2026-04-17-tldr%26utm_conte= nt=3Dreplay-2026-tldr-ai-quicklink/1/0100019d9af74658-0720ff55-e564-4cb3-aa= be-98d9d35d90cd-000000/Hx4aA-ptTp9HYpAD8X2-bQ1HaLUDjlQGiDms3QNVcHk=3D452">
    <span>
    <strong>Replay: The durable executi=
    on conference for agentic AI (Sponsor)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Last chance to join Temporal's practica=
    l conference for building prod-ready AI agents from May 5-7! Join the full = experience or add on a half-day builder's workshop: <a href=3D"https://trac= king.tldrnewsletter.com/CL0/https:%2F%2Freplay.temporal.io%2F%3Futm_source= =3Dnewsletter%26utm_medium=3Dsponsorship%26utm_campaign=3Dnewsletter-2026-0= 4-17-tldr%26utm_content=3Dreplay-2026-tldr-ai-quicklink/2/0100019d9af74658-= 0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/Q9xdNsgytamObxtVdO4uewX-sl-0SQY= A7-dB2UXiPTk=3D452" rel=3D"noopener noreferrer nofollow" target=3D"_blank">= <span>save up to $449 with code TLDR75.</span></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=

    <div class=3D"text-block">
    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F2ylNv4/1/0100019d9af74658-07= 20ff55-e564-4cb3-aabe-98d9d35d90cd-000000/fBJR-5E9oTVdSuBglDTr5igNNfkbXwV0B= PBEcLtG7cM=3D452">
    <span>
    <strong>Netflix Chair Reed Hastings=
    to Leave Board in June (3 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Netflix Chair Reed Hastings has decided=
    not to stand for re-election so he can focus on philanthropy and other pur= suits.
    </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%2Fhuonw.github.io%2Fblog%2F2026%2F04%2Fbroken-commits%2F%= 3Futm_source=3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98= d9d35d90cd-000000/9-_JyTu58IlTkyJ29N6wkRzQ_1s4X34uSjqefoKdCM0=3D452">
    <span>
    <strong>Write broken commits for be= tter review (6 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Intentionally broken code can lead to b= etter outcomes.
    </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.tensorzero.com%2Fblog%2Fstop-comparing-price-per-mi= llion-tokens-the-hidden-llm-api-costs%2F%3Futm_source=3Dtldrnewsletter/1/01= 00019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/zWgvSJ0my3XqqVW9= xyHbrDdywkjonZeAyEmZifSr-oE=3D452">
    <span>
    <strong>Stop comparing price per mi= llion tokens: the hidden LLM API costs (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Token price is misleading, token effici= ency varies by content type, and OpenAI has the most efficient tokenizer.
    </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%2Fandroid-developers.googleblog.com%2F2026%2F04%2Fbuild-a= ndroid-apps-3x-faster-using-any-agent.html%3Futm_source=3Dtldrnewsletter/1/= 0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/-UYyKFbSGgADmg= arIoUUhBgTL3WmeGXId29F2RWy4_Q=3D452">
    <span>
    <strong>Android CLI: Build Android = apps 3x faster using any agent (7 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    Google has released a new collection of=
    tools designed to eliminate the guesswork of core Android development work= flows when developers direct agents' work outside of Android Studio.
    </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%2Farstechnica.com%2Fgadgets%2F2026%2F04%2Fchina-tests-an-= undersea-cable-cutter-as-suspected-sabotage-incidents-grow%2F%3Futm_source= =3Dtldrnewsletter/1/0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-0= 00000/lz5Ib2OrMA_OCSD2yd-BxxKlTZ291o3-ebA1KbDWOZk=3D452">
    <span>
    <strong>New undersea cable cutter r= isks Internet's backbone (4 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    China's new cable-cutting technology ca=
    n reportedly cut subsea cables at depths of up to 13,123 feet.
    </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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    <span>
    <a href=3D"https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechstackups.com%2Farticles%2Flaravel-raised-money-and-= now-injects-ads-directly-into-your-agent%2F%3Futm_source=3Dtldrnewsletter/1= /0100019d9af74658-0720ff55-e564-4cb3-aabe-98d9d35d90cd-000000/ja5QIxQ55EybO= 5W3sdDTBo_VeQ0dg4G7jx8Dw7I6Nn0=3D452">
    <span>
    <strong>Laravel raised money and no=
    w injects ads directly into your agent (5 minute read)</strong>
    </span>



    <span style=3D"font-family: &quot;Helvetica Neue&quot;, Helvetica, Arial, V= erdana, sans-serif;">
    A PR in Laravel Boost introduces a chan=
    ge that tells agents they should use Laravel Cloud to deploy projects.
    </span>
    </span>
    </div>
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