Subj : Microsoft OpenAI docs leak 📄, X open sources algo 👨‍💻, MCP vs Skills vs Agents 🤖 To : All From : TLDR Date : Wed Jan 21 2026 11:23 am --1hM0HK0q Content-Type: text/plain; charset=utf-8 Content-Transfer-Encoding: quoted-printable Elon Musk's lawsuit against OpenAI has unveiled over 200 documents that o= ffer an inside look into the relationship between OpenAI and Microsoft= =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=09TLD= R=20 =09=09TOGETHER WITH [Microsoft Azure] [4] TLDR 2026-01-21 = FEEL LIKE YOUR TABS HAVE TABS? (SPONSOR) [4]=20 Developer tool spra= wl is real. You've got one tab for logs, another for metrics, half a doze= n for cloud services, and somewhere in there is the code you're actually = trying to ship. =F0=9F=AB=A3 Stop playing hide-and-seek with your tool= s. Microsoft Azure [4] brings together everything you need to build and r= un software in a single workspace. Goodbye, hunting for the right da= shboard. Hello, one unified view=E2=80=94and a faster path to innovation.= Simplify your stack with Azure =E2=86=92 [4] =F0=9F=93=B1=20 = BIG TECH & STARTUPS THE MICROSOFT-OPENAI FILES: INTERNAL DOCUMENTS RE= VEAL THE REALITIES OF AI'S DEFINING ALLIANCE (27 MINUTE READ) [5]=20 = Elon Musk's lawsuit accusing OpenAI and its CEO Sam Altman of abandoning = the nonprofit mission has unveiled over 200 documents that offer an insid= e look into the relationship between OpenAI and Microsoft. Musk, an OpenA= I co-founder, is seeking up to $134 billion in damages, with a jury trial= scheduled for this Spring. The files reveal how Microsoft pursued, rebuf= fed, and backed OpenAI at various moments over the past decade. The previ= ously undisclosed emails, messages, slide decks, reports, and deposition = transcripts show how Microsoft ultimately shaped the course of the lab th= at launched the generative AI era.=20 X OPEN SOURCES ITS ALGORITHM WH= ILE FACING A TRANSPARENCY FINE AND GROK CONTROVERSIES (6 MINUTE READ) [6]= =20 X has open sourced its algorithm, giving the world a peek behind th= e company's algorithmic curtain. The site's algorithm considers engagem= ent history and surveys recent in-network posts when finding content for = individual users. It conducts a machine-learning-based analysis of 'out o= f network' posts that it believes the user might also find appealing. The= algorithm then filters out certain kinds of posts, as well as content de= emed too violent or spam-like, and ranks the content based on what it thi= nks users will find most appealing.=20 =F0=9F=9A=80=20 SCIENCE & FUTU= RISTIC TECHNOLOGY MODERNA, MERCK REPORT POSITIVE RESULTS FROM CANCER-= VACCINE STUDY (1 MINUTE READ) [7]=20 In a Phase 2b trial, Moderna and= Merck's cancer vaccine reduced the risk of relapse or death in melanoma = patients by 49% when used in combination with Merck's immunotherapy Keytr= uda, compared to when using Keytruda alone. The results illustrate mRNA's= potential in cancer care. The treatment continues to demonstrate sustain= ed and clinically meaningful improvement. The companies are currently run= ning eight Phase 2 and Phase 3 clinical trials across multiple tumor type= s. THE FIRST COMMERCIAL SPACE STATION, HAVEN-1, IS NOW UNDERGOING= ASSEMBLY FOR LAUNCH (14 MINUTE READ) [8]=20 The International Space = Station is due to be decommissioned in less than five years, but NASA has= yet to formally publish rules and requirements for a potential replaceme= nt. There are currently four main contenders for NASA's commercial space = station program: Voyager Technologies, Axiom Space, Blue Origin, and Vast= Space. NASA is expected to select one or two of these companies for cont= racts later this year. This article contains an interview with Vast's chi= ef executive, Max Haot. Vast is currently building a smaller interim sp= ace station capable of short-duration stays called Haven-1.=20 = =F0=9F=92=BB=20 PROGRAMMING, DESIGN & DATA SCIENCE =F0=9F=93=8A HO= W MANY DASHBOARDS IS TOO MANY?=C2=A0(SPONSOR) [9]=20 Every new monitori= ng tool, service, or "quick integration" adds another dashboard to the pi= le=E2=80=94and before you know it, you're spending more time switching be= tween tools than actually building. With Microsoft Azure [10], your entir= e stack lives in one workspace: infrastructure, data, AI, and more. See h= ow Azure brings it all together =E2=86=92 [10]=20 MCP, SKILLS, AND AG= ENTS (10 MINUTE READ) [11]=20 Harnesses are constantly improving by ite= rating on what works well. However, every time someone releases a new beh= avior, the thought leaders of the internet determine that it has replaced= all previous functionality. Developers should try both skills and MCP to= learn the fundamentals of how the technology works and what that means f= or managing the context window. How the technologies shift in the future= depends entirely on the workflows they help people solve.=20 SKILLS.= SH (WEBSITE) [12]=20 Skills are reusable capabilities for AI agents. Th= is site contains an open agent skills ecosystem with a collection of skil= ls anyone can install with a single command to enhance their agents with = access to procedural knowledge. The site contains thousands of skills. Th= e index is searchable and shows how many times each skill has been instal= led.=20 =F0=9F=8E=81=20 MISCELLANEOUS I'M ADDICTED TO BEING USE= FUL (5 MINUTE READ) [13]=20 People think software engineers are addicte= d to being useful, driven by an addiction to solving puzzles, or drawn by= power and money. What actually motivates software engineers is often mor= e of an internal compulsion. It's worth figuring out what really motivate= s you so that you can harness that compulsion most effectively.=20 AG= ENTIC AI AND THE MYTHICAL AGENT-MONTH (6 MINUTE READ) [14]=20 The conce= pt of 'Scalable Agency', where a developer could theoretically spin up th= ousands of agents to complete tasks faster, relies on a flawed assumption= that software engineering is an embarrassingly parallel task. Context lo= ading is not the same as common knowledge, and reading tokens is not the = same as understanding the causal chain of changes across a system. Adding= manpower to a late software project makes it later. Multi-agent systems = do not escape this law, they simply hit the wall of state-space explosion= faster than humans do.=20 =E2=9A=A1=20 QUICK LINKS TLDR IS H= IRING A SENIOR SOFTWARE ENGINEER, APPLIED AI ($200K-$300K, FULLY REMOTE) = [15]=20 As the first engineer on TLDR's new Applied AI team, you'll bui= ld AI agents and composable Claude Skills to let non-technical teammates= create their own AI workflows.=C2=A0Learn more [16].=20 SYNTUX (GITH= UB REPO) [17]=20 syntux is a generative UI library that is consistent a= nd flexible.=20 THE TRAGEDY OF THE AGENTIC COMMONS (18 MINUTE READ) [18= ]=20 AI agents help facilitate better match quality through centralized= mechanisms in 'thin' markets.=20 THE MICROSTRUCTURE OF WEALTH TRANSF= ER IN PREDICTION MARKETS (26 MINUTE READ) [19]=20 Prediction markets = are creating a systematic wealth transfer, where impulsive Takers pay a s= tructural premium for affirmative outcomes while Makers capture an 'Optim= ism Tax' simply by selling into this biased flow.=20 SOFTWARE AS CLAY= ON THE WHEEL (6 MINUTE READ) [20]=20 Just like when working with clay,= when software doesn't work, you throw it back, refine it, and spin again= until it's right.=20 NETFLIX TO PAY ALL CASH FOR WARNER BROS. TO FEND = OFF PARAMOUNT HOSTILE TAKEOVER (8 MINUTE READ) [21]=20 Netflix origin= ally planned to buy each Warner Bros. share with $23.25 in cash and $4.50= in Netflix stock, but it has amended the deal to sweeten the offer for s= hareholders.=20 PIPENET (WEBSITE) [22]=20 pipenet is an alternative= to localtunnel that bundles client and server to host self-hosted tunnel= infrastructure for full control over security, domains, and availability= ..=20 Love TLDR? Tell your friends and get rewards! Share your refe= rral link below with friends to get free TLDR swag!=20 https://refer.tl= dr.tech/66662a80/ [23]=20 =09=09 Track your referrals here. [24]=20 = Want to advertise in TLDR? =F0=9F=93=B0 If your company is interested= in reaching an audience of tech executives, decision-makers and engineer= s, you may want to ADVERTISE WITH US [25].=20 Want to work at TLDR? = =F0=9F=92=BC APPLY HERE [26], CREATE YOUR OWN ROLE [27] or send a fri= end's resume to jobs@tldr.tech and get $1k if we hire them! TLDR is one o= f INC.'S BEST BOOTSTRAPPED BUSINESSES [28] of 2025.=20 If you have an= y comments or feedback, just respond to this email!=20 Thanks for readin= g,=20 Dan Ni [29] & Stephen Flanders [30]=20 Manage your subscriptions = [31] to our other newsletters on tech, startups, and programming. Or if T= LDR isn't for you, please unsubscribe [32].=20 =20 Links: ------= [1] https://tldr.tech/signup?utm_source=3Dtldr [2] https://advertise.t= ldr.tech/?utm_source=3Dtldr&utm_medium=3Dnewsletter&utm_campaign=3Dadvertis= etopnav [3] https://a.tldrnewsletter.com/web-version?ep=3D1&lc=3D265280dc= -d4e0-11f0-a661-1b9fa34a893d&p=3D73b9ed06-f6aa-11f0-9c4b-db9333cbb606&pt=3D= campaign&t=3D1768994630&s=3Da68cd4704c09abba41b4f12106344c539da09d274a2d1c8= 091ea111ef749ed0e [4] https://links.tldrnewsletter.com/NEyzgk [5] https= ://links.tldrnewsletter.com/Wf7hlf [6] https://techcrunch.com/2026/01/20/= x-open-sources-its-algorithm-while-facing-a-transparency-fine-and-grok-cont= roversies/?utm_source=3Dtldrnewsletter [7] https://links.tldrnewsletter.c= om/HQOwBt [8] https://arstechnica.com/space/2026/01/the-first-commercial-= space-station-haven-1-is-now-undergoing-assembly-for-launch/?utm_source=3Dt= ldrnewsletter [9] https://links.tldrnewsletter.com/ePhqQc?utm_source=3Dtl= drnewsletter [10] https://links.tldrnewsletter.com/ePhqQc [11] https://= cra.mr/mcp-skills-and-agents/?utm_source=3Dtldrnewsletter [12] https://sk= ills.sh/?utm_source=3Dtldrnewsletter [13] https://www.seangoedecke.com/ad= dicted-to-being-useful/?utm_source=3Dtldrnewsletter [14] https://muratbuf= falo.blogspot.com/2026/01/agentic-ai-and-mythical-agent-month.html?utm_sour= ce=3Dtldrnewsletter [15] https://jobs.ashbyhq.com/tldr.tech/3b21aaf8-dea5= -4127-be71-602d30e5001e?utm_source=3Dtldrnewsletter [16] https://jobs.ash= byhq.com/tldr.tech/3b21aaf8-dea5-4127-be71-602d30e5001e [17] https://gith= ub.com/puffinsoft/syntux?utm_source=3Dtldrnewsletter [18] https://www.str= angeloopcanon.com/p/the-tragedy-of-the-agentic-commons?utm_source=3Dtldrnew= sletter [19] https://www.jbecker.dev/research/prediction-market-microstru= cture?utm_source=3Dtldrnewsletter [20] https://dri.es/software-as-clay-on= -the-wheel?utm_source=3Dtldrnewsletter [21] https://arstechnica.com/tech-= policy/2026/01/netflix-to-pay-all-cash-for-warner-bros-to-fend-off-paramoun= t-hostile-takeover/?utm_source=3Dtldrnewsletter [22] https://pipenet.dev/= ?utm_source=3Dtldrnewsletter [23] https://refer.tldr.tech/66662a80/ [24= ] https://hub.sparklp.co/sub_e87ba9c7d7c0/1 [25] https://advertise.tldr.t= ech/?utm_source=3Dtldr&utm_medium=3Dnewsletter&utm_campaign=3Dadvertisecta= [26] https://jobs.ashbyhq.com/tldr.tech [27] https://jobs.ashbyhq.com/= tldr.tech/c227b917-a6a4-40ce-8950-d3e165357871 [28] https://www.linkedin.= com/feed/update/urn:li:activity:7401699691039830016/ [29] https://twitter= ..com/tldrdan [30] https://twitter.com/SteveFlanders22 [31] https://tldr= ..tech/tech/manage?email=3Dtldrnewsletter%40synchro.net [32] https://a.tld= rnewsletter.com/unsubscribe?ep=3D1&l=3Dcfa2d55a-b7be-11e8-a3c9-06b79b628af2= &lc=3D265280dc-d4e0-11f0-a661-1b9fa34a893d&p=3D73b9ed06-f6aa-11f0-9c4b-db93= 33cbb606&pt=3Dcampaign&pv=3D4&spa=3D1768993280&t=3D1768994630&s=3D267c503e3= 5c3ace05105e0a425499cb782d228f5edaa55587dcef66ce1d1630b --1hM0HK0q Content-Type: text/html; charset=utf-8 Content-Transfer-Encoding: quoted-printable =09=09 =09=09 =09=09 =09=09 =09=09TLDR =09=09 =09=09 =09=09 =09=09 =09 =09 =09=09
Elon= Musk's lawsuit against OpenAI has unveiled over 200 documents that of= fer an inside look into the relationship between OpenAI and Microsoft = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C = =E2=80=8C  =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C=  =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C=  =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C=  =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C=  =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C =E2=80=8C=  =E2=80=8C =E2=80=8C 
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Together With =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =093D"Microsoft
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TLDR 2026-01-21

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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Feel like your tabs have ta= bs? (Sponsor) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Developer tool sprawl is real. You've g= ot one tab for logs, another for metrics, half a dozen for cloud services, = and somewhere in there is the code you're actually trying to ship.

=F0=9F=AB=A3 Stop playing hide-and-seek with your tools. Microsoft Azure brings together ev= erything you need to build and run software in a single workspace.

=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09

Goodbye, hunting for the right dashboard. Hello, one unified view= =E2=80=94and a faster path to innovation.

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Simplify your sta= ck with Azure =E2=86=92 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09

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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Big Tech & Startups =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The Microsoft-OpenAI Files:= Internal documents reveal the realities of AI's defining alliance (27 minu= te read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Elon Musk's lawsuit accusing OpenAI and= its CEO Sam Altman of abandoning the nonprofit mission has unveiled over 2= 00 documents that offer an inside look into the relationship between OpenAI= and Microsoft. Musk, an OpenAI co-founder, is seeking up to $134 billion i= n damages, with a jury trial scheduled for this Spring. The files reveal ho= w Microsoft pursued, rebuffed, and backed OpenAI at various moments over th= e past decade. The previously undisclosed emails, messages, slide decks, re= ports, and deposition transcripts show how Microsoft ultimately shaped the = course of the lab that launched the generative AI era. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 X open sources its algorith= m while facing a transparency fine and Grok controversies (6 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 X has open sourced its algorithm, givin= g the world a peek behind the company's algorithmic curtain. The site's alg= orithm considers engagement history and surveys recent in-network posts whe= n finding content for individual users. It conducts a machine-learning-base= d analysis of 'out of network' posts that it believes the user might also f= ind appealing. The algorithm then filters out certain kinds of posts, as we= ll as content deemed too violent or spam-like, and ranks the content based = on what it thinks users will find most appealing. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Moderna, Merck Report Posit= ive Results From Cancer-Vaccine Study (1 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 In a Phase 2b trial, Moderna and Merck'= s cancer vaccine reduced the risk of relapse or death in melanoma patients = by 49% when used in combination with Merck's immunotherapy Keytruda, compar= ed to when using Keytruda alone. The results illustrate mRNA's potential in= cancer care. The treatment continues to demonstrate sustained and clinical= ly meaningful improvement. The companies are currently running eight Phase = 2 and Phase 3 clinical trials across multiple tumor types. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The first commercial space = station, Haven-1, is now undergoing assembly for launch (14 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The International Space Station is due = to be decommissioned in less than five years, but NASA has yet to formally = publish rules and requirements for a potential replacement. There are curre= ntly four main contenders for NASA's commercial space station program: Voya= ger Technologies, Axiom Space, Blue Origin, and Vast Space. NASA is expecte= d to select one or two of these companies for contracts later this year. Th= is article contains an interview with Vast's chief executive, Max Haot. Vas= t is currently building a smaller interim space station capable of short-du= ration stays called Haven-1. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Programming, Design & Data Science =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =F0=9F=93=8A How many dashb= oards is too many? (Sponsor) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Every new monitoring tool, service, or = "quick integration" adds another dashboard to the pile=E2=80=94and before y= ou know it, you're spending more time switching between tools than actually= building. With Microsoft Az= ure, your entire stack lives in one workspace: infrastructure, d= ata, AI, and more. See how A= zure brings it all together =E2=86=92 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 MCP, Skills, and Agents (10= minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Harnesses are constantly improving by i= terating on what works well. However, every time someone releases a new beh= avior, the thought leaders of the internet determine that it has replaced a= ll previous functionality. Developers should try both skills and MCP to lea= rn the fundamentals of how the technology works and what that means for man= aging the context window. How the technologies shift in the future depends = entirely on the workflows they help people solve. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Skills.sh (Website) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Skills are reusable capabilities for AI= agents. This site contains an open agent skills ecosystem with a collectio= n of skills anyone can install with a single command to enhance their agent= s with access to procedural knowledge. The site contains thousands of skill= s. The index is searchable and shows how many times each skill has been ins= talled. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 I'm addicted to being usefu= l (5 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 People think software engineers are add= icted to being useful, driven by an addiction to solving puzzles, or drawn = by power and money. What actually motivates software engineers is often mor= e of an internal compulsion. It's worth figuring out what really motivates = you so that you can harness that compulsion most effectively. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Agentic AI and The Mythical= Agent-Month (6 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The concept of 'Scalable Agency', where= a developer could theoretically spin up thousands of agents to complete ta= sks faster, relies on a flawed assumption that software engineering is an e= mbarrassingly parallel task. Context loading is not the same as common know= ledge, and reading tokens is not the same as understanding the causal chain= of changes across a system. Adding manpower to a late software project mak= es it later. Multi-agent systems do not escape this law, they simply hit th= e wall of state-space explosion faster than humans do. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Quick Links =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 TLDR is hiring a Senior Sof= tware Engineer, Applied AI ($200k-$300k, Fully Remote) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 As the first engineer on TLDR's new App= lied AI team, you'll build AI agents and composable Claude Skills to let no= n-technical teammates create their own AI workflows. Lea= rn more. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 syntux (GitHub Repo) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 syntux is a generative UI library that = is consistent and flexible. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The Tragedy of the Agentic = Commons (18 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 AI agents help facilitate better match = quality through centralized mechanisms in 'thin' markets. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 The Microstructure of Wealt= h Transfer in Prediction Markets (26 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Prediction markets are creating a syste= matic wealth transfer, where impulsive Takers pay a structural premium for = affirmative outcomes while Makers capture an 'Optimism Tax' simply by selli= ng into this biased flow. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Software as clay on the whe= el (6 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Just like when working with clay, when = software doesn't work, you throw it back, refine it, and spin again until i= t's right. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Netflix to pay all cash for= Warner Bros. to fend off Paramount hostile takeover (8 minute read) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 Netflix originally planned to buy each = Warner Bros. share with $23.25 in cash and $4.50 in Netflix stock, but it h= as amended the deal to sweeten the offer for shareholders. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 pipenet (Website) =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09 pipenet is an alternative to localtunne= l that bundles client and server to host self-hosted tunnel infrastructure = for full control over security, domains, and availability. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= =09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Love T= LDR? Tell your friends and get rewards! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09

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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Share = your referral link below with friends to get free TLDR swag! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09https://refer.tldr.tech/66662a80/ =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Want t= o advertise in TLDR? =F0=9F=93=B0 =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09

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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09If you= r company is interested in reaching an audience of tech executives, decisio= n-makers and engineers, you may want to advertise with us. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Want t= o work at TLDR? =F0=9F=92=BC =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09

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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09= Apply here, =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09create your own role or send a friend's resume to jobs@tldr.tech and get= $1k if we hire them! TLDR is one of Inc.'s Best Bootstrapped businesses of 20= 25. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09If you= have any comments or feedback, just respond to this email! =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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T= hanks for reading, =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Dan Ni & Stephen Flande= rs =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09Manage your subscriptions to our other newsletters on tech= , startups, and programming. Or if TLDR isn't for you, please unsubscribe. =09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09=09
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=09 3D"" --1hM0HK0q-- .