Top Tweets for #systemBuilders
๐ค Al's next phase is not fundamentally about making models smarter. It is about making intelligence deployable through interoperable systems.
Via @Khulood_Almani
#AI #SystemBuilders
๐จ ๐ช๐ต๐ ๐ฎ๐ฟ๐ฒ #๐๐ ๏ฟฝ๏ฟฝ๐ฟ๐ผ๐ท๐ฒ๐ฐ๐๐ ๐ณ๐ฎ๐ถ๐น๐ถ๐ป๐ด ๐ถ๐ป ๐ฎ๐ฌ๐ฎ๐ฒ?
ูู
ุงุฐุง ุชุชุนุซุฑ ู
ุดุงุฑูุน #ุงูุฐูุงุก_ุงูุงุตุทูุงุนู ูู 2026 ุฑุบู
ุงูุงุณุชุซู
ุงุฑุงุช ุงูุถุฎู
ุฉุ
After 3๏ธโฃ years of hype, valuations & โagentโ promises โคต๏ธ
๐ฏ ๐ฅ๐ฒ๐ฎ๐น๐ถ๐๐ ๐ถ๐ ๐ต๐ฒ๐ฟ๐ฒ!
Itโs not about better prompts.
Itโs about ๐ถ๐ป๐ณ๐ฟ๐ฎ๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ, ๐๐ฎ๐น๐ฒ๐ป๐ & ๐ฒ๐ฐ๐ผ๐ป๐ผ๐บ๐ถ๐ฐ๐.
Save this ๐
Hereโs what actually shifts in 2026 โคต๏ธ
๐ฐ 1๏ธโฃ ๐ง๐ต๐ฒ ๐๐ฎ๐ฝ๐ฒ๐
๐๐ผ๐ฟ๐ฟ๐ฒ๐ฐ๐๐ถ๐ผ๐ป
AI spending > $400B/year
Revenue? Still unclear.
โ Capital discipline โ survival
โ Efficiency โ beats hype
โ ๐ฅ๐ข๐ > ๐ฒ๐
๐ฝ๐ฒ๐ฟ๐ถ๐บ๐ฒ๐ป๐๐
โก 2๏ธโฃ ๐๐ป๐ณ๐ฟ๐ฎ๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ > ๐๐๐ฝ๐ฒ
The real AI battle isnโt deepfakes.
Itโs data centers, energy & compute.
โ Compute โ strategic power
โ Energy โ scalability
โ ๐๐ป๐ณ๐ฟ๐ฎ๐๐๐ฟ๐๐ฐ๐๐๐ฟ๐ฒ > ๐๐ถ๐ฟ๐ฎ๐น
๐ง 3๏ธโฃ ๐ง๐ฎ๐น๐ฒ๐ป๐ ๐ฅ๐ฒ๐ฎ๐น๐ถ๐๐
Everyone wants AI engineers.
Few can ship real systems.
โ Domain depth โ critical
โ Production โ rare
โ ๐๐
๐ฒ๐ฐ๐๐๐ถ๐ผ๐ป > ๐๐ถ๐๐น๐ฒ๐
๐ข 4๏ธโฃ ๐ง๐ต๐ฒ ๐ฉ๐ถ๐ฟ๐๐๐ฎ๐น ๐๐บ๐ฝ๐น๐ผ๐๐ฒ๐ฒ ๐๐ฟ๐ฎ
AI moves from assistant โ operator.
โ Software replaces repetitive work
โ Senior leverage โ increases
โ ๐๐๐๐ผ๐บ๐ฎ๐๐ถ๐ผ๐ป > ๐ต๐ฒ๐ฎ๐ฑ๐ฐ๐ผ๐๐ป๐
๐ก ๐ง๐ต๐ฒ ๐ฟ๐ฒ๐ฎ๐น ๐ฝ๐ฟ๐ผ๐ฏ๐น๐ฒ๐บ:
Most companies donโt lack AI ideas.
They lack the ability to ๐ฒ๐
๐ฒ๐ฐ๐๐๐ฒ.
๐ก๐ ๐ ๐ง๐ฎ๐ธ๐ฒ:
2026 separates
๐๐ ๐๐๐ผ๐ฟ๐๐๐ฒ๐น๐น๐ฒ๐ฟ๐
from
๐๐ ๐๐๐๐๐ฒ๐บ ๐ฏ๐๐ถ๐น๐ฑ๐ฒ๐ฟ๐.
The winners arenโt louder.
Theyโre more disciplined.
Agree or disagree? ๐๐ง
#AIAgents #SovereignAI #AILeadership
@enilev @Jagersbergknut @TysonLester @CurieuxExplorer @GlenGilmore @FrRonconii @chidambara09 @jeancayeux @mvollmer1 @Nicochan33 @RLDI_Lamy @pchamard @mikeflache @EchoofLight11 @Fabriziobustama @Mack1510019 @PawlowskiMario @drsharwood @kalydeoo @baski_LA @AnthonyRochand @smaksked @Eli_Krumova @andresvilarino @gvalan @AI_4_Healthcare @bimedotcom @arlenenewbigg @NewsNeus @domingonarvaez1 @jornalistavitor @jblefevre60 @thomas_dettling @FmFrancoise @nafisalam @Mhcommunicate @Corix_JC @c4trends @smoothsale @amalmerzouk @PVynckier @bbailey39 @SiddharthKS @NathaliaLeHen @jasuja @ralf_ladner @mary_gambara @domingonarvaez1 @jornalistavitor
Your architecture diagram shouldn't become outdated the moment your system changes.
If the code changes but the diagram doesn't, how long before the team stops trusting the diagram?
Thatโs the problem Canvarch is built to solve.
#Canvarch #SystemArchitects #SystemBuilders
Quick question.
When you need to explain a system to someone, what do you do?
Draw it?Write it down? Or just talk it through and hope they get it?
Curious how most people handle this.
#Afriment #SystemArchitectures #Systemdevelopers #Systembuilders @Newbie @Solobuilder
Some use systems.
Others build them.
BTCEN isnโt just part of the ecosystem, itโs shaping how it works.
From real-world actions to digital rewards,everything is connected.
#SystemBuilders #NextGenEconomy #Web3Design #DigitalValueFlow #BTCEN
"For people who want to be #programmers or #systemBuilders , what I would advise is to learn as much #math as they can.ย
Not as much math in the sense of topics of mathematics like esoteric math, but to develop a facility with #mathematicalThinking .ย
Bโฆhttps://t.co/NoIz7UONNk
Trading System builders with coding experience
1. Amibroker (King )
2. Tradestation
3. Multicharts
4. Ninja Trader
5. MT4
#SystemBuilders #TradingSystemBuilder #Quant
What is systems change? What do global funders fund? We report first insights 2020, w/ @paulosavaget @skollCentre team, w/ focus on Ostrom governance of the commons and #systembuilders. Social Innovation Series: Marc Ventresca https://t.co/jd1V2aDpy9 via @USCPriceCSI @cbeckman
Great convo today @nanasmiley. I got you!
Time to #disruptthesystems that got us here. We are #Systemsthinkers #SystemBuilders
Celebrating your #superpowers ๐ฅ
WD Black PC HDD | High Performance, Capacity, and Reliability for Your Computing Needs
๐ https://t.co/zAOovjveea
#WesternDigital #HDD #Gamers #systembuilders #WD Western Digital @westerndigital
Remember, while the #earth remain, #seedtime and #harvest, and cold and heat, and summer and winter, and day and night shall not #cease
#wonderfilledweekend
#seasons #times #sonsofIsaachar
#gatesofwisdom #authority #decadeofdecision #systembuilders
#ApostleMaxwellMordi
@TWeiston @Little1971Kelly @1965Nupe @DoveSoars @maininitiative @BreeNewsome @uchangenow @patrickpat803 @cave313 @donthomas_2018 @SteveVassor @CitiesUnited We are #SystemBuilders. If we don't claim it who will? #ChangeTheNarrative - We are #MyBrothersKeeper
Nothing grows without #Intentionality. We must find ways to make connections,cultivate the soil to ensure, together, we build a better system to re-invent a better world. We are #SystemThinking #SystemBuilders. #SustainableDevelopment is the way forward. #GA2019 #LiberationIsFree
We are delighted to share our insights with all #systembuilders that want to make a positive impact in the world. #SDGs #purpose #oxdsi
New working paper from @MicheleScatta and me that identifies lessons from incumbent crowdfunding models to design a platform that directs donations to address SDG priorities: https://t.co/omFHmYrzV8 #oxSI #oxDSI #systemchange
A final #DipSI study session before we submit our assignments @OxfordSBS. Thanks for organising @aknotay! Such a joy to catch up with everyone and share concepts, frameworks and ideas. ๐ #systembuilders
@JEFordNCTOY @RomainEsq #LegendaryCourage #SystemThinkers can change the narrative. #SystemBuilders can support taking action. #KnowledgeIsPower #OnlyWhenApplied #KnowBetter #DoBetter
#YMCA #SystemThinkers & #SystemBuilders bringing shared practices and bringing life to #SocialResponsibility : #DeepThinkers #SocialEntrepreneurs Rallying 4 The Cause. How do we demonstrate impact #YforAll ?
#Dreamers are established members of our communities. @ymca uniquely equipped to serve. We must stand with them as they are us! #DefendDACA https://t.co/T2YI93R0hV
If we are being the most effective & efficient, we are #systembuilders @HarvardBiz : Nice reminder @IamMVH @michaelfarrisjr @erikalcarney https://t.co/XxApmLXUw6
When youโre pressured to make a choice fast, you may fall victim to a flawed process, says @thedatadoc1 https://t.co/x6r3u3ajth
Great article from Jennifer in @pcr_online and she's only been @CMSDistribution a few months. #SSD #systembuilders #HDD #Storage https://t.co/ksL1nkSAD9
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