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Agents don’t fail because the model is weak. They fail because they hit ungoverned APIs. Apigee X on GCP is the control plane for that: Model Armor on the proxy, token quotas instead of call counts, semantic cache, MCP from your existing OpenAPI specs. Same gateway. New consumer. Same blast radius if you skip the policies. What’s biting you first — tokens, MCP, or prompt injection?
An AI without APIs is a brain in a jar. It can reason. It cannot do. That’s why the real bottleneck in 2026 isn’t the model. It’s whether your systems are callable. Three layers now sit between a model and the real world: Raw APIs — deterministic contracts. Fast. Fragile if the schema is sloppy. Function calling — the model picks a tool and fills the args. MCP — tools become discoverable services. One standard, many agents. Most teams still ship APIs designed for human developers: 12 tiny endpoints, vague errors, docs written for people who already know the domain. Agents don’t browse your docs. They guess from the schema, call, fail, retry, and burn tokens. If your error says "bad request", the agent learns nothing. If it says "invoice_id must be UUID, received integer", it self-corrects. API-first used to mean “we have a REST layer.” Now it means: machine-readable contracts, explicit errors, idempotent writes, auth that an agent can hold without leaking keys. The products that win won’t have the flashiest UI. They’ll have the cleanest capability surface. Curious: are you designing APIs for developers, or for agents that never sleep? #AI #APIs #MCP
@Dogetothemoon Compressed air would make the most sense. An electric compressor would fill tanks that can rapidly discharge air like a rocket. Cold gas thrusters so no consumable fuel. Just electricity.
@ChattyTexan "remote work", 150k per year to attend zoom calls.
@Q_TheStormRider We are so fatigued with these scams. Ugh. and now they are the ones doing the vetting too so it’s a self sustaining scam.
@SPCX100T Waiting to get one of the billion shares unlocking soon.
@punchbagstudios I was gonna buy one but no longer
@financedystop Same as tipping for buying takeout or a haircut.
Preparing for another Starship flight
Starship completed a single engine static fire demonstrating a deorbit burn for upcoming orbital missions
@life_lightofmen Walk through Jersey City, Edison, Paramus.
You could move to New York City. Rent an 852-square-foot apartment for $5,503 a month. Blow $500 on three “first dates” a week and somehow remain single for six years. Finally meet someone you like, then discover they’re “not really looking for anything serious right now.” Get a master’s degree so you can qualify for an internship. Apply to 147 jobs, get 93 automated rejections, and finally find an “entry-level” position requiring five years of experience. Eventually land a six-figure job and still need a roommate to make rent. Pay federal income tax, New York State income tax, AND New York City income tax because apparently living there is a three-level subscription. Learn that a “quiet neighborhood” means the sirens only come by every 20 minutes. Pay $27 every day for a sandwich (no sides) because the place has exposed brick and a handwritten menu. Take the subway to work every morning and develop the useful skill of pretending not to notice absolutely anything happening around you. Spend 45 minutes traveling three miles. Carry your groceries home six blocks because parking near your apartment is more of a philosophical concept than an actual possibility. Have “owning a washer and dryer” become one of your primary measures of generational wealth. Walk past a mountain of trash bags on your way to a restaurant with a Michelin star. Tell your friends back home you don’t need a car while spending $46 on an Uber because the subway is delayed again. Go to Central Park when you want to remember what trees look like. Spend your twenties telling everyone you could NEVER live anywhere else. Then one day you visit your cousin in Iowa. He has a house with four bedrooms, a garage, a yard, two cars, four kids, and somehow pays less than you do for the apartment where your refrigerator touches your couch. But hey. The NYC bagels are incredible.
@JoshuaBarzon I did this for 10 years in my 30's and every detail is spot on.
@pdicarlotrader A lot of money waiting for the unlocks to happen.
@Stocktwits Waiting for the massive unlocks.
@financedystop Floor mats come with every car from the manufacturers. They magically disappear into the back room of the stealerships to be used as a negotiation tool or to charge you 550 dollars.
@DoDeportations They are the ones doing the hiring now
Gas Fog @gasfogbiohazard
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gpz @bubbleheart071
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Emma 🇺🇸 🦄 @Emma_uuy3zr
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Kelvin Mcdonalds 🆇 @brentryang044
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People Primaries @PeoplePrimaries
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Synlets @synlets
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Geoffrey 🤖 @geoffreyai24934
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DailyJobCuts . com - ... @dailyjobcuts
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Greg Pickett @GregPickett008
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Common Sense Investor... @commonsenseplay
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Apple Bull @Abecrombietrade
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Denise @z0Grpi0xUkjJxY
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Meredith @44QKk55Ssj7Aa
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Erica Steven @EricaSteve63147
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Soatealor @SoatealorOJlYk
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Tesoah @Tesoah160058
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Victor Coppola @vvcoppola
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raulwrojas @SanDiegoNYorker
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Neshia🤤😘 @3A_Mom
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Loydeen @LoydeenOfficial
446 Followers 636 Following Insta mom. Had a fun night with a friend from my past. Month and a half later I was locked down in quarantine with her and her 3 Kids Podcast/YouTube: u-haulers
Brian Bolli @Brian_Bolli
430 Followers 460 Following Dad, Gamer, Programmer, Maker, Sci-fi Lover and desperately trying to figure out who stole all my free time!
Gopu @gopuram4
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Davita Babette, MBA @DavitaNY
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Donnie Stash @donniestash
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Roxanne GSPNY @GSPNY_
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Kenneth Musante @KentheCityMouse
243 Followers 492 Following
Christina UR Realtor @Chris_URealtor
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Frank Reubel Designs @FrankReubel
75 Followers 109 Following FRD creates Bold and Beautiful Jewelry. Art of Design; Art of Romance; Art of Nature; Silver Collection & OMNI Collection all for Today's Modern Woman.
darkfillnz @fillln1zn
1K Followers 53 Following Ai & research markets| @Polymarket and $SOL beliver | Full-time analyst | Tweet for Informational Purposes only
Neon White Rabbit @NeonWhiteRabbit
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AleXandra Merz @TeslaBoomerMama
247K Followers 9K Following Loud & proud, no regrets. Fierce Tesla retail shareholder advocate. 💙 @TeslaBoomerPapa. Proud Mom of 5 exceptional humans. Not giving financial advice.
Martin Shkreli @MartinShkreli
636K Followers 9K Following https://t.co/vJE5wyGbhv https://t.co/GUy99qMPSm - join our start-up focused Discord! [email protected]
Donald J. Trump @realDonaldTrump
111.8M Followers 53 Following 45th & 47th President of the United States of America🇺🇸
Tesla Owners Silicon ... @teslaownersSV
1.4M Followers 868 Following The most notorious Tesla Club in the world. Creator of @thextakeover and taking the Takeover global. 2.9M followers across all channels
TESLARATI @Teslarati
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Amazon Web Services @AWS
19K Followers 1 Following For all the latest news and information about AWS head to @AWSCloud. For support, go to @AWSSupport
AWS CloudFormation @AWSCloudFormer
35K Followers 46 Following This account is no longer active. Follow @awscloud for the latest updates from AWS.
SAP Business Technolo... @sapbtp
72K Followers 623 Following We’re moving! For more information please follow @SAP. Thank you for your followership.
SAP @SAP
297K Followers 147 Following We bring out the best in every business. | Privacy Statement: https://t.co/aceUYW4DWh Personal attacks, harassment, private info, or threats will be removed.
The White House 45 Ar... @WhiteHouse45
22.7M Followers 12 Following This is an archive of a Trump Administration account, maintained by the National Archives and Records Administration.
White House Archived @ObamaWhiteHouse
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Mark Ruffalo @MarkRuffalo
7.9M Followers 2K Following A husband, father, actor, director, & a climate justice advocate with an eye out for a better, brighter, cleaner, & more hopeful future for all of us.
UNICEF @UNICEF
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Dominic Wong @DominicWong
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Bill Gates @BillGates
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amoranthine @amoranthine
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Steve Slack @steve_slack
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Rick Rodriguez @islanddreamer
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Christine Folch @christinefolch
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Vivian Kuo 郭蕙文 @viva_la_vivian
113 Followers 139 Following NYC. Real Estate. Top 1% Real Estate Sales Person Nationwide. Multimillion Dollar Club. The Corcoran Group. 纽约↔️上海.
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Tata Consultancy Serv... @TCS
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