Zohran Mamdani has MORE of a right to be at the 9/11 ceremony than Rudy Giuliani, and more than trump. Reject this Islamophobia, America. PLEASE. 🙏

November 3rd can’t get here fast enough. Let’s go!

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So wonderful to see you Meta 🫂☺️ Thank you so much for putting together this Excellent Starter Pack of awesome Democracy Defenders 👊 🌊 💙 go.bsky.app/RhMYhFm

At 19, Memphis barber Darnell Wells set up a chair on the street and started cutting hair for free. His friend Zac Sherrod bought burgers so nobody left hungry. They expected two people. Darnell cut nine heads with five still waiting, and they handed out 30 burgers. 💈 #CommunityFirst

96 nights of marching. A fence blocking a beach at Zvërnec became Albania's biggest peaceful uprising since communism fell, against a Kushner-linked resort on protected coast. "Albania is not for sale." Rama says he won't step back. Neither will they. #Albania

In my testing, multi-step agentic workflows can hold up across substantially more than two or three steps when each stage has explicit state, constrained tool contracts, validation gates, retry logic, and a way to verify the previous step before proceeding.

Where things start to fall apart is when the system treats every intermediate output as trusted truth. A small error at step two becomes context for step three, then gets reinforced at step four, and eventually you have compounded drift rather than a single bad result.

The systems I trust most are therefore not just autonomous chains. They are closer to controlled execution graphs: plan, execute, validate, persist state, recover if necessary, then continue.

I also prefer deterministic code to handle anything deterministic, while the model handles reasoning, interpretation, and decisions.

So my answer would be: yes, agentic orchestration can absolutely survive a full multi-step task, but reliability comes from the surrounding architecture. Without verification and state control, drift is still very real.

Also, for the larger orchestration work I’m doing now, I’ve moved the model to Extra High reasoning. I’d rather spend more compute maintaining architectural consistency and validating each intermediate decision than let a weak assumption compound across a multi-stage build.

The $45B figure is the special treasury bond portion. The full package is 360 billion yuan (~$54B) across three state lenders and five insurers. It's the first time Beijing has extended special-bond recapitalization to insurers. Citi called it smaller than markets expected.

@metaresistance.bsky.social

Mrs. Betty Bowers@mrsbettybowers.bsky.social · 7d ago

When you claim renewable energies aren’t workable—but you attach solar panels to all your dystopian Flock surveillance cameras.

go.bsky.app/C7EHFN It’s always a good day to follow My ProDemocracy friends Labor day pack 💙💙

Taxpayers are paying for Trump’s narcissistic delusions.

Yes, but with an important caveat: the orchestration architecture matters more than the raw intelligence of the model.

80-year-old president dyes his hair and spends Labor Day manically posting AI memes to his failing social media platform Truth Social. Totally normal!

“Redistricting is construction, not sales,” Kincaid said in an interview Friday. “The other thing I tell people all the time is ‘politics is not the Field of Dreams.’ Just because you build it doesn’t mean they’re going to come.” @politico.com #redistrict www.politico.com/news/2026/09...

📌It's comical that with billionaires eating us alive, and paying off Republicans to batter our unions, keep wages as low as possible, and shitcan our benefits, we are "celebrating" Labor Day. We should be grieving for it.

The corruption and criminality of the Trump regime has been galling to so many of us who believed our country to have at least a certain base level of respect for the rule of law. #TrumpCrimeFamily

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Gov. @gavinnewsom.bsky.social: "He's not screwing around... he knows he's going to lose the election unless he rigs the election before one vote is cast. He will do whatever he can to take this election. The only thing that can stop him is all of you."

Hate crimes against marginalized groups are disgusting and flat out wrong. I’ve had my issues with Rahm Emanuel, but I agree with his main point here. Some context on the stats: 🧵

Here’s @NesrineMalik asking the right question — “🇮🇱 ministers keep telling everyone their brutal plans for Palestinians… why are these people not being taken at their word? Why is there no sense of urgency and outrage?” They are saying it out loud.

Israeli ministers keep telling everyone their brutal plans – so why doesn’t the world take them seriously? | Nesrine Malik

Schemes to forcibly remove Palestinians from Gaza are not being promoted by fringe voices. But the international community continues to avert its eyes, says Guardian columnist Nesrine Malik

theguardian.com

Someone called me a “cupcake” the other day. Next time someone calls you "cupcake" or tries to mansplain your own work, remember this: In 1970, there were 59 women in Higher Education for every 100 men. Now there are 112. #pinks