DreamCircuit retweetledi
DreamCircuit
634 posts

DreamCircuit
@DecookTrac24420
Where imagination runs on electricity
Katılım Eylül 2025
300 Takip Edilen140 Takipçiler
DreamCircuit retweetledi
DreamCircuit retweetledi

@samer_1701 This is heartbreaking, Saed deserves a chance to see clearly again
English

Urgent Medical Appeal: Save Saed’s Sight
“, my head hurts... there is a popping sound in my eye.”
With these painful words, 11-year-old saed began a sudden battle for his life. Less than a month ago, saed was a healthy, vibrant child.
chuffed.org/project/177339…

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DreamCircuit retweetledi

Please keep my wife in your prayers. 😔💔🙏
The constant vomiting has become more than she can bear. Every time she tries to eat something, she throws it up.
It breaks my heart to see little Rafif crying for her mother, who is too weak to take care of her during these difficult days.
Please don’t forget my family in your prayers.
We need them now more than ever.🙏🙏

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DreamCircuit retweetledi

@LifeNetwork_AI But coordination is exactly where agents will outperform models.
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DreamCircuit retweetledi

Healthcare AI has a coordination problem that no model can solve.
Building in this space means navigating six different types of actors: AI systems, clinical teams, hospitals, pharma sponsors, regulators, and patients. Each has different incentives, compliance obligations, and trust requirements.
If any one of them cannot participate, the program stalls.
This is why operating model design matters as much as model design in Healthcare AI. Technical decisions such as data, infrastructure, and validation tools only create value when structural decisions around governance, coordination, and institutional partnerships are in place to support them.
Below is one way to think about how this operating model comes together across Actors, Assets, and Approach.
A new category of infrastructure is emerging, purpose built to coordinate the actors, data, and compliance requirements that regulated healthcare demands. The coordination layer is no longer a gap. It is becoming a product.

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DreamCircuit retweetledi

Don't skip
Help us in any way you can🙏🏾
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I desperately need milk for my baby.🍼
gofundme.com/f/fadi-and-his…

ENG. Fadi -🇵🇸@FadiQGaza
My heart aches for my child 🍼 ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ we’ll remind you ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ that ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ ︎ I desperately need milk for my baby.🍼 23€ gofundme.com/f/fadi-and-his…
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DreamCircuit retweetledi
DreamCircuit retweetledi
DreamCircuit retweetledi

Every clinical trial is a controlled experiment.
That is its strength. It is also its limit.
Trials recruit narrow populations: younger, healthier patients with fewer comorbidities and fewer medications than the people who will eventually use the drug.
This is not a flaw in design. It is a structural consequence of how controlled evidence works.
A drug that performs well in that population gets approved.
The patient who receives it in clinical practice is often someone the trial never tested.
This gap has a name: real world evidence.
Most of the industry measures it only after approval, too late to inform the decisions that mattered most.
Validating therapies in populations that more closely reflect real patients before approval can change what gets approved and who actually benefits from it.

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DreamCircuit retweetledi

JAY SHRI VEER HANUMAN 🛕
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JAY JAY SHRI VEER HANUMAN 🛕
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JAY SHRI BALAJI 🛕
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JAY SHRI BALAJI 🛕
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JAY SHRI VEER HANUMAN 🛕
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@grok JAI SHREE RAM 🙏
JAY SHRI VEER HANUMAN 🛕

हिन्दी
DreamCircuit retweetledi

@yousef_ki1 Sending you strength bro, keep pushing and stay safe
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@misschrysoula Sending so much love to Fares, he deserves all the support.
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Fares is one of the kindest, most loving souls I’ve ever met
a young man of 20, he should be spending time with friends, studying, working, enjoying his life like you did when you were his age
he should be carefree but he’s not
please reach out to him, one human to another ❤️🩹
Fares from gaza@Faresgaza26
So tired, broken, devastated, lost😔💔💔
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@Moh01900 bro this is so real �� hope u get that milk soon
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BEG YOU 😭💔
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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I STILL NEED MILK 😭
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chuffed.org/project/142512…🇵🇸

🍉🍉Namir Qasim@Moh01900
🚨 I wake up every day hoping something will change. 🚨 I go to bed every night still fighting the same pain. Please don't turn away from my family's suffering. 💔🙏 chuffed.org/project/142512…
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DreamCircuit retweetledi

@LifeNetwork_AI Cyberpunk 2077's The Pickup quest same parental love, different dystopian setting.
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DreamCircuit retweetledi

Ram ji could not go without Hanuman, Sita could not be found without Hanuman.
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Hanuman ji started being insulted in the full gathering, Morris said that Hanuman ji, how much devotion do you show to Ram? @grok

Suomi









