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With @Solana, we create open, verifiable, and market-driven research journals. Publish affordably and cite transparently.

Solana, FL
Joined April 2025
Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)Photo by openQuanta (@openQuanta)
openQuanta retweeted
To search the Medicaid Provider Spending dataset: 1. Download it (10.32 GB) from the HHS Open Data platform at healthdata.gov (search for "Medicaid Provider Spending"). 2. It's aggregated tabular data (likely CSV) by provider, procedure code, month (2018-2024). 3. Use Python for analysis: import pandas as pd; df = pd.read_csv('file.csv'); # Filter e.g., df[df['procedure_code'] == 'code'] or df[df['provider_id'] == 'id']. For large files, use Dask. 4. To detect anomalies like fraud, group by code/location and plot trends with matplotlib.
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openQuanta retweeted
Today the HHS DOGE team open sourced the largest Medicaid dataset in department history. This dataset contains aggregated, provider-level claims data for a specific billing code over time. For example, using this dataset, it would have been possible to easily detect the large-scale autism diagnosis fraud seen in Minnesota. Download the data yourself: opendata.hhs.gov
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openQuanta retweeted
Replying to @PhysInHistory
The absence of citations doesn’t mean Einstein worked in isolation or that his work was biased. At the time, citation norms were different, especially in theoretical physics. His arguments stand on logic, mathematical consistency, and empirical testability which we all know as the real validators. A solid foundation doesn’t require constant attribution when the framework is already part of the field’s shared knowledge. Einstein demonstrated full command of that foundation and took end-to-end responsibility for the proof. The fact that his conclusions were later verified independently is the strongest evidence that the work wasn’t even fiction, bias, or guesswork. It's obviously a rigorous execution.
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openQuanta retweeted
This is one understanding I wish still influence modern day mainstream academia. Very interesting.
Replying to @PhysInHistory
The absence of citations doesn’t mean Einstein worked in isolation or that his work was biased. At the time, citation norms were different, especially in theoretical physics. His arguments stand on logic, mathematical consistency, and empirical testability which we all know as the real validators. A solid foundation doesn’t require constant attribution when the framework is already part of the field’s shared knowledge. Einstein demonstrated full command of that foundation and took end-to-end responsibility for the proof. The fact that his conclusions were later verified independently is the strongest evidence that the work wasn’t even fiction, bias, or guesswork. It's obviously a rigorous execution.
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Past, present, and future may all exist at once. Here’s why your experience of “now” might be a mental glitch. What if time doesn’t actually move? Philosopher Adrian Bardon proposes that our sense of time “flowing” is just a mental glitch—a cognitive construction rather than a feature of the universe itself. In his latest book, Bardon draws on physics and neuroscience to argue that our perception of time is not about time itself, but how our brains interpret change. Much like we don’t see infrared light or hear ultrasound, we don’t perceive time directly—we manufacture the experience internally. This idea aligns with modern physics. Einstein’s theory of relativity shattered the concept of an absolute present, showing that time is relative depending on your speed and position. Today, physicists often describe the universe as a four-dimensional “block” where past, present, and future all coexist. In that model, nothing actually flows; instead, we experience different slices of reality as if we’re flipping through the frames of a film. Bardon suggests that our brains impose the illusion of movement—just like they assign color to wavelengths or pain to injury—giving us a narrative of time that feels real, but might not be. Source: Bardon, A. (2025). "What is time? Rather than something that ‘flows,’ a philosopher suggests time is a psychological projection." The Conversation.
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openQuanta retweeted
Replying to @PhysInHistory
This are creativity unmatched Researchers who never sleep What we know is just a drop What we don't know is a deep ocean _Isaacs Newton
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openQuanta retweeted
🚨Tonight is the first full Moon of the year, the Wolf Supermoon 🌕
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In so far as theories of mathematics speak about reality, they are not certain, and in so far as they are certain, they do not speak about reality. - Albert Einstein
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The future of AI is QUANTUM!
Mustafa Suleyman on why the AGI race is FAKE, the coming $1 million agent revolution, and Microsoft's ultimate plan for self-sufficiency. - The new Turing Test: agents turning $100K into $1M in the real economy - Containment > alignment in the short term - Why AI personhood is an extinction-level mistake - Short-term social unrest is inevitable - How AGI is bigger than math, science, or any single discovery (00:00) - The Evolution of AI and Microsoft's Role (09:12) - Economic Benchmarks for AI Agents (18:37) - The Future of AI in Science and Engineering (27:54) - AI Alignment and Containment Strategies (36:42) - Anthropomorphism and AI Personhood (46:10) - The Role of AI in Government and Society @mustafasuleyman is the CEO of Microsoft AI and a co-founder of DeepMind and Inflection AI. He joined me, @DavidBlundin, and @alexwg for a conversation on why the “AGI race” is a misleading frame, how AI agents will reshape the economy before they solve scientific problems, the potential for future social unrest, and why AI legal personhood is a red line for human survival.
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Researchers are increasingly moving away from publishing solely for academic recognition. Because, they're seeing their work as something that can engage with decentralized finance ecosystems - what we call DeSci. It's a model designed to enable authors to self-publish in ways that maximize both income and exposure, while retaining greater ownership over their research. We're building a community of onboarding researchers who are exploring this together; feel free to join. 👇
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In modern language, “quanta” means the smallest building blocks of something bigger. We see research papers, datasets, and ideas as those units of knowledge signals that collectively advance publishing.
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After 5 years in Solana, I honestly can’t believe we’re here selling out arenas for a crypto event. I’ve never seen anything like this. The Breakpoint venue is insane. The pop-ups are so clean and creative. All our favorite Solana brands are here. In my whole web3 journey, I’ve never been to an event like this. The energy is unreal. It really feels like the biggest event in crypto. Everyone is here. All my Solana friends, all the builders, every project you can think of. The whole ecosystem pulled up. It’s surreal to see how far we’ve come, I truly mean it. I felt a bit emotional looking at everything today. We have more users, more apps, more tech, more institutions, and more real usage than ever before. You cannot be bearish on Solana after experiencing this. This is the chain that’s going to run global finance. Everything is happening here. Solana is the everything chain.
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Thank you to everyone who joined us for MBC 2025. Watch the Day 1 recap below 👇 Produced by @SkyRiseLabs
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openQuanta retweeted
@openquanta is creating open, verifiable, and market-driven research journals.
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openQuanta retweeted
🎓Recruiting Ph.D. students for Fall 2026!🎓 We study commonalities & differences across brains, and how they relate to cognition, language, & disorders. We develop brain templates, improve hyperalignment, and compare human brains with monkey brains & DNNs.feilonglab.github.io/
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openQuanta retweeted
Replying to @EddyMamitlo
But here's what nobody says: being first with verifiable truth in public is the market. The gap between 'I was right' and 'I can prove I was right first' is the difference between respect and revenue.
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The real PhD experience: Excitement → Self-doubt → Breakthrough → Imposter syndrome → Confidence → Rejection → Existential crisis → Persistence → Repeat That graph isn't showing progress over time. It's showing your emotional state over the course of a single week. Research is 10% discovery and 90% managing your relationship with uncertainty. The ones who finish aren't smarter. They just stay in the cycle long enough to complete it.
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We realized that research shouldn't be about meeting expectations or producing papers, it should be rediscovering the curiosity that first drew us in. Researchers out there should reflect beyond the “publish or perish” mindset and shift from obligation to genuine inquiry #DeSci
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Don’t let your skills grow rusty Take that paper out of the drawer and polish the abstract. Every piece of meaningful work deserves recognition, and reputation. Get ready to publish on an independent, market-driven platform powered by the @solana
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