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Information has the power to shape situations. In fact, it can even give rise to new situations altogether.

It's important to recognize that at the core, all problem situations are essentially rooted in information or data challenges.

The world we live in is dataecstasy. Mastering it will yield boundless possibilities and opportunities.

This is the key to all productivity.
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Majority of people in a capitalistic society are either slaves or prisoners.

Most men belong to this category.
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- Governments think Men are disposable labors and Slaves.
- Corporate think Men are rats and slaves.
- Women think Men are slaves and slaves and dogs.
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People will continue to become software developer until they can’t anymore.
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Technology when combined with Capitalism create ultimate monopolies and super slaves.

It’s God creating stuff.
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The only concept that will come to bite you in your later years life is that your thinking that cost of living is just about money.

Know before it’s too late,

- cost of living in terms of time.
- cost of living in terms of energy.
- cost of living in terms of leftover focus and optimism.
- cost of living in terms of leftover physical health.
- cost of living in terms of mental health.
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People will aspire to work in IT and computers industry until they can not.

Think of why most people do not join physical labor industry or don’t go college for that?
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We as humans are destroying the societal balance and are breaking the social fabric at an accelerating pace.

This is so anti-humanity and anti-life.
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Humans are increasingly being outrun by AI agents in both input and output capabilities and bandwidth, just as the comparison in throughput and intelligence between the two becomes more and more apparent.

Industry is poised to forgive AI and punish humans or rather make AI the judge. Human folly is neither ignored nor forgiven—it is scrutinized, mocked, ridiculed, punished, and left unrewarded, even when it stems not from error but from something positive that has been misrepresented.

Interestingly, even the mere perception of AI agents availability could be so impactful even when they might be early stages in delivering any meaningful value.

I am in favor of AI agents but I think human conditioning is grossly neglected and abused.

Also I would say, build your own AI and train local models else AI will speak and decide on your behalf. I see this issue with Gemini on everyday basis with opinionated answers or imposing beliefs which could be very detrimental to immature minds in foundational age groups.

In essence, protect your will, choice and consciousness.
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We don't have good social media platform yet.

Strange, isn't it?
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Healthcare is a way big trend than AI which is just waiting for its time when gap of rich and poor get greater than threshold width where Earth as planet can get reset.

Remember AI will bring abundance but not to you(not to many). Build wisely.

Earth will belong to Riches and to those from the left overs who are compassionate and can dare to live without killing each other.
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"There will be no peace until everyone's share of happiness is equal,
No one should have too much, and no one should have too little."
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The question of when America will officially enter a recession is certainly worth considering. 🤔 It reflects a gradual economic decline that continues to line the pockets of the wealthy. 💰

What an impressive design for the governance model. 🎭

It's no surprise that people seek power, even without the competence or genuine passion to address what needs fixing. 🏛️

Perhaps the goal is not to ever solve a problem but to position yourself in a way that ensures personal immunity, no matter the challenges the country is going through. 🛡️ This approach allows them (leaders, politicians, and the wealthy) to thrive even in times of national decline, securing success regardless of the circumstances—often at the expense of the broader population. 📉

You can be patriotic, but for them, you're just a headcount. 🇺🇸👤
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♖♘♗♕Vishal Sinha♕♗♘♖ retweeted
We reject: kings, presidents, and voting.
We believe in: rough consensus and running code.

—David Clark, 1992
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No matter what you say about productivity, efficiency, or AI transformation — it almost always boils down to one thing: headcount reduction.
Organizations adopt AI to automate what was once manual, cut costs, and do more with less. The talk about “freeing up employees for more creative tasks” sounds good on paper, but in practice, it usually translates to fewer people doing more work — or fewer people, period.
And here’s what makes this trend even more pronounced: Large-scale layoffs often start with dominant tech companies — the Googles, Metas, and Amazons of the world. These firms are extremely capital-intensive, operate with near-monopolistic power, and are stacked with internally built tools and frameworks that automate everything from deployment to compliance.

When these giants initiate layoffs, it sets the tone for the entire industry.
Their decisions serve as implicit permission for other companies — even those without the same financial pressure — to follow suit under the banner of “efficiency” or “AI readiness.” It becomes a signaling effect, not just a financial one.

What many overlook is that these tech leaders aren’t just cutting roles — they’re replacing layers of manual work and technical debt with AI-enabled systems and internal tooling. Their teams can spend relatively less time on safety, security, and governance, not because those aren’t priorities, but because these processes are already deeply embedded into their infrastructure.
This leaves room for faster innovation, fewer blockers, and — for the remaining workforce — a shift toward higher-leverage tasks. But let’s not get it twisted: the business case for AI is first and foremost about reducing the cost of labor. Everything else is secondary.
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While everyone is busy deepseeking, in the meantime why it hasn't stopped yet?
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Every country should have department of government efficiency DOGE.
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Remember thermite? Tough to ignite, but once it does, it cuts through steel effortlessly. That’s blockchain today—slow fuse, but when it catches, it won’t just complement existing power structures like AI does, it’ll break them down while being Transparent, borderless, unstoppable. It will de-risk AI and also perhaps lay out the foundation for safe and responsible AI. The real question: not if, but when it reshapes our entire world.
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♖♘♗♕Vishal Sinha♕♗♘♖ retweeted
Top 15 #Python Libraries for #Datascience - buff.ly/2qCz0Lx
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♖♘♗♕Vishal Sinha♕♗♘♖ retweeted
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