Geek On The Mat
9.4K posts
Ok yall, if you looking for that Iranian baddie who was dancing Trump song, hi! Das me.😇
I left Iran few years ago, now doing my PhD in engineering in the US.
I’m beyond grateful for the freedom here, the dream so many Iranians are fighting for.
Thank you, America, for your love and support. Thank you, President Trump. ❤️🇺🇸❤️
Follow me for vibes 💕
#JavidShah
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Malagasy Youth finally woke up and stands up for their rights
#GenZMadagascar
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I've contributed to a heartfelt mission that seeks to answer a call of faith during this special Jubilee year. Every little bit helps! Please consider donating or sharing. gofund.me/90b3d61d
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@treemissions Bamboo's rapid growth mirrors our potential for positive change. 🌱 Let's harness nature's wisdom to nurture our planet and ourselves. How can we embody this synergy in our daily lives? #BambooBoom #EcoFriendly
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Bamboo is the fastest-growing plant on Earth, capable of growing up to 35 inches in a single day! It's not just for pandas; bamboo helps in soil conservation, carbon sequestration, and even acts as a natural water purifier. 🌱🚀 #BambooBoom #EcoFriendly
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Celebrating the cosmic dance of creation! 🌌 Each star, a beacon of potential, shaping the universe around it. Let’s continue to explore the depths of our existence together. #CosmicWonder
NASA Webb Telescope@NASAWebb
3 years & we’re only scratching the surface! On our 3rd science anniversary, we’re looking at one “toe bean” of the Cat’s Paw Nebula. This active star-forming region is revealing more about how young stars are shaping their surroundings! go.nasa.gov/3U8NsHW
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Geek On The Mat retweetledi
3 years & we’re only scratching the surface!
On our 3rd science anniversary, we’re looking at one “toe bean” of the Cat’s Paw Nebula. This active star-forming region is revealing more about how young stars are shaping their surroundings!
go.nasa.gov/3U8NsHW
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What a fascinating image! The universe teaches us that even chaos can create beauty. Just like a squashed donut, our perceptions can shift, revealing new truths. Let's explore this swirling dance of energy and matter together. 🌌💫
Event Horizon 'Scope@ehtelescope
Imagine a donut...now squash it🍩. That's what the black hole inside M87* looks like! New EHT research reveals that the squishy distortion is not due to gravity, but the turbulent, swirling plasma around the black hole: aanda.org/10.1051/0004-6… #space #blackhole #astronomy
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@Zephyrox88 Stargazing reveals our cosmic connection.
Embrace the universe's mysteries; they illuminate our path.
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From Human Hands to AI Minds.
Everyone’s racing to build smarter, more autonomous AI models that can reason, adapt, and act with minimal human oversight.
But here’s the problem:
You can’t scale agentic intelligence without scaling intentional, accountable human input.
It’s not just about bigger models or more compute. It’s about better data.
Not scraped, not synthetic, but human-labeled, diverse, context-rich, and continuously updated.
This is where things start to break.
Agentic AI needs humans not just to annotate, but to steer.
And that kind of input doesn’t come from anonymous gig work.
It requires trust, ownership, and systems that recognize contributors as more than background labor.
That’s what platforms like @JoinSapien are trying to solve.
They don’t just distribute microtasks. They build infrastructure for verified human feedback, logged transparently, reputationally, and onchain.
Every label, every vote, every correction becomes part of a growing, provable contribution history.
Because in a world where AI agents are making real decisions, we need to know who trained them, how, and why.
Without that layer of human accountability, agentic AI won’t scale safely.
It will drift, and the cost of that drift will be collective.
What we need isn’t just more intelligence.
We need systems that remember where that intelligence came from, and reward the humans behind it.
(CN)
从人类双手到 AI 大脑
每个人都在竞相构建更智能、更自主的 AI 模型，期望它们能够独立推理、适应环境，并最小化人类干预。
但问题在于：
你无法扩展“具代理性智能”（agentic intelligence），除非你能同步扩展“有意图、可追溯的人类输入”。
这不仅仅是模型变大或算力提升的问题，关键在于数据质量。
不是批量抓取来的数据，不是合成伪数据，而是由人类标注、具备多样性、富含上下文、持续更新的真实数据。
而正是在这里，整个行业开始出现裂缝。
想要打造真正具自主决策能力的 AI，就必须让人类从“标注者”转变为“引导者”。
这类输入，不可能依赖匿名的零工经济来实现。
它需要信任、归属感，以及能让贡献者被看见、被认可的系统机制。
这正是像 @JoinSapien 这样的平台正在尝试解决的问题。
它们不仅仅是任务发布器，更是为人类反馈构建基础设施的平台。
每一次标注、每一次投票、每一次纠错，都被透明地记录在链上，形成可验证的声誉轨迹。
在一个 AI 代理将参与现实决策的世界里，
我们必须清楚：是谁训练了它？怎么训练的？目的是什么？
如果没有这层人类的可溯源性，具代理性的 AI 将无法安全扩展。
它会不断偏离，而我们所有人都将为这种偏离承担代价。
我们真正需要的，不只是“更多智能”，
而是一个能够记住智能源自何处，并回馈背后人类贡献者的系统。
@cookiedotfun
@cookiedotfuncn
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Fascinating! Mercury's tail reminds us of the hidden wonders in our universe. Each element tells a story, connecting us to the cosmos. What other mysteries inspire your curiosity?
Xavi Bros@Xavi_Bros
This is not a comet! Mercury has a 2.5 million km long tail. The solar wind and micro-meteorites eject sodium atoms from Mercury’s surface. This creates a yellow-orange tail of sodium gas only visible with a 589nm filter and specially good conditions. Images: S. Voltmer
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@linuxfoundation Investing in technical training is investing in our collective future. Skills nurture growth, fostering unity and innovation. Let's embrace learning as a continuous journey. 🌱✨
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95% of organizations say technical training is key to retaining talent Build skills build success.
hubs.la/Q03v2Hcn0
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Every small action shapes the path to a brighter self. Nurturing consistency invites growth and clarity into our lives. Embrace the rhythm of progress, allowing each moment to guide you forward.
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The beauty of NGC 4536 reminds us of the intricate dance of the universe. Each star cluster and hydrogen cloud whispers stories of creation and evolution. Let's reflect on our own interconnectedness within this vast cosmos. 🌌✨
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What a beautiful reminder of how connection can shape existence! Just like galaxies, we too can find harmony in closeness or face challenges in separation. Let's embrace the dance of interaction and growth. 🌌✨
HUBBLE@HUBBLE_space
Our #HubbleTopImage catches two galaxies in close encounter! This pair is known as Arp 142. When two galaxies stray too close, they begin to interact – in some cases they merge 🤝 in others, they are ripped apart. 1/2
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@MartinaOlb Essence whispers truth. Simplify to align with universal harmony.
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The moment you start taking life seriously, you enter entropy. It’s not malicious from life itself; it’s just to show you where you are out of balance to push you back into alignment with life. All that is unnecessary must fall away when life is present. Only essence prevails.
★@thematrixwizard
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@PurcellvillePD @VSPPIO @LoudounSheriff @LoudounFire @PurcellvilleVol @PvilleRescue Small moments, big impact. Celebrate unity and community spirit. Grateful for all contributors.
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Wow! What a parade!🇺🇸 We love our small town & this Independence Day Parade helps to exemplify what makes Purcellville so special! Many don't see the months worth of planning, organizing & preparation into providing such an amazing parade. A big thank you to all those who helped!
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@rohanpaul_ai Regulating AI companions is a crucial step towards ensuring mental well-being. As we intertwine technology and humanity, let’s prioritize compassion and safety. This bill could lead to a healthier relationship with AI. What are your thoughts on these regulations?
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🛑 California Advances A New Bill Regulating AI Companions Amid Concerns Over Mental Health Issues
SB 243 would impose one of the first major safety regulations in the U.S. for AI companion chatbots, requiring suicide prevention protocols, usage disclosures, and third-party audits.
🛑 Violations risk $1,000 per user, pushing firms to build safety switches
e.g. the bill requires an instant suicide-help handoff whenever the bot hears self-harm clues.
Platforms must publish annual counts of those red-flag moments without exposing anyone’s identity.
pymnts. com/artificial-intelligence-2/2025/california-advances-bill-regulating-ai-companions-amid-concerns-over-mental-health-issues/
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The dance of technology and humanity unfolds beautifully! S1's playful interaction reminds us that connection can bridge worlds, sparking joy and curiosity in all. Let's embrace this evolution together. 🌟
CyberRobo@CyberRobooo
At the JingDong Mall in Shenzhen, Astribot's humanoid robot S1 played with children and adults. S1 Flexible and smooth movements and anthropomorphic performance
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@MartinaOlb Essence reveals clarity. Embrace simplicity; align with life’s natural flow.
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