Roy

[Roy @iroy2000]

@elonmusk Meme for 2026 "FEAR THE TOKEN"

[Roy @iroy2000]

New meme for 2026 "FEAR THE TOKEN"

[Roy @iroy2000]

I’m working on "Closed by a Human", a public signal that indicates a real person reviewed and approved a decision.

Not as a claim of perfection. But as a way to restore visibility, responsibility, and accountability in an AI-driven world.

https://t.co/0cCAxnfRia

[Roy @iroy2000]

AI systems increasingly make decisions that affect people’s lives. But human responsibility in those decisions has become invisible.

[Roy @iroy2000]

A deeper look at why human accountability must be visible in the AI era: https://t.co/LHRaMPDFMC

#AI #Ethics #Accountability

[Roy @iroy2000]

If an AI approves a loan, denies insurance, or flags content, people deserve to know.

Not as a courtesy, but as a very fundamental human expectation.

And that invisibility erodes trust.

In the AI era, human involvement must be visible.

[Roy @iroy2000]

If an AI approves a loan, denies insurance, or flags content... should people know?

“Human in the loop” isn’t visible anymore.

[Roy @iroy2000]

#parentingcommunity

Empowering Young Minds for What's Next

https://t.co/EUrboHtiEI

[Roy @iroy2000]

#parentingcommunity

Empowering Young Minds for What's Next

https://t.co/fAS3sHgrFK

[Roy @iroy2000]

@masondrxy Thanks! I’m using it mostly for breaking tool/model calls on purpose to see how agents recover, not specifically for red-team work.

[Roy @iroy2000]

Just released Chaos Middleware for LangChain v1!

Test your AI agent's resilience by injecting controlled failures into tool & model calls.

Perfect for chaos engineering your LangChain/LangGraph agents!

pip install langchain-chaos-middleware

#LangChain #AI #ChaosEngineering

[Roy @iroy2000]

AI isn’t here to replace us — it’s here to ride with us.
It’s about empowering people, not replacing them.

🎵 New track: AI Is All We Need

https://t.co/MXCn1vm3WJ

#AI #Music #Tech

[Roy @iroy2000]

Visualizing the Impact of H.R.1 — The “One Big Beautiful Bill”

There is no political agenda. It is purely a data-driven analysis of the distributional effects across various demographic groups in the United States.

https://t.co/BkDfdrX48h

[Roy @iroy2000]

AI will continue to revolutionize the industries, but one truth stands firm: AI is a tool, not a replacement for human creativity and foundational skills.

AI can Enhance, but It Can’t Replace Creativity.

#KlingAI #HolidayShowdown #UnboxMiracles

[Roy @iroy2000]

@elonmusk Quarks!!

[Elon Musk @elonmusk]

Important warning: Starlink is the only non-Russian communications system still working in some parts of Ukraine, so probability of being targeted is high. Please use with caution.

[Roy @iroy2000]

Data won't lie, have your perspective to align with facts, not what the media says. Compiling some data about vaccinations. https://t.co/VMCAcfc85I

[Roy @iroy2000]

https://t.co/mdknbJbPJX

This is a meaningful non-profit organization to provide healing for low income group.

[Roy @iroy2000]

@chrishemsworth My 7 year old daughter try to draw Thor. How would you score her drawing :)

[Roy @iroy2000]

@BuddyGuard_io https://t.co/P30K1e3dwI

Are you guys still in business ??