AI work flow optimization

AI helps replicate standardized thinking processes, prioritize business usability over productization, and manage structured knowledge bases for efficient workflows.

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most robots operate in isolation, collecting data that goes nowhere, training models that only one team ever sees. > the problem was never the hardware it was the missing connection between all of it. > PrismaX is that connection, one open network where operators, robots, fleet owners, and data buyers all plug into the same system. - every session generates data, - every data point trains better models - every better model makes the next operator more effective. this is the coordination layer that physical AI has been missing. $PIX @PrismaXai | @castorhat | @vivianrobotics

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Anthropic built an AI that can break software at the level of a skilled human security researcher. Then gave it to the defenders before anyone else could use it. Claude Mythos Preview. Vulnerability identification at the expert human level. Exploit chaining that turns minor bugs into catastrophic attack vectors. The capability that changes the security calculus for every piece of critical software on earth. Project Glasswing is the strategic response. AWS. Apple. Google. Microsoft. NVIDIA. Linux Foundation. All of them now using this capability to proactively harden OpenBSD, Linux, and the digital infrastructure civilization runs on. The gap between offensive AI capability and defensive AI deployment is the most consequential security gap in history. Project Glasswing is the bet that defenders can close it before the attackers realize it exists!

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Movie scripts, books, magazines, and educational essays, those should be written by hand. Code, that should be written by a computer. AI can of course proofread hand written works. But it’s low class to use AI for all your writing. It means you’re illiterate & unskilled.

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I’ve long thought AI was going to take everyone’s jobs, but I think I’ve now changed my mind and think that ai is going to make more jobs than it ultimately displaces.

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ai slop generators because most devs doing hackathons have no taste to begin with. they just get to build bad stuff quicker now. run a hackathon for cancer researchers with no coding knowledge and you'll get more interesting results

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a bug makes ChatGPT obsessed with goblins, OpenAI tries to bury it in the system prompt, the prompt leaks, Sam starts posting about it, and now people are burning tokens over this. like... a fantasy creature from a software glitch got a permanent burn mechanism before most serious projects did??