Deep agents accumulate a lot of context during long runs. That’s where file systems come in.
File systems provide a shared workspace for agents and subagents to collaborate. Agents can jot down notes during a run and store context across conversations and threads for persistent memory.
In this post we discuss the key components of deep agents, including a file system: https://t.co/JMPih1DQR0
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@mattdiggityseo Do you think your cold plunge, sauna, and training helped trigger this shift? Saw your recovery setup a while back and it looked dialed in 💪🧠
Sometimes while photographing the sun I just stop & stare for a moment.
It's almost unbelievable that all this is happening over our heads... yet it is, and we get to watch it.
I've been documenting the sun's increased activity in new ways, just wait til you see what's coming!
Black hat is forever because the field is run by operators, not dreamers clutching their Google guidelines binder... When you build systems to manipulate rather than just conform, every major change is a new opportunity, not a threat! 🙌
Meanwhile, white hats get harvested for training data and replaced by the same AI that pretended to reward “quality.”
Why? Adaptability is the black hat edge...
Google tweaks the algorithm, black hats reverse engineer and pivot.
It’s a never ending arms race. Google’s AI? We use AI too, just they have to use these systems efficiently at scale, we can be ultra refined and targeted.
Their updates slow down amateurs, not operators who already understand the game and follow the trending patterns. The moment Google tries to nuke a trick (parasites, redirects, link injections, whatever), it just mutates. They close the most public front door, we’re already crawling through two windows and trying to jam open the backdoor...
Even after Google’s manual cleanups, multiple public statements and algo updates, the most infamous parasite targets are still alive and ranking, just in different ways... The algorithm can’t kill root authority or even stem the tide for more than a few weeks before new variants show up.
And Google’s endgame is "AI Mode" generated SERPs, trained on your “ethical” content, leaving you with a pat on the back for being a good data provider and less than a 1/5 of your previous traffic... But AI Mode isn’t a death knell for black hats. It’s the best thing to ever happen to us!
Because as Google tries to automate and centralize “quality,” all they’ve really done is reveal exactly what the AI wants: Consensus, authority/trust, intent.
Well, guess what? Those are the exact signals we've been building (and manipulating) at scale for YEARS now! You think Google can police “consensus” when every major publisher has a price list? Please...
We’ll have be tracking every new editorial site, every fresh domain, every expired authority, and we’ll build the consensus. We’ll buy enough pages and plant enough interconnected authority content that the AI chooses what we want it to!
And you need 1,000 articles that match intent, link out to consensus, quote sources, and reinforce a narrative? Done by lunch, using Google's own API if I wanted to!
In the end, it’ll always be the operators who build systems to exploit every shift, not just survive it that come out on top. And as long as there’s a loophole to find, a link to buy, and an algorithm (or AI) to game… Black hat is forever 🎩