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John Repique
16.2K posts

John Repique
@JRepique
Health care leader I Ψ nurse | Advocating for a lot of things | Blue's dad 💙 | Views are my own | RT ≠ endorsement | 🏳️🌈🇺🇸🇵🇭
Staunton, VA Inscrit le Eylül 2011
723 Abonnements642 Abonnés


I didnt know Gautier is still around and still doing his thing…sigh!
Can Fashion Still Be Provocative? nytimes.com/2025/10/06/sty… via @NYTimes
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Nestled in 20-acres of tranquility, the Cozy Barn Retreat is
Shenandoah Valley’s best kept secret! It’s remarkably clean, poshly underrated, and disarmingly relaxing! Ideal spot for honeymooners, digital detoxers, or
workaholics on a company-mandated forced vacation .” @Airbnb

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@seanfenlon @levie I think humanity is not ready for subagents. But at the current exponential pace AI progress is accelerating, the next global divide is centered around AI literacy.
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The paradigm of AI subagents is going to be super interesting.
There was probably some hope or belief that a universal agent would be able to handle everything you needed in a workflow by stuffing all the relevant context into the context window.
But even with larger context windows, this isn’t a panacea, and we see context rot which leads to worse results for long running tasks. So just as we divide labor up in an organization to maximize effectiveness, the same makes sense for agents.
The kind of instructions you give a lawyer to review contracts is entirely different from the operations team that processes the contract for a deal. The tools that a security engineer will leverage for testing code are different from the agent that’s creating the code. And so on.
Thus, the specific instructions, domain understanding, tool use, and context engineering is necessarily different depending on the unique roles or tasks that you need an agent to do.
There are still a ton of questions, like what is the right atomic unit of a subagent - does it get as specialized as jobs are today, or do they own general parts of a workflow (like an agent per section of a codebase)? What’s the best way to have shared state or memory across these agents? How do we ensure “lead” agents can appropriately hand off work to the right subagent to be most effective?
Ultimately, we’re in the earliest phases of this paradigm but it’s clear that this will be a major unlock for AI agent effectiveness.
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In mentally healthy work environments, employees can expect to thrive-and-flourish. No need to survive-or-perish! #selfcare #worktolive #notlivetowork
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When talking to people who’ve been misdiagnosed, “one of the things we hear over and over is, ‘The doctor didn’t listen to me.’”
nbcnews.com/health/health-… via @nbcnews
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@AdamMGrant MLK's dream was perceived divisive in his day because he was an "Original adamgrant.net/book/originals/
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