The spark for this blog came from an episode of "The Expanse" Season 2, Episode 6, titled "Paradigm Shift"[IMDB/Fandom], based on the books by James S.A. Corey. Its easily one of my favourite episodes and among a ton of awesome lines, this one stuck with me :
"That's the wonderful and terrible thing about technology. It changes everything."
Said the guy while dyeing in the process to make the most efficient fusion drive (Epstien Drive) allowing humanity to travel to farthest reaches of solar system.
(Spoilers ahead) In this season, we see civilizations grappling with the realization that their system's (Earth, Mars, Belt) political, social, constructs and rules are no longer applicable. The opening of the Ring Gates changes everything: Mars loses its purpose of terraforming, Belters abandon asteroid mining for habitable planets, and stations like Ganymede become obsolete overnight.
It made me wonder - how technology, and specifically agentic LLM frameworks, is now shifting the balance too. Its forcing us to rethink how society works at a fundamental level, process which were not thinkable for human for thousands of years are not possible. And yet it's happening so fast, you can barely hold onto it - it just flies by, like a trail of stars in the night sky.
From government constitutions, to job descriptions, to social relationships, much of our modern world still runs on implicit contracts that were designed for entirely different times. Over time these contracts go out of sync with time but eventually humanity would catch up to it.
These contracts : spoken or unspoken - define what’s considered fair, expected, normal or evil. But in a hyperconnected, rapidly shifting world, these contracts are breaking silently.
We still punish crime as if punishment alone restores balance.
We still hire people into rigid job roles, then expect creativity, agility, and purpose.
We still define success using economic metrics, not emotional ones.
We still parent using outdated templates passed down generationally, without system feedback.
In short, we are appling static rules to dynamic systems comprising of so many moving parts that humans have hard time keeping up with them. So just like in The Expanse, the illusion of normalcy persists. Earth still runs, Mars still drills, Belters still float. The systems work, until they suddenly don’t. And when they break, we tend to blame the people inside them, not the contracts that bound them.
On the surface, everything still looks functional, but the deeper truth is that the foundation has already shifted. "When that happens they won't be able to stop the cascade." Another banger from Expanse. [Fandom].
What if, instead of patching over these breakdowns, we used each failure as a recursive signal? A moment not for judgment, but for redesigning the system to avoid a catastrophic cascade. Kinda like a Realtime Feedback Loop.
Because we’re no longer asking what can we automate? Scale. Efficiency. Productivity.
The question is, should we be now going back to actual human element and raw societal values? Like:
What should never break again? Relationships, system that helps the vulnerable, knowing if some one falling though the cracks?
What truths should evolve over time? Definition of work, love, fairness, merit?
What systems should heal us before we even know we’re wounded? Like a justice systems that preempts crime not through surveillance and control, but through empathy, education, and dignity.
Everything we are building is based on assumptions that no longer hold - so should we keep building anyway?
Checkout this awesome post from Arthur Brock - Medium : Broken Assumptions of Governance.
What this new paradigm offers is an opportunity to re-design a world where every breakdown, every crime, every burnout, every act of loneliness is treated not as an individual failing, but as a recursive system bug?
In realtime fraud detections systems, orders slipping through are manually audited, deep dived the reason for it and incorporated into the model for almost realtime update. This is the promise of agentic LLMs in realworld. The work and bandwidth requirements for such a deep dive use to take tons of time and labour, but now is almost zero.
Agentic frameworks operate with context awareness, memory, feedback loops, and self-adjustment. They can observe, explain, restructure, and enforce dynamic rules-not just for machines, but for people, communities, and institutions.
Crime as Dogs Not barking
Today, crime is treated as a failure of morality or discipline. In an agentic system, every criminal act becomes a signal, a pointer to a failed contract - social, economic, emotional.
A recursive agent doesn’t just log the event. It traces upstream:
Was the individual locked out of economic participation?
Were they exposed to untreated trauma?
Was the system more invested in punishment than prevention?
Justice becomes debugging at the societal level. Sentencing becomes intervention, not isolation.
In this system, contracts are not signed once and forgotten. They are living, learning, and constantly refactored.
Cognitive Labor : Redefined Work
The question isn’t whether LLMs will replace knowledge work. They already are and we cannot do shit about it.
From research assistants to financial analysts to legal clerks - tasks once protected by cognitive complexity are now done faster, cheaper, and often better by LLM agents. But that opens a deeper question: What kind of work will still be meaningful for humans?
Recursive beings(Agents) don’t just take over tasks. They help redesign roles around:
Human judgment
Ethical reasoning
Emotional labor
Creativity in ambiguity
Rather than automating humans out of relevance, we can use agentic systems to free us from mechanical cognition, so we can focus on what is uniquely human: wisdom, intuition, and purpose, but question remains, is that what makes us human or if Agents can mimic those what are we? :-D
In The Expanse, Humans move to new colonies and name one of the planets, "New Terra" basically new earth. We have come to a cross roads where we need to refactor the civilization as a project in realtime. And this time the Agentic LLMs are not just bystanders, they're co-architects.
What are the feedback loops that keep us kind to each other?
What systems evolve toward wisdom, not just efficiency?
We raise society to fit the children.
Every policy is tested not just with simulations, but empathy-weighted feedback loops.
Citizens co-create laws using transparent, LLM-mediated deliberation frameworks.
Constitutions become living agreements, updating like open-source code bases.
We cannot redesign a society now without removing the thousand of years of layers of rules. We need to underdstand what is human being really made of? What it needs? And what it can become?
Paradigm Shift talks about this very elementary principle of how things change, the Martian dream collapses - not because it failed technologically, but because the meaning that held it together evaporated. I feel the same is happening now, the meaning of work, life, truth, everything is changing.
As we step into a world shaped by reactive, intelligent systems, we’re not just building better tools - we're being asked to become better stewards of our own humanity.
Not everything can be predicted, healed, or optimized. Some things must remain unknown, unfinished, and free. But perhaps that’s the point. The future won’t be written in code or policy -it will be shaped by our courage to rethink, to care more deeply, and to evolve with intention.