Sunday, April 26, 2026

The Co-Intelligence Revolution’s Substack

Launched a year ago
Venkat Ramaswamy and Krishnan Narayanan paint a bold vision of humans and AI working in creative synergy to transform how we live, work, and learn. 
Welcome to the Co-Intelligence Revolution! 
In short:
The next generation of DPIs must be designed to help society learn better together with AI systems.
And in doing so, we can enable societies to sense, respond, and co-evolve together—through intelligence that is co-created, responsibly governed, and aligned toward shared futures of meaningful life-eXperiences.
 

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COIN #185. Toward Co-DPIs for Co-Innovating Social Change — from Learning Loops to Living Infrastructures

Apurva.ai as powering co-intelligent systems where learning circulates and impact scales

Venkat Ramaswamy

In COIN #184, we reflected on the deeply human and philosophical foundations of co-intelligent education. That conversation reminded us that intelligence is not something we possess, but something that emerges—through awareness, interaction, and shared becoming.

Here, we delve deeper into a complementary frontier:

What might it mean to build a Digital Public Infrastructure (DPI) that is fundamentally co-intelligent?


From Digital to Co-Intelligent Infrastructure

Across the world—especially in India—we are witnessing the rise of Digital Public Infrastructure (DPI) entailing identity layers to payment rails to data exchanges. These systems have unlocked scale, inclusion, and coordination at population scale in unprecedented ways.

And this is where the idea of a COIN-DPI emerges.

In Co-Creating the Future with AI (co-authored with Kerimcan Ozcan and Krishnan Narayanan; Palgrave 2026), we advance a simple but profound shift:

Value is produced through Tokenized Dynamic Intelligences (TDIs)—co-creatively generated through interactions and circulating through risk-governed learning loops that drive Sustainable Wellbeing Impacts (SWIs).

As Jagadish Babu, COO at EkStep, reflects:

“The opportunity this book surfaces is not merely technological, but civilizational: a renewed possibility for society to come together—to co-create, steward, and align intelligence toward shared wellbeing and futures we actively choose.”

This is precisely what a COIN-DPI enables.

A COIN-DPI is not a platform. Not an app. Not even a system in the traditional sense.

It is a living architecture of co-intelligence, where:

  • Every interaction generates intelligence

  • Every insight flows across contexts

  • Every action feeds back into learning

  • Every ecosystem evolves toward shared wellbeing


The Six-Layer COIN Architecture as Public Infrastructure

From the perspective of public infrastructure for social change, a COIN Systems architecture entails :

Layer 1 — Shared Digital Infrastructure (SDIs)

Open, secure, interoperable foundations (identity, data, communication, access)

Layer 2 — Machinic Cognition

AI systems that translate, synthesize, and connect intelligence across languages, formats, and contexts

Layer 3 — Human–AI Co-Agency

Not automation—but partnership
Humans interpret, validate, and decide; AI augments, surfaces, and connects

Layer 4 — Interactive Engagements (TDI Flows)

Conversations → Signals → Tokenized Dynamic Intelligence (TDIs)
Not static data—but relations-in-motion

Layer 5 — Life-eXperience (LX) Journeys

Intelligence returns to context—where decisions are made, meaning is created, and action unfolds

Layer 6 — Ecosystem Evolution & SWIs

At scale, these flows enable:

  • Faster diffusion of what works

  • Better decisions in real time

  • Stronger institutions

  • Inclusive access to knowledge

  • Continuous system evolution

 

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