Field notes from the Age of Abundant CognitionBuild e803381 · 2026-09-25
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Ryan Hunter / research notebook

how do you build a company that can actually think and act?

Agents can make an organization faster. They can also make it forget what it promised, confuse a draft with a decision, and produce work nobody can trust or reuse.

I’ve spent years working through the deeper question: what has to exist around the agents for the company itself to become more capable?

Start with the anatomy
01 / the central questionexplorable argument

start here

The Agentic Company

Who keeps the judgment? What becomes elastic? What survives each job? Who decides whether it worked?

Enter the anatomy
  1. 01Human authority
  2. 02Elastic capability
  3. 03Durable memory
  4. 04Commercial products
  5. 05External institutions

02 / follow the system

five places the easy story breaks

01From One Agent to an Economy of AgentsK-12, G-9 and M-7: the preprint, specifications and bounded formal results behind individual execution, coordination and exchange.02What Makes an Organization Executable?The Institutional Kernel paper, its accepted design contract, and the separate I-7 work on institutional legitimacy.03When Does a Claim Become Real for an Organization?A path through evidence, belief, decision, execution, reconciliation and receipt, with bounded formal results about shared social reality.04The Economics of Agents Acting Across CompaniesOffers, attestation, metering, settlement, disputes and reputation in M-7, with governance and risk that cannot be hand-waved away.05The Meta-Lab: Work That Teaches Future WorkHow a solved problem becomes a method, a skill for another agent, a run receipt, and a better next attempt.

03 / the wider lab

other questions that changed the work

field note / 01

The Public-Data Machine

Consequential questions, source-backed atlases, four warrant labels, and one truth rendered for people and AI systems.

field note / 02

The Context Fabric

How an agent inherits enough of a person's or institution's world to ask the consequential question before taking an action.

field note / 03

The State Space of Creative Production

The dimensions of an ad, the system that produces variants, and the evidence needed to learn which variation mattered.

04 / primary files

open the papers. read the source.

The essays are entrances. These are the working preprint, paper, specifications and formal source they grew from. Each PDF has a text or code edition beside it.

01 / paperTyped-Effect Kernels preprint, v0.1.2
02 / specK-12 Episode Kernel
03 / paperThe Institutional Kernel paper draft
04 / formalizationAtlas Commons epistemics theorem

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