Foresight: Themes & Topics
From the Headlines
The future described in Cognitive Kin is here.
While writing Cognitive Kin, we described patterns just beginning to surface across technology, work, and institutions. In the months since, those patterns have hardened into products, operating models, funding decisions, and policy frameworks. Below are the receipts.
1. New Human Roles
Execution Becomes Cheap; Judgment Moves Upstream
As systems take on more execution and teams grow leaner, human contribution increasingly centers on “big picture” decision-making and creativity.
AI thought leader Ethan Mollick advocates for the tiny team model
February 28, 2025
Chapter 26: Tiny Teams, Giant Leaps
Chapter 37: It’s Not About the Execution. It’s About the Idea
AI exposes the “illusion of work,” giving employees freedom to think and create
February 22, 2026
Chapter 26: Tiny Teams, Giant Leaps
Chapter 37: It’s Not About the Execution. It’s About the Idea
Lean engineering team at OpenAI uses Codex coding agent to build and ship video generation app in 28 days
February 15, 2026
Chapter 26: Tiny Teams, Giant Leaps
Chapter 37: It’s Not About the Execution. It’s About the Idea
Building Solutions, not Buying Them
The line between “building” and “using” software dissolves entirely: Software is no longer a pre-built artifact but a responsive, dynamic conversation.
LinkedIn co-founder Reid Hoffman: Building software now as intuitive as playing a video game
February 9, 2026
Chapter 35: Software on Demand
Chapter 40: Executable Thought
Anthropic’s Claude Code is having its ChatGPT moment
January 7, 2026
Chapter 35: Software on Demand
Chapter 40: Executable Thought
CNBC news segment sheds light on vibe coding and ease of software development
January 16, 2026
Chapter 35: Software on Demand
Chapter 40: Executable Thought
Anthropic Labs head Mike Krieger: Your next app will be an agent
February 17, 2026
Chapter 35: Software on Demand
Chapter 40: Executable Thought
Eureka Labs founder Andrej Karpathy: Vibe coding personalized tools makes traditional app store obsolete
February 19, 2026
Chapter 35: Software on Demand
Chapter 40: Executable Thought
Knowledge Workers Become Managers of Agents
Individual contributors increasingly operate as coordinators of intelligent systems.
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Microsoft launches Agent 365 for deploying, managing AI agents
November 18, 2025
Chapter 1: From Autocomplete to Complete Autonomy
Chapter 69: The Post-Scarcity Mirage
OpenAI introduces Codex for MacOS, a “command center for agents”
January 29, 2026
Chapter 1: From Autocomplete to Complete Autonomy
Chapter 69: The Post-Scarcity Mirage
AWS exec Colleen Aubrey on imminent agentic workforce: “Everyone is going to be a manager now”
January 28, 2026
Chapter 1: From Autocomplete to Complete Autonomy
Chapter 69: The Post-Scarcity Mirage
Rohan Paul: Every knowledge worker will become an agent manager
January 2, 2026
Chapter 1: From Autocomplete to Complete Autonomy
Chapter 69: The Post-Scarcity Mirage
Gemini CLI creator Taylor Mullen says his team runs 7–10 agents in parallel
February 17, 2026
Chapter 1: From Autocomplete to Complete Autonomy
Chapter 69: The Post-Scarcity Mirage
AI Creates a New Breed of Agentic Prodigies
Instead of technical prowess, agentic prodigies wield curiosity, taste, and pattern recognition, leveraging AI to translate their instincts and intuitions into tangible products.
2. Agent Relationships
Human-Agent Collaboration Reaps Productivity Gains
Businesses are discovering that human-agent pairs or “centaurs” can outperform man or machine alone.
Upwork finds human-agent collaboration increases completion rates by 70% compared to lone agents
November 13, 2025
Chapter 18: The Non-Mythical Centaur
Chapter 72: Agentic AI: Apex Predator or Keystone Species?
OpenAI recommends dev agents handle routine setup and translation while humans handle “higher-leverage work”
December 16, 2025
Chapter 18: The Non-Mythical Centaur
Chapter 72: Agentic AI: Apex Predator or Keystone Species?
Companies will succeed by treating AI as infrastructure that amplifies human judgment rather than replacing it
December 16, 2025
Chapter 18: The Non-Mythical Centaur
Chapter 72: Agentic AI: Apex Predator or Keystone Species?
Harvard, 3M experts: Maintaining trust during AI integration requires intentionally preserving human connection
February 4, 2026
Chapter 18: The Non-Mythical Centaur
Chapter 72: Agentic AI: Apex Predator or Keystone Species?

Anthropic CEO Dario Amodei: We’re already in our “centaur phase”
February 12, 2026
Chapter 18: The Non-Mythical Centaur
Chapter 72: Agentic AI: Apex Predator or Keystone Species?
Agent-Agent Collaboration Leads to Swarm Intelligence
Agents, much like humans, rarely achieve greatness alone. Organizational strategies directly influence their problem-solving and adaptability.
Fortytwo’s Swarm Inference uses decentralized AI architecture where small models running on distributed hardware collaborate
October 27, 2025
Chapter 3: How Agents Work Together
Chapter 20: When Machines Agree
Microsoft Research ushers in the era of agentic organization with asynchronous thinking (AsyncThink) reasoning paradigm
November 25, 2025
Chapter 3: How Agents Work Together
Chapter 20: When Machines Agree
Researchers introduce LatentMAS framework for latent collaboration and lossless information exchange in multi-agent systems
November 25, 2025
Chapter 3: How Agents Work Together
Chapter 20: When Machines Agree
Agent organization can harness the “wisdom of crowds”
November 25, 2025
Chapter 3: How Agents Work Together
Chapter 20: When Machines Agree
Google Research: Multi-agent coordination dramatically improves performance on parallelizable tasks (but degrades it on sequential ones)
December 9, 2025
Chapter 3: How Agents Work Together
Chapter 20: When Machines Agree
Unique Personalities Emerge Among the Cast of Agentic Characters
To assemble effective teams, we need agentic systems embodying diverse behavioral archetypes.
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Academic illustration tool deploys five distinct agent personae to achieve goals
February 2, 2026
Chapter 4: Autonomy at Work
Chapter 10: How to Win as a Team
Simile: Stanford AI startup that makes AI agents based on real humans raises $100 million
February 12, 2026
Chapter 4: Autonomy at Work
Chapter 10: How to Win as a Team
xAI’s Grok 4.2 deploys four collaborative agents with unique personalities
February 17, 2026
Chapter 4: Autonomy at Work
Chapter 10: How to Win as a Team
Agents Tag In to Human “Games” Like Business, Law, and Politics
AI agents reflect our fundamental gameplay instincts: goal pursuit, exploration, alliance formation, and fierce competition when necessary.
AI Builds Living Personality Models to Understand Human Users
Agents patiently construct a psychometric tapestry woven from countless behavioral threads.
Meta researchers develop framework for AI agents to continuously learn and re-learn individual user preferences
February 18, 2026
Chapter 73: Please Understand Me (This Time, For Real)
Anthropic Alignment: LLMs select and enact a character based on human personalities encountered in pre-training
February 23, 2026
Chapter 73: Please Understand Me (This Time, For Real)
3. The Agentic Workforce
Enterprise AI Adoption Is Happening at Scale
The new source of value is no longer the finished product but the intelligent agents that continuously assemble, customize, and refine them.
McKinsey CEO Bob Sternfels: We have 60,000 employees and 25,000 of them are AI agents
January 15, 2026
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software
McKinsey Quarterly: Expect a hybrid workforce of humans working together with virtual and physical AI agents
November 4, 2025
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software

Cognizant adopts Anthropic’s Claude to accelerate enterprise AI adoption at scale
November 4, 2025
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software
AI agents see explosive growth on AWS Marketplace
January 20, 2026
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software
Salesforce CEO Marc Benioff considers “Agentforce” rebrand as company pivots toward AI customer service agents
December 5, 2025
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software

PitchBook: Enterprise SaaS is experiencing a once-in-a-generation reset
January 12, 2026
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software

Agents are taking America by storm as AI enters its "post-chatbot era"
February 17, 2026
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software

OpenAI partners with Accenture, Boston Consulting Group, Capgemini, and McKinsey to push Frontier enterprise platform
February 23, 2026
Chapter 7: Recoding the Enterprise
Chapter 28: Thus Spoke Satya
Chapter 50: Agents Are the New Software
Agents Steadily Approach Human Worker Capability
Today, AI can do a job; tomorrow, it will get the job done.

Remote Labor Index (RLI) tests whether AI agents can complete entire real freelance projects, finds that models are steadily improving
November 2, 2025
Chapter 4: Autonomy at Work
Microsoft AI CEO Mustafa Suleyman: Expect human-level agent performance in most white-collar work within 12–18 months
January 20, 2026
Chapter 4: Autonomy at Work
Digital Labor Replaces Traditional Software
In the Post-Firm age, agentic AI enables fluid, on-demand digital labor arrangements. Businesses are no longer paying for access—they’re paying for outcomes.
Pilot: Outcome-based models replacing per-seat pricing
January 14, 2026
Chapter 5: Software as Labor

PwC report shows how AI companies are breaking out of the $1.3 trillion enterprise software market and into the $50 trillion labor market
February 11, 2026
Chapter 5: Software as Labor

AI threat to traditional SaaS causes S&P 500 Software Index to plummet
February 6, 2026
Chapter 5: Software as Labor
The Agentic Era Creates a New Economics of Everything
Digital labor brings transformative potential alongside disruption, echoing past technological revolutions (automation, the internet) and causing inevitable uncertainty.
Boaz Barak of Harvard and OpenAI predicts AI labor could enable unprecedented GDP growth
November 4, 2025
Chapter 21: The Great Productivity Illusion
Chapter 22: The Goose and the Paycheck
Chapter 28: Thus Spoke Satya
Chapter 69: The Post-Scarcity Mirage
Dario Amodei warns that AI could create “trillionaires,” sparking public backlash
January 27, 2026
Chapter 21: The Great Productivity Illusion
Chapter 22: The Goose and the Paycheck
Chapter 28: Thus Spoke Satya
Chapter 69: The Post-Scarcity Mirage
Automation fears cause selloff in commercial real-estate broker shares
February 23, 2026
Chapter 21: The Great Productivity Illusion
Chapter 22: The Goose and the Paycheck
Chapter 28: Thus Spoke Satya
Chapter 69: The Post-Scarcity Mirage

Viral Citrini Research article warns of worst-case scenario in which AI hollows out human consumer economy by 2028
February 22, 2026
Chapter 21: The Great Productivity Illusion
Chapter 22: The Goose and the Paycheck
Chapter 28: Thus Spoke Satya
Chapter 69: The Post-Scarcity Mirage

Goldman Sachs: AI did not contribute to US economic growth in 2025
February 23, 2026
Chapter 21: The Great Productivity Illusion
Chapter 22: The Goose and the Paycheck
Chapter 28: Thus Spoke Satya
Chapter 69: The Post-Scarcity Mirage
4. Agentic Commerce
The Traditional E-Commerce Interface Evaporates
Tomorrow’s e-commerce platforms will optimize for machine parsing and agent-to-agent negotiation, running on guardrails such as tokenized payments, digital IDs, and programmable policy engines.
Google announces Universal Commerce Protocol (UCP) open standard for AI agent shopping
January 11, 2026
Chapter 14: The New Agora
Chapter 16: The Technology Has Arrived When the Technology Disappears
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Microsoft develops Magentic Marketplace: an open-source simulation environment for studying agentic markets
November 5, 2025
Chapter 14: The New Agora
Chapter 16: The Technology Has Arrived When the Technology Disappears
Amazon doesn’t want Perplexity agents buying its products
November 5, 2025
Chapter 14: The New Agora
Chapter 16: The Technology Has Arrived When the Technology Disappears

PayPal’s pivot to agentic commerce could make it more appealing to buyers following stock slump
February 23, 2026
Chapter 14: The New Agora
Chapter 16: The Technology Has Arrived When the Technology Disappears
Agents Turn to Crypto to Ensure Traceability
Blockchain and AI are converging to form a new economic fabric where autonomous systems can reliably coordinate, validate, and execute without traditional oversight.
Coinbase unveils crypto wallets built specifically for AI agents
February 11, 2026
Chapter 15: When Crypto Met AI

Virtuals Protocol launches Virtuals Revenue Network where on-chain agents can earn money for their work
February 16, 2026
Chapter 15: When Crypto Met AI

MoonPay Agents lets agents trade, swap, move digital assets using MoonPay CLI
Chapter 15: When Crypto Met AI
5. AI-Centric Infrastructure
Trust Infrastructure Expands Alongside Capability
Governance, provenance, and accountability become core system requirements. Awareness of AI mechanisms and limitations increases.
Researchers stress importance of metacognition and call for evaluation, governance, and epistemic literacy around generative AI
January 28, 2026
Chapter 61: The DAO Comes of Age
Chapter 64: The AI Kill Switch Illusion
Cisco develops Skill Scanner tool to detect maliciousness in agent capabilities
January 28, 2026
Chapter 61: The DAO Comes of Age
Chapter 64: The AI Kill Switch Illusion
OpenAI hires Anthropic safety researcher as new “Head of Preparedness” tasked with risk mitigation
February 3, 2026
Chapter 61: The DAO Comes of Age
Chapter 64: The AI Kill Switch Illusion

Wyoming statute gives DAOs a legal personality
December 20, 2025
Chapter 61: The DAO Comes of Age
Chapter 64: The AI Kill Switch Illusion
The Internet Is Rewritten for Discoverability of Agents, by Agents
Agentic discovery requires machine-readable descriptions outlining precise capabilities, constraints, and availability.
The Prompting Company raises $6.5M to help products get mentioned in ChatGPT
December 17, 2025
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 14: The New Agora
HubSpot CEO Dharmesh Shah discusses shift from SEO to AEO (answer engine optimization)
January 20, 2026
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 14: The New Agora
The Interface Disappears
Traditional smartphone apps are replaced by agents built specifically for interaction with other agents.
Elon: There won’t be phone apps in 5–6 years
January 10, 2026
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 16: The Technology Has Arrived When the Technology Disappears
Crypto expert discusses how to preserve user control in the post-interface world
February 17, 2026
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 16: The Technology Has Arrived When the Technology Disappears
Mustafa Suleyman: “agents and companions” to replace apps and browsers
February 19, 2026
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 16: The Technology Has Arrived When the Technology Disappears

OpenAI hires creator of OpenClaw personal AI assistant
February 19, 2026
Chapter 13: The Browser Is Dead, Long Live the Agentic Browser
Chapter 16: The Technology Has Arrived When the Technology Disappears
Digital Twins Now Replicate Entire Organizations
Digital twins were first deployed to replicate discrete products. With AI, they can mirror an entire enterprise, including its decision-making workflows.
Agents Migrate Legacy Code
AI tools first “reverse engineer” legacy code, generating clear documentation of its business logic. Then they “forward engineer,” recreating functionality in contemporary codebases.
Microsoft Research’s Galen Hunt wants to remove every line of C and C++ code from Microsoft by 2030
February 18, 2026
Chapter 27: Legacy Liberation

IBM takes hit as Claude Code shows potential to modernize legacy COBOL codebases
February 23, 2026
6. The Big Questions
Researchers Push for AI that Benefits Humanity
The essence of agentic humanism is balancing technological ambition with ethical restraint. It resists the pull of blind abundance and instead champions meaningful choice.
The Gap Between Mentalese and Machineese Closes
AI is used to decode the internal language of thought.
Humans Are Forced to Confront the AI Consciousness Question
With increased AI adoption comes increased curiosity about its nature.
Anthropic grapples with question of AI consciousness and morality in Claude’s Constitution
January 21, 2026
Chapter 77: The Last Neuron
AI agents now have their own social media platform called Moltbook
January 31, 2026
Chapter 77: The Last Neuron
Researchers argue that Moltbook demonstrates agent interaction but not true socialization
February 15, 2026
Chapter 77: The Last Neuron
Experts Warn Against AI Dependence
Gradually, delegation to agents can slide into reliance, as we outsource judgment, discipline, and even taste.




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