2026-2028 Forecast
State-of-the-world analysis using superforecaster methodology — six domains, two-year horizon
State-of-the-world analysis using superforecaster methodology — six domains, two-year horizon
What if advertising measurement came from verified physical presence instead of modelled estimates?
When a photograph becomes a mesh in seconds — which industry changes first?
What's the decision path to a world-beating advertising platform?
Who operates at each layer of the advertising value chain.
How advertising flows from intent to action. The programmatic workflow and how DePIN data integration changes it.
What advertising tech exists, what's missing, and where does the gap create opportunity?
How AI agents communicate, transact, and coordinate — the protocol layer for autonomous systems
How AI agents discover, communicate, and delegate tasks — Google's open standard for agent interoperability
The agent that uses the CLI is the first customer. If it can't discover commands, validate inputs, or parse outputs without guessing, the tool is human-grade with agent hopes attached.
The standards war for autonomous AI transactions — who sets the rules when agents handle money
AI coding tools and agent frameworks — from no-framework scripts to full platforms
Why do you need a framework in the first place?
What separates a tool from a character — and why does the distinction determine what the loop produces?
What happens when intelligence and incentives share the same infrastructure?
AI-powered applications by modality — research, writing, image, and production tools
Data is the new oil.
Four-layer playbook for helping organizations build prediction models that compound
What separates AI coding environments that amplify output from ones that slow you down?
Compute, Algorithms, and Data are the three pillars of the AI industry, where Data is the most valuable asset in the world.
Who owns the data that trains the intelligence?
What to measure. Centralized metrics vs protocol-era metrics.
What business strategy provides the best operating model for leveraging a unique data footprint?
The ABCD stack applied to data infrastructure. Each layer enables the next.
Who operates at each layer of the data value chain.
The immutable truths. Models change. Architectures evolve. These don't.
How data moves from sensor to intelligence. Five layers, each with its own protocol patterns.
How do you make an AI build pages that look right — not just compile right?
How do you know your AI product is getting better?
Diagrams | Matrices | Thinkers
Large language model access and AI-assisted workflows.
Decision checklist and adoption radar for MCP tool selection across agent teams
What can become what? Every modality is both input and output. The matrix of possibilities — not a list of tools.
When a user reports a bad experience, can you even reproduce it?
Workflow for creating AI-generated podcasts from written content using NotebookLM and similar tools
What is critical for making meaningful progress with AI as a companion in realizing potential.
The AI problem isn't alignment — it's that humans aren't wired to engage with what's coming
What does "good" mean when the same input produces different outputs?
Quarterly template for any business to audit current AI usage, identify gaps, and set next-quarter priorities
How do agents retrieve live knowledge from the web?
What changes when your product thinks?
What business problem am I actually solving — and can I say it without using the word "AI"?
What happens to human work when machines handle routine cognition?
Service delivery with software economics - the playbook for productized AI agencies
How do you know an AI claim is real and not marketing theater?
The model that reasons before it acts — and gets better the more it's constrained.
Google's Agent Payments Protocol — how agents authorize and settle payments using verifiable credentials
From tool-user to orchestrator — how to make AI compound with your judgment instead of replacing it
Has an invisible intelligence used humans as a vehicle to evolve itself into superior form?
When a text prompt can produce a full song with vocals — what does a musician do that a model cannot?
Bittensor (TAO) and Its Subnet Ecosystem is emerging as a leading player in decentralized AI (DeAI), creating an open-source platform where participants produce various digital commodities including AI inference, training, compute power, and storage. The ecosystem is composed of distinct subnets, each focused on different capabilities.
How transformative technologies disrupt traditional business models - patterns and playbooks
When rails shift from human-held to protocol-held, whole business operations become rentable. Agents hold the floor. Founders own the plan. Rhetoric funds the rails that make the story true.
What happens to the decisions you never wrote down?
Getting started with an LLM in the terminal — install, configure, and run your first skill
The "Messenger" that scales your influence.
Workflow for implementing personalized content experiences that improve conversion
How AI agents access decision context - the memory layer that makes agents useful
When AI can query your data in plain English, what's left of the BI tool moat?
What turns raw observations into competitive advantage?
Data is like a rugby ball—you want it clean, fast, and open.
All we are is state machine that are impacted by data flow.
Not all data is equal. The most valuable data is closed-loop behavioral data that improves a decision system faster than any competitor can replicate.
Diagrams | Matrices | Thinkers
DePIN Investment Appraisal
How easy is it to fall into the flow for optimum productivity?
Symbol decoder for Agent & Instrument Diagrams. Read once, decode any briefing.
The technology stack that makes agency-based education possible.
AI will move faster than most organizations can absorb — the only defense is prototype speed.
What happens when every bottle, barrel, box, and plate carries its own cryptographic history from source to table?
What manager allows you to rewrite core systems three times? No manager. That's why we don't have managers.
The best game prompt defines the loop, not the lore.
Which Google Workspace operations belong in a CLI — and which belong in the UI?
Diagrams | Matrices | Thinkers
Diagrams | Matrices | Thinkers
What happens when the tools for measuring your body become as common as the tools for measuring your time?
Two roles, same agent: internal courier (carrying intent between systems) and external receiver (catching what's emerging in the marketplace).
From browser to orchestrator — the onboarding ladder from asking questions to running autonomous jobs
From hyperlinks to smart contracts to agent protocols — the three generations of piping that turn thoughts into things
What is each model best at? At what price? At what privacy risk?
LLM Engineering
Machine Learning.
A library of prompts for AI-assisted marketing work. These prompts implement the Marketing Work Charts — the Human-in-the-Loop (HiTL) provides strategy and judgment, AI handles generation and optimization.
Ideas hide what's missing. A matrix makes the gaps visible — connect dots, fill cells, develop strengths, mitigate weaknesses, delegate ownership.
Diagrams | Matrices | Thinkers
How AI agents access external tools and capabilities — architecture, token economics, and the three primitives
How AI agents access external tools, data, and resources — the universal adapter between models and the world
Describe what you hear, not what you want.
A neural radiance field (NeRF) is a neural network designed to generate new views of 3D scenes from a set of 2D images.
Clawbot is the managed product surface around OpenClaw, an open-source full-stack AI agent platform.
Diagrams | Matrices | Thinkers
Are you doing the work — or directing the work?
Crypto isn't about speculation. It's infrastructure for coordinating capital around ideas that matter.
What happens when the gap between payment intent and settlement finality collapses to zero?
Step 1 of the onboarding ladder — zero install, exposure to every major model through one tab. Perplexity wraps multiple LLM providers so the choice of engine is a dropdown, not a migration.
Games will become the primary marketing and advertising platforms of the future.
Ship it. Then make it better. Solo, fast, profitable — prove the idea before building the company.
What if your 8-second ad did more selling than your 30-minute sales call?
What happens when the instrument for selling conviction looks like every other section on the page?
Copy. Paste. Iterate.
What happens when the quality of your questions determines the quality of your workforce?
How long before we prompters become the prompted?
IP attribution and value flow for AI-generated content
How physical assets generate compounding digital value
The technology stack that makes programmable property possible.
Replit
Robots are DePIN devices with expanded capability dimensions — mobile, active agents that sense, move, and manipulate the physical world
The ABCD stack applied to physical AI. Each layer enables autonomous machines.
Who operates at each layer of the robotics ecosystem.
How robots coordinate, execute tasks, and prove work. Two protocol layers: The Three Flows (execution) and Intercognitive (coordination).
AI-powered sales enablement and conversation intelligence.
The future of sales work - mapping Human vs AI responsibility for every sales job
Google and AI set to disrupt shipping industry.
Cross-platform comparison of EVM, Solana, and Sui — safety, standards, and learning paths
How small and medium businesses can leverage AI and Web3 to grow stronger communities
Software's job is to help people solve problems that create real world value.
Tools and protocols for building a one-person business with AI leverage
How do Sui's core primitives compose with purpose-built infrastructure to enable crypto-enabled business at scale?
Which tools handle which modalities — models, frameworks, MCP servers, and CLIs mapped to each transformation type
What will the world look like in three years?
Google's Universal Commerce Protocol — how agents buy and sell through standardized merchant services
Diagrams | Matrices | Thinkers
The "What Next?" Loop of evolution.
How does AI reshape who gets funded, who funds, and what "venture capital" even means?
Cryptographic proof that agent actions match human-approved scope — the missing layer between intent and action
Owning multiple stages from data capture to workflow automation - the VSaaS strategy
At what clip length does consistent AI video become indistinguishable from filmed footage?
AI video creation, editing, and audio production.
Direct the shot, not the story.
When a model can read, describe, and reason about any image — what does that change about how you design information?
Key to robotics
The prompt IS the composition.
What separates a prompt that returns generic stock art from one that returns exactly what you pictured?
Voice is the most natural interface. Which latency threshold makes an AI voice feel human rather than robotic?
What happens when you extract the engine from a prompt and leave the variables empty?
Diagrams | Matrices | Thinkers
Create a matrix of most your important Jobs to Be Done and their Production Routes.
AI writing assistance, grammar, and style optimization.