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Edges

Field notes on finding your AI edge — and making it last.

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Cover illustration for “Stop Thinking Small About AI Transformation”
Blog Posts

Stop Thinking Small About AI Transformation

Most executives reach for "do more with less" when they talk about AI. It sounds responsible. It's also a ceiling. The companies pulling away are running a different equation entirely.

Derek Gilbert

7 min read
Cover illustration for “AI Empowerment Is a Test of Leadership, Not the Workforce”
Blog Posts

AI Empowerment Is a Test of Leadership, Not the Workforce

Your people are already using AI — many of them in secret, because no one gave them permission to do it openly. The adoption problem was never theirs. Here's what the data says, and what it actually takes to lead through this.

·7 min
Read
Cover illustration for “The Rising Value of Human Connection in the Age of AI”
Research·

The Rising Value of Human Connection in the Age of AI

Something's happening in professional services that doesn't make logical sense. AI can analyze data faster, generate insights more consistently, and deliver recommendations without bias. Yet people consistently choose (and pay more for) human involvement. This comprehensive research reveals why human communication skills become more valuable as AI capabilities expand, backed by data showing 32% premiums for human-verified information and 250% ROI on interpersonal skills training.

4 min read
Research·

AI Coding Agents: Transforming Software Development

AI coding agents are fundamentally transforming software development, from economic disruption to democratizing technology creation. This comprehensive analysis examines current capabilities, productivity impacts, technical challenges, and future implications for developers and society.

4 min read
Research

The Dramatic Decline of Computing Costs and What It Means for AI Pricing

A comprehensive research analysis examining the dramatic decline in computing costs over four decades and its implications for the future pricing of AI tools and services.

·4 min
Read
Cover illustration for “The Great AI Pivot: How the Industry Shifted from Models to Products”
Research·

The Great AI Pivot: How the Industry Shifted from Models to Products

The AI industry experienced a fundamental strategic transformation between January 2023 and July 2025. What began as a race for superior model capabilities evolved into an intense competition for product dominance, marking a clear inflection point in how AI companies allocate resources and define success...

4 min read
Cover illustration for “AI augments rather than replaces: Evidence challenging job displacement fears”
Research·

AI augments rather than replaces: Evidence challenging job displacement fears

The narrative that artificial intelligence will eliminate most human jobs faces mounting evidence to the contrary. This comprehensive research report examines evidence from leading institutions, historical analysis, and real-world implementation data showing AI primarily augments human capabilities rather than replacing workers wholesale.

5 min read
Cover illustration for “Why Agentic Browsers Will Flop”
Blog Posts·

Why Agentic Browsers Will Flop

The AI community is buzzing about agentic browsers that can autonomously navigate websites and complete tasks. But most people will try them once and never use them again.

3 min read
Cover illustration for “The AI Labs Have All Started Building the Same Thing”
Blog Posts

The AI Labs Have All Started Building the Same Thing

AI labs are shifting from model breakthroughs to product development, signaling that model capabilities have plateaued.

·4 min
Read
Cover illustration for “The Constraint Paradox: Why Artificial Limits Actually Maximize Creativity”
Blog Posts·

The Constraint Paradox: Why Artificial Limits Actually Maximize Creativity

The most creative breakthroughs in AI product development don't emerge from unlimited resources or complete freedom—they explode from carefully constructed constraints.

3 min read
Cover illustration for “MCP Tooling: The Future of Voice AI”
Blog Posts·

MCP Tooling: The Future of Voice AI

Voice AI has reached an inflection point. The Model Context Protocol (MCP) represents a paradigm shift that transforms voice AI from passive responders into active digital agents capable of executing complex workflows across applications and services.

4 min read
Cover illustration for “The Magic of Saying Stupid Things Out Loud”
Blog Posts

The Magic of Saying Stupid Things Out Loud

Saying stupid things out loud is pivotal to thinking. Eliminate fear of sounding foolish to truly innovate and think creatively.

·4 min
Read
Cover illustration for “AI Won't Increase Productivity”
Blog Posts·

AI Won't Increase Productivity

As executives dream of AI-powered super-employees, the reality may be worse than stagnation. Unrealistic expectations and mounting workloads could actually decrease productivity for most workers...

3 min read

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