Notes from the team.

Our take on AI-Native across industries, agentic workflows, model evaluations, and where it's all heading. Insights and forecasts from the team building the future of intelligent software.

Why 40% of AI Agent Projects Get Cancelled (and the 5 Questions That Predict Payback)
Strategy

Why 40% of AI Agent Projects Get Cancelled (and the 5 Questions That Predict Payback)

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The Cheapest AI Model on Paper Can Cost You the Most
Research

The Cheapest AI Model on Paper Can Cost You the Most

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Everyone Deployed AI Agents. Almost Nobody Can Control Them.
Strategy

Everyone Deployed AI Agents. Almost Nobody Can Control Them.

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AIDA Is Dead: What Canada’s New AI Rules Mean for Your SMB
Compliance

AIDA Is Dead: What Canada’s New AI Rules Mean for Your SMB

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What a 24/7 AI Agent Actually Does for a Small Business
Automation

What a 24/7 AI Agent Actually Does for a Small Business

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AI and Quebec’s Law 25: What Small Businesses Need to Know
Compliance

AI and Quebec’s Law 25: What Small Businesses Need to Know

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How to Control Your Team’s AI Spending
Operations

How to Control Your Team’s AI Spending

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Speed of Light: The Management Philosophy Behind the World's Most Valuable Company
Strategy

Speed of Light: The Management Philosophy Behind the World's Most Valuable Company

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The AI Development Sandwich: Three Layers, Not Three Levels
Framework

The AI Development Sandwich: Three Layers, Not Three Levels

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The $1M Employee: Revenue Per Head Is the New North Star
Strategy

The $1M Employee: Revenue Per Head Is the New North Star

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The Real Cost of NOT Adopting AI for Your SMB
Strategy

The Real Cost of NOT Adopting AI for Your SMB

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On-Device AI and Data Sovereignty: The 2026 Privacy Strategy
Research

On-Device AI and Data Sovereignty: The 2026 Privacy Strategy

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MCP Explained: The Universal Language Your AI Tools Have Been Waiting For
Framework

MCP Explained: The Universal Language Your AI Tools Have Been Waiting For

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The SMB AI Adoption Playbook: From First Pilot to Full Integration
Process

The SMB AI Adoption Playbook: From First Pilot to Full Integration

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LLM Carbon Footprint: Measuring CO2 per Token and per Dollar
Research

LLM Carbon Footprint: Measuring CO2 per Token and per Dollar

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The Model Right-Sizing Framework: Why Choosing the Wrong LLM Is Your Most Expensive AI Decision
Framework

The Model Right-Sizing Framework: Why Choosing the Wrong LLM Is Your Most Expensive AI Decision

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AI Agents vs. Chat: The Difference and When to Use Each
Framework

AI Agents vs. Chat: The Difference and When to Use Each

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From 0 to Production in 9 Weeks
Process

From 0 to Production in 9 Weeks

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The Crewdle AI-Native Manifesto
Culture

The Crewdle AI-Native Manifesto

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