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Year: 2025

ChatGPT Image Dec 11, 2025, 10_05_21 AM

From Prompts to Harnesses: The Discipline Behind Long-Running Intelligence

For the last two years, the world has been obsessed with prompt engineering.What to say.How to say it.Which magic incantation unlocks the best output. But prompting was never the destination.It was a bridge — an early interface between humans and a…

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Harness Engineering and the Discipline of Long-Running Intelligence

Even the best AI models forget. They lose context, they reset, they start from scratch every time a new session begins. Imagine a team of engineers working shifts — but each one arrives with no idea what the last person built….

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The Illusion of Progress

We call it transformation because we bought new tools.We call it innovation because we signed another enterprise license. But most companies are still doing the same work — just with shinier buttons. A bank adds an AI assistant to handle customer…

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The Architecture of Intelligent Systems

The first thing we have to change is our conceptual understanding of interface.We’re moving into a world beyond UI — one where systems no longer wait for clicks, inputs, or screens. The future is machine-to-machine, agent-to-agent, and that changes everything about…

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Rethinking Work: What It Means to Be a Frontier Firm

Frontier firms come to the realization that the only way to stay competitive is to rethink the way they do business. Most companies try to replicate human activities with machines — and end up disappointed when the results don’t match what…

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What Does It Mean to Be a Frontier Firm

If your business was built on human speed, human scale, or human limits — it’s already behind. The frontier isn’t ahead of you; it’s under your feet. For decades, companies evolved through incremental change — new systems, reorganizations, small leaps forward….

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Why Context Engineering Beats Prompt Engineering

Most companies think the secret to great AI is finding the right prompt. It’s not. AI doesn’t have the secret sauce your engineers hold in their heads — it mimics patterns it’s seen before. If you want it to actually build…

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Seawolf Leadership Manifesto

Clay Campbell, Founder 1. My Role as a Founder I’m not here to solve every problem or be the source of every answer.I’m the architect and visionary — I forge the path, set the pace, and elevate the people around me.My…

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The 3 A’s of AI Reality

Accelerate. Automate. Adapt.Clay Campbell, Founder — Seawolf AI 1. Accelerate “Speed is the unlock. In AI, moving fast isn’t reckless — it’s required.” 2. Automate “AI is not just about insights — it’s about action.” 3. Adapt “If AI doesn’t change…

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AI That Works in the Real World

Clay Campbell, Founder — Seawolf AI The future isn’t prompts — it’s production-grade autonomy. We build real systems, not slide decks. From Demos to Deployment AI Engineering vs. AI Theater Agentic Systems in Action Why It Matters

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