Ensuring Repeatable Agentic Results

After weeks of curiosity (and even some skepticism) about my "six-hour flight app build," I finally had a chance to document the process and the tools I use.

What started as a simple "how do you do this" request turned into something a bit more profound. Recording myself explaining the agentic stack forced me to confront a truth: We're not coding anymore. We're conducting.

My tech stack? Claude Flow, Claude Code, OpenAI Codex, Cursor, GitHub Codespaces, Neon, Railway, Doppler, Snyk, Trivy, CodeRabbit, Clerk, etc. But that's like saying a symphony is just instruments.

The real magic happens in the orchestration. Vision documents that become living touchstones. Product Requirements and Technical Architecture Docs that agents reference hundreds of times per build. Implementation plans that update themselves. Sprints & Phases with kickoff prompts, completion docs, and handoff protocols.

Each phase starts fresh. No context window exhaustion. No drift. Just clarity.

My canonical starting templates are designed to support GitHub Codespaces for virtual development (available from any machine at any time). They come pre-loaded with GitHub workflows that reinforce linters, security, code reviews, and more, and support out-of-the-box deployment pipelines for Docker, Azure, Railway, and more.

When it gets to swarms, it gets even more interesting. The swarms don't just execute what you tell them to do. They can debate among themselves. For example, you can ask three agents to tackle the same problem. A fourth synthesizes their approaches. It's ideation and peer review at machine speed.

The video walks through everything. The templates. The workflows. And why you should consider the Claude Flow framework from Reuven Cohen that enables true swarm intelligence.

But here's the uncomfortable truth: This isn't about the tools. It's about letting go.

Letting agents review each other's work. Letting workflows enforce standards, I might skip. Letting swarms find solutions I'd never consider.

After 25 years away from coding, I'm shipping software faster than ever. Not because I got better at programming. Because I learned to conduct instead of code.

This is where I stand today. But it's fluid and dynamic. As tools become available, I try to adopt them. And note that not all of these tools and frameworks may be suitable for you. Feel free to build your own orchestra.

But the future isn't about YOU writing better code. It's about you becoming a better conductor of an orchestra of agents who can research, design and code for you.

Carpe Agentem. 🎼

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