klappy.dev

The Masthead

FAQ

What is this site?

This is a portfolio and thinking space. It collects projects, writing, and reference documents that reflect how I approach software design, AI-assisted development, and system architecture.

Is this a framework or product?

No. The ideas here are not a packaged framework or a tool you install. They are principles, patterns, and experiments that can inform how tools and systems are designed.

Who is this for?

Primarily:

  • engineers and architects working on complex or long-lived systems
  • teams exploring AI-assisted development beyond prompt hacking
  • people curious about how software design changes when generation becomes cheap

Is everything here meant to be followed exactly?

No. Most documents are orientation, not instruction. They describe how decisions are reasoned about, not rules that must be obeyed.

Why so much emphasis on evidence and verification?

Because explanations are cheap—especially with AI. Evidence creates shared reality and prevents misplaced confidence.

Is this content stable?

Some parts are intentionally stable; others are evolving. Where possible, documents label their maturity and confidence level so readers can judge how much weight to give them.

Can I reuse these ideas?

Yes. The intent is openness and reuse. Attribution is appreciated, but the bigger goal is to reduce repeated mistakes and encourage clearer thinking.

Why do some ideas appear unfinished or revisited?

Because in non-deterministic systems, one outcome isn't enough to judge an idea. This work favors observing multiple attempts before drawing conclusions.

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