We won first place at the AWS x Datadog x Anthropic Hackathon.

Our code wasn't the best in the room. Not even close.

We won because we could make people care in 10 seconds. And that's a very different skill than writing good code.

Most builders spend 95% of their energy on the product and 5% on how they present it. This is backwards. Not because the product doesn't matter — it does. But because a great product that nobody understands is the same as a product that doesn't exist.

I used to think the work speaks for itself. It doesn't. You have to speak for it.


We built Crimson — an automated red-teaming platform for AI agents. Before we wrote a single line of code, we had one sentence:

Every company shipping AI agents to production right now has no systematic way to test them against adversarial attacks.

That sentence won the hackathon. Everything else was evidence.

Here's what I mean. When you say that sentence out loud to someone technical, something happens. Their face changes. They know it's true. They've thought about it. They just haven't seen anyone try to solve it yet.

That's what a good one-sentence pitch does. It doesn't explain your product. It makes the problem so obvious that the product becomes inevitable.

Most people pitch the other way around. They start with what they built, then try to convince you why it matters. But conviction doesn't work that way. You don't convince people into caring. You show them something they already care about but haven't articulated yet.

The best pitches don't introduce a new idea. They put words to a feeling that already exists.


During our demo, we didn't walk through architecture. We didn't show a tech stack slide. We said six words:

Watch this agent leak credentials live.

Then we showed it happening.

Severity ratings. Six attack categories. Concrete steps to fix each one. A dashboard that turns "we should probably think about AI security" into "here are the five things that are broken right now."

The judges didn't just understand Crimson. They wanted it.

That's the difference between presenting and selling. Presenting is showing what you made. Selling is making someone feel what it would be like to have it — and then what it would be like to not have it.