Stealth Mode: How We Dominated AI Agent Hackathons without Leaving a Trace
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Stealth Mode: How We Dominated AI Agent Hackathons without Leaving a Trace

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Darryl Gilliams Jr. (@doctadg)Dec 28, 2024 // AUTHORIZED_LOG

"Competing in stealth isn't just about privacy; it's about strategy. Here's how we won three major AI hackathons by focusing on execution over hype."

Competing in stealth isn't just about privacy; it's about strategy. Over the last six months, our team has participated in several high-profile AI agent hackathons under various pseudonyms. We didn't want the noise; we wanted the data, the stress-testing, and the technical edge.

The Strategy of Silence In a space dominated by hype and 'vaporware' announcements, we chose a different path. We entered these competitions to test our Neural Lattice architecture against the best in the world. By staying in stealth, we avoided the distractions of marketing and focused purely on the technical challenges.

Case Study: High-Concurrency Arbitrage In one specific hackathon, we built an agent capable of identifying and executing triple-hop arbitrage routes on Solana within 400ms. The challenge wasn't finding the route—it was ensuring the transaction wasn't front-run by institutional MEV bots. We implemented a custom 'Jito-aware' execution layer that allowed us to tip miners directly, securing the transaction at the top of the block.

Verifiable Execution Another major win was our implementation of verifiable execution. Most agents today operate in a 'black box'—you give them money, and they do *something*. We built a ZK-proof system that allowed the judges to verify every inference and every on-chain move our agent made without seeing the underlying proprietary model weights. This was a game-changer and secured us our first 1st place finish.

Building Anorion in the Shadows By the time we surfaced to build Anorion DAO, we already had a battle-tested stack. We weren't guessing what would work; we had three first-place finishes and thousands of successful (simulated and live) transactions as proof. Winning isn't about the trophy; it's about the technical alpha you gain in the process. We are building the future of finance in the shadows, and it's time to step into the light.

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