Engineering
Studio

"The next phase of growth is likely to come from applications that rely less on viral speculation and more on consistent execution, such as onchain perpetual futures and AI-native trading agents."

"Seeing the tremendous growth of DeFi, NFTs, and decentralized systems as a whole, our cool team of blockchain developers at INC4 began to create new dapps on Ethereum."

"INC4’s expertise has been instrumental in the smooth transition from Web2 to Web3 and seamless integration with necessary third-party services."

"With AI, you’re working under uncertainty, where data can be missing, noisy or even contradictory. AI is useful in those situations because it can still operate when information is incomplete and conditions are constantly changing."

"One of INC4 devs contributed to LangChain AI — that’s what we are most proud of!"

"The SAE-enabled system reduced the max drawdown from 46% to 3.2%. Traditional order management systems instead reduced maximum drawdown to 12%"

"Survivability-Aware Execution, or SAE, is a proposed control layer that sits between an AI agent and the exchange. Before an order goes through, SAE checks the request against predefined safety and risk rules, including exposure limits, leverage caps, slippage thresholds, rate limits, and approved tools or venues."

"You don’t need many agents to cause damage; one agent with execution privileges and a bad skill is enough."

"AI can onboard someone into a complex strategy in minutes, surface non-obvious correlations, flag when a liquidity pool isn’t worth entering, and dynamically recalibrate position sizing based on live account state and market conditions."