Published research from INC4 — House of Tech for AI & Web3.
We don't write papers about things we haven't built. Every paper here is backed by production systems and open-source code.
Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents
Converts user, market, portfolio, and tool events into structured operational knowledge using passive injection, temporal graph memory, and audit surfaces. 0.815 task quality at 900ms latency — 82.95% faster than agent-driven alternatives.
Execution Is the New Attack Surface: Survivability-Aware Agentic Crypto Trading with OpenClaw-Style Local Executors
A middleware layer for agent-based crypto trading that enforces execution safeguards — exposure budgets, rate limits, slippage bounds — reducing max drawdown by 93.1%.
INC4 is a House of Tech for AI and Web3, founded in 2013. Five centers under one roof — AI Lab, Blockchain Hub, Algotrading Software, Infra & DevOps, and Compute Infrastructure.