---
title: INC4
emoji: ⚡
colorFrom: green
colorTo: green
sdk: static
pinned: false
license: apache-2.0
short_description: R&D-driven technology company.
---

# INC4 — The House of Tech for What Comes Next

AI · Blockchain · Infrastructure · Compute · Algotrading

We are an R&D-driven technology company building production systems backed by published research. Founded in 2013.

## Research

- **[Execution Is the New Attack Surface](https://arxiv.org/abs/2603.10092)** — Survivability-aware execution safety for agentic crypto trading (2026)
- **[Absorbing Complexity (INKH)](https://arxiv.org/abs/2606.01886)** — Interaction-native knowledge harness for financial LLM agents (forthcoming)

Two papers, one research program: how AI agents **act safely** (execution plane) and how they **think and remember** (cognition plane).

## What We Build

- 🔬 **AI Lab** — Autonomous trading agents, agent memory architectures, RAG systems
- 🔗 **Blockchain Hub** — L1/L2 infrastructure, smart contracts, Web3 applications
- 🖥️ **Compute & Infra** — GPU clusters, Kubernetes, data center operations
- 📈 **Algotrading** — Backtesting, simulation, and live trading systems

## Links

- 🌐 [inc4.net](https://inc4.net)
- 💻 [GitHub](https://github.com/inc4/)
- 🐦 [X / Twitter](https://twitter.com/INC_4_)