| --- |
| 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_) |
