INC4
company
AI & ML interests
Agentic AI systems, LLM-powered autonomous agents, agent memory and knowledge management, RAG, AI for fintech and trading, reinforcement learning, multi-agent architectures, GPU infrastructure
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Papers
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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 — Survivability-aware execution safety for agentic crypto trading (2026)
- Absorbing Complexity (INKH) — 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
- 💻 GitHub
- 🐦 X / Twitter
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