// INC4 · SINCE 2013

House
of Tech

PRECISION · VELOCITY · DEPTH · RESILIENCE
// CENTERS OF INNOVATION

Our dedicated teams

Five specialized centers operating as one integrated innovation ecosystem.

//.
[AI Lab]
LLMs · Agents · Neural Systems
AI that earns its place in production. Custom models, autonomous agents, and neural pipelines — built for domains where precision matters: finance, blockchain, and high-load infrastructure.
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//.
[Infra & DevOps]
High-Load · DevOps · Cloud Native
We architect & optimize infrastructures that support rapid growth, high-load systems and complex digital ecosystems.
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//.
[Blockchain Hub]
L1/L2 · DeFi · Smart Contracts
On-chain systems that hold under pressure. We build systems that carry real value — because on-chain mistakes don't have a rollback button.
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//.
[Compute Infrastructure]
Bare Metal · Colocation · Edge
Bare-metal performance at colocation scale. Always-on, energy-efficient infrastructure at the edge of the network.
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//.
[Algotrading]
Alpha Research · Signal Processing · Live Trading
Software for those who trade. Backtesting infrastructure, simulation environments, execution systems, OMS/EMS, quant research platforms — built by a team that operates on its own capital.
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// CASES

Ideas turned into impact

True Finance AI

TRUE AI combines real-time market intelligence, autonomous trading execution, and institutional-grade research in one platform. It runs a fast agent for instant market answers, a deep orchestrator for complex multi-step research, a dedicated stock analyst subagent, and a dedicated crypto analyst subagent with full market data coverage

Minerall

Became one of the Top Ethereum mining pools worldwide, helping miners achieve up to 15% higher profitability than competing solutions

AirDAO

We developed a full Layer 1 blockchain with a unique DAO-based voting system, enabling decentralized and transparent governance

Open Forest Protocol

One-of-a-kind blockchain solution for measuring, reporting, and verifying forest initiatives, with built-in asset management and transparent data tracking

// PARTNERS

Our partners

TRUE FINANCE AIGONKA AINVIDIA ACCELERATORMINERALLOFPAIRDAOPEMBROCKNEARAWSYOFANREF FINANCEBRAINERLUVS AITRUE FINANCE AIGONKA AINVIDIA ACCELERATORMINERALLOFPAIRDAOPEMBROCKNEARAWSYOFANREF FINANCEBRAINERLUVS AI
// PRESS

INC4 & People

What the media says about INC4.
And what our experts say to the media.

inc4.log · 01
CT
Cointelegraph
Jan 2026

"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."

inc4.log · 02
CP
Cryptopotato
June 2022

"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.log · 03
BZ
Benzinga
August 2023

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

inc4.log · 04
CT
Cointelegraph
Jan 2026

"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."

inc4.log · 05
I4
INC4 Team
2026

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

inc4.log · 06
DB
Day Break
Mar 2026

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

inc4.log · 07
TS

"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."

inc4.log · 08
TT
Tech Times
Mar 2026

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

inc4.log · 09

"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."

// TEAM

Our strength lies
in our team

We bring together dedicated teams of senior certified developers, each with 10+ years of experience and deep specialization in their fields.

More about us

Certifications

Certified where it matters

We invest in keeping our engineers sharp. All certifications are active and renewed, not legacy badges collecting dust.

Active until 2028
AWS Certified Machine Learning Engineer – Associate
Amazon Web Services
Active until 2026
HashiCorp Certified: Vault Associate (002)
HashiCorp
Active until 2026
CKAD: Certified Kubernetes Application Developer
The Linux Foundation
Active until 2026
CKA: Certified Kubernetes Administrator
The Linux Foundation
// RESEARCH

We shape the industry

We bring innovation to the world not just with words — our engineers participate in scientific research and make real contributions to open-source.

"We propose Survivability-Aware Execution (SAE), an execution-layer survivability standard designed for OpenClaw-style systems and skill-enabled agents."

We actively contribute to improving the technologies we build on. By resolving deep technical issues in a tech giant's product, we strengthen the broader ecosystem.

inc4@engineering ~ terminal

ready to
build it?

LET'S START →