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Introducing
Off-chain Data, Computation
& Machine Learning into
Ethereum.

The on-chain neural networks introduce powerful ML and deep learning to smart contracts. Blockchain ecosystems will be unable to keep up with the ever-changing demands of needs, meet greater efficiencies and reduce vulnerabilities without an advanced level of automation and the emergence of intelligence.
 

Collaborators

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Introducing on-chain neural networks (ONN), off-chain computation and machine learning into EVM-compatible chains

External data, computation, and automation are important to decentralized projects to keep improving protocol functions and dApps. 

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Unbiased DeFi Smart Order Routing Framework (SORF) for decentralized exchanges (DEXs)

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Access to billions of data points, transactions, and historical records on a decentralized infrastructure.

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Verified contributors are individuals or entities with a vested interest within a public DAO.

Introducing on-chain neural networks

A cryptographically enforced system of contracts will take both our daily lives and the world’s emerging markets into a new age of economic fairness, transparency, and efficiency—an unbiased world is driven not by vague brand promises but by cryptographic guarantees.

Blockchains & oracles

Asset management Cluster

On-chain clusters

Algos & automation

Cluster

Data query

Cluster

Analytics & predictions

Cluster

ML, Data & MLOps

Machine Learning

MLOps

Deep Learning

Data Models

Analytics

APIs

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Validators

Off-chain computation & data

Storage & computation

Databases

Hybrid infrastructure

Research

Verified contributors are individuals or entities with a vested interest within a public DAO. They are responsible for planning, coordinating, and executing tasks for decentralized projects. They also enhance remote work flexibility by removing specific obstacles from centralized companies, innovate the workplace with decentralized concepts, and are especially helpful to open-source projects

Building Open Smart Search Engine for DeFi

Eta X

We’ll likely see smart aggregators like Eta X be integrated into dApps and protocols as the APIs for DEX aggregators become the common engine amongst traders, exchanges, protocols and LPs to leverage its data and capital efficiency capabilities. 

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ML

Environments

Deeplink

Cluster

MLOps

Rest

Kafka

GraphQL

PostgreSQL

⬤ Web3 adapter

Websocket

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Build DEX aggregation & better price discovery applications 

We’ll likely see smart aggregators like Eta X be integrated into dApps and protocols as the APIs for DEX aggregators become the common 

Use cases

Research & Development

Advanced quantitative research & backtesting, insights into market microstructure and order book dynamics, designing market behaviour models, data driven contract insights,  liquidity clusters heat-map development.

Predictive Analytics & Predictions

 

Liquidity clusters shapeshifting phenomenon, market microstructure correlations, market strength & weakness index, trend developments, identify trading ranges and the trend distribution, estimate fluctuations & volatility.

Signal Generation

Signal contact strategy development, multi assets accelerated signals, cross strategy design and development (generating alpha combining strategies across CEX/DEX)

Research & Development


Advanced quantitative research & backtesting, insights into market microstructure and order book 

Execution & Optimisation

Enhancing trade execution (CEX & DEX), smart order routes, deeper liquidity cost optimisation, HFT load-balancing, pricing & fee optimisation, cost effective market entry

Management

Liquidity aggregation, portfolio constructions, composition & analytics, rebalancing

Get involved with
Deeplink

Our interdisciplinary research and development lab is working to solve challenges, build, deploy at scale.

Get involved in research

Available positions

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Comprehensive Guide to DEX Aggregators

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The Complete Guide Smart Order Routing (SOR)

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Pathfinding Algorithms for DEX Aggregation and Smart Order Routing

Verified contributors are individuals or entities with a vested interest within a public DAO. They are responsible for planning, coordinating, and executing tasks for decentralized projects. 

They also enhance remote work flexibility by removing specific obstacles from centralized companies, innovate the workplace with decentralized concepts, and are especially helpful to open-source projects.

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Senior Community Dev Lead

Senior Solidity Developer

Senior Blockchain Architect ZK Rollup

Senior Full Stack Developer

Senior Machine Learning Developer

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