Quantir Risk Intelligence
Quantir is a DeFi and on-chain risk intelligence platform that continuously collects protocol, market, transaction, and infrastructure signals, converts them into normalized risk scores, detects abnormal behavior, and delivers real-time alerts through API and WebSocket with human-readable explanations.
The Conflux ecosystem has strong potential for DeFi, infrastructure, developer tooling, and high-throughput EVM-compatible applications. However, as more protocols and users come on-chain, ecosystem teams need better tools to detect abnormal protocol behavior, liquidity stress, infrastructure degradation, and transaction-pattern anomalies before they become user-facing incidents.
Quantir proposes to build a dedicated Conflux eSpace risk intelligence module. The module will monitor public Conflux eSpace signals, selected DeFi/protocol activity, liquidity conditions, transaction patterns, and infrastructure health indicators. It will convert raw ecosystem data into structured risk scores and explainable alerts that can be consumed by protocols, wallets, dashboards, bots, and ecosystem operators.
Alignment with Conflux Network
Benefit to the Conflux Ecosystem:
Quantir will add reusable infrastructure and developer tooling for Conflux eSpace. Instead of every protocol building custom monitoring from scratch, Quantir will provide normalized alert schemas, risk scoring, explanations, API/WebSocket delivery, documentation, and a reference integration. This can help developers build more confidently on Conflux and improve operational readiness for Conflux-based applications.
Economic Benefit:
Better risk monitoring can support safer DeFi deployment, improved protocol reliability, and more confidence for users and liquidity providers. By helping protocols detect issues earlier and by making Conflux eSpace easier to monitor, Quantir can support more on-chain activity, more integrations, and a stronger environment for liquidity and financial applications.
Competitive Edge:
Quantir is not just an explorer or dashboard. It combines multi-source monitoring, normalized risk scoring, anomaly detection, machine-readable alert payloads, human-readable explanations, and API/WebSocket delivery in one workflow. This gives Conflux ecosystem teams actionable risk intelligence instead of raw data only.
Project Links:
Website:
https://landing.quantirintelligence.com/
App:
https://app.quantirintelligence.com/
GitHub:
X / Twitter:
https://x.com/QuantirSentinel
Conflux eSpace Grant Recipient Wallet Address:
TBD
Are you an incorporated startup?
Quantir is currently operated by the core Quantir team from Kyiv, Ukraine. If selected for the grant, we are ready to provide the required legal and KYC information and complete the required setup before signing the grant award agreement.
Technical Introduction
The functional goal of the system is to create a Conflux-aware risk intelligence layer that turns public ecosystem signals into structured, explainable alerts.
Existing solutions include block explorers, dashboards, manual monitoring, and custom bots. These tools are useful but fragmented. They often show what happened, but they do not consistently explain whether a pattern is abnormal, how severe it is, why it matters, or how it can be integrated into automated monitoring workflows.
The purpose of Quantir’s Conflux module is to provide:
Conflux eSpace signal ingestion.
DeFi/protocol/infrastructure adapters.
Liquidity and flow anomaly monitoring.
Transaction-pattern anomaly detection.
Infrastructure and data-freshness monitoring.
Normalized risk scoring.
Explainable alert generation.
API/WebSocket delivery.
Reference integration and documentation.
Scope of the system:
The first grant scope will focus on public Conflux eSpace signals and selected DeFi/protocol/infrastructure monitoring. It will not include custody, asset management, trading, bridging, or user-facing financial advice.
Objectives and Success Criteria:
Deliver a working Conflux eSpace ingestion prototype.
Implement at least 5 alert categories.
Generate at least 10 sample alert scenarios.
Deliver API/WebSocket alert outputs.
Publish developer documentation and setup/testing guide.
Provide a reference integration.
Submit final report for Conflux ecosystem review.
Definitions:
Risk Signal: a normalized indicator derived from protocol, market, transaction, or infrastructure data.
Risk Score: a normalized score representing the severity or abnormality of a detected condition.
Alert: a structured machine-readable event with severity, reasons, evidence, and explanation.
API/WebSocket Delivery: integration methods for protocols, dashboards, bots, and operators to consume alerts.
Technical Proposal
Functional Overview
Quantir’s Conflux module will include the following core components:
Data Ingestion Layer
Collects public Conflux eSpace data from selected sources such as transactions, protocol events, contract activity, liquidity-related signals, and infrastructure health indicators where available.
Protocol and Infrastructure Adapters
Converts raw data into normalized signals. Adapters will be modular so that new Conflux protocols or data sources can be added later.
Signal Normalization Pipeline
Transforms raw events into standardized signal objects containing timestamp, source, network, contract or transaction reference, event type, derived metrics, confidence, and data freshness.
Risk Scoring Engine
Computes risk scores, severity, and score deltas based on abnormal changes, unusual behavior, liquidity stress, repeated patterns, and infrastructure conditions.
Explainability Layer
Creates human-readable explanations for each alert. Each alert will explain what changed, why the system considers it relevant, and what evidence supports the alert.
Alert Delivery Layer
Provides API and WebSocket access to alerts so external systems can integrate Quantir outputs into dashboards, bots, monitoring tools, and internal operations.
Documentation and Reference Integration
Includes developer documentation, schema definitions, setup/testing guide, and a simple reference integration showing how to consume Quantir alerts.
Non-Functional Overview
Usability:
Alerts will be structured and easy to understand, with both machine-readable fields and human-readable explanations.
Reliability:
The module will use documented data sources, modular adapters, tests, and clear setup instructions.
Performance:
The first version will prioritize reliable ingestion and alert generation for selected signals. The system will be designed to support additional adapters and higher-frequency monitoring later.
Implementation:
The implementation will extend Quantir’s existing backend, scoring, alerting, explanation, API/WebSocket, and infrastructure components.
User Interface:
The first grant scope focuses on infrastructure and API/WebSocket outputs. A reference integration or simple dashboard example will be provided for demonstration.
Legal / Licensing:
Quantir will not custody user assets, execute trades, provide investment advice, or manage funds. The system provides monitoring and operational risk context only.
Total Budget
Funding Tier: Tier 3
Grant Size Requested: $50,000
Estimated Timeline: 10 weeks
Budget Justification:
$10,000 — Conflux risk scope, architecture, signal mapping, alert schema, and technical design.
$15,000 — Conflux eSpace data ingestion, protocol/infrastructure adapters, normalization pipeline, storage, and initial tests.
$15,000 — risk scoring logic, anomaly detection, alert categories, explanation templates, sample alerts, and validation examples.
$10,000 — API/WebSocket delivery, reference integration, developer documentation, setup/testing guide, and final report.
The requested budget is justified because the project requires dedicated engineering work across data ingestion, backend services, scoring logic, API/WebSocket delivery, testing, documentation, and Conflux-specific validation.
Development Roadmap
Milestone 1 — Conflux Risk Scope and Architecture
Timeline: 2 weeks
Funding Requested: $10,000
Deliverables:
Conflux eSpace signal scope.
DeFi/infrastructure risk taxonomy.
Supported data-source plan.
Initial alert category list.
Normalized signal and alert schema.
Architecture document.
Milestone 2 — Conflux Data Ingestion and Adapters
Timeline: 3 weeks
Funding Requested: $15,000
Deliverables:
Conflux eSpace data ingestion prototype.
Selected DeFi/protocol/infrastructure signal adapters.
Normalization pipeline.
Derived signal storage.
Initial test coverage.
Milestone 3 — Risk Scoring and Explainable Alerts
Timeline: 3 weeks
Funding Requested: $15,000
Deliverables:
Risk scoring logic.
At least 5 alert categories.
Explanation templates.
At least 10 sample alert scenarios.
Validation examples using sample or historical data.
Milestone 4 — API/WebSocket, Documentation, and Reference Integration
Timeline: 2 weeks
Funding Requested: $10,000
Deliverables:
API endpoint for querying Conflux alerts.
WebSocket stream for real-time alert delivery.
Reference integration example.
Developer documentation.
Setup/testing guide.
Final report for Conflux ecosystem review.
Final ETA:
10 weeks after grant approval and kickoff.
Team
Ilya Berdar
Role: Senior Blockchain Developer / Project Lead
Responsibilities: technical architecture, blockchain integration strategy, risk monitoring scope, grant communication, delivery coordination, and final acceptance.
LinkedIn:
https://www.linkedin.com/in/ilya-berdar-6063a11b6/
GitHub / project repo:
Andriy Boichuk
Role: Senior Software Developer
Responsibilities: backend architecture, data processing, ingestion pipelines, infrastructure, service reliability, tests, and deployment workflows.
LinkedIn:
https://www.linkedin.com/in/andriy-boichuk-519291b/
Alex Grishenko
Role: Senior Software Developer
Responsibilities: service integration, alert schemas, documentation, validation examples, dashboard-facing systems, and developer-facing materials.
LinkedIn:
https://www.linkedin.com/in/alex-grishenko-66167b62/
Team Socials and Links:
Project X / Twitter:
https://x.com/QuantirSentinel
Lead Telegram: @Gamzatel
Project GitHub:
Maintenance Considerations
After the grant, Quantir intends to maintain the Conflux module as part of the broader Quantir platform. The team will support documentation, improve adapters where needed, and explore deeper integrations with Conflux DeFi protocols, wallets, dashboards, and ecosystem tools.
The long-term goal is to make Quantir a reusable risk intelligence provider for Conflux eSpace builders and operators.
Terms of Use
I agree to all of the following terms of use in applying to a Conflux Ecosystem Grant:
I have read and understood the Conflux Grants Ecosystem Overview.
I have read about and understood that the Conflux Technical Grants are subject to a No-Sale rule.
I agree to provide KYC information to the Conflux Foundation for the sake of overall ecosystem security.
I understand that I will be required to follow public grant reporting requirements.