Author
Ilya Berdar / Quantir Team
Category
Integrations & Tooling
Project Type
Open application / ecosystem tooling proposal
Summary
Quantir proposes to build an open-source observability and risk intelligence module for Radicle infrastructure. The project will monitor Radicle seed-node health, repository replication signals, signed-reference anomalies, CI/integration status, and operational reliability indicators, then convert those signals into structured alerts, risk scores, and human-readable explanations.
We understand that the Radworks Grants Org has been sunset as of July 2024 and that future grant-giving is expected to be operationalized by the Foundation Org through retroactive or cycle-based support for meaningful contributions to Radworks peer-to-peer technologies. This proposal is therefore framed as an ecosystem tooling contribution that can be reviewed either as a future grant-cycle candidate, retroactive funding candidate, or scoped collaboration with Radicle/Radworks maintainers.
Requested funding: $30,000
Estimated duration: 8 weeks
License: MIT or Apache 2.0
Repository: open-source / public deliverables
Motivation
Radicle is building a sovereign peer-to-peer code collaboration stack on top of Git. Its value comes from user-owned data, decentralized repository replication, local-first workflows, signed collaboration artifacts, and independence from centralized code-hosting platforms.
As Radicle adoption grows, maintainers, seed-node operators, and ecosystem contributors need better visibility into infrastructure health and operational risk. Centralized platforms often provide dashboards, uptime monitoring, CI visibility, repository activity feeds, and administrative observability by default. In a peer-to-peer network, that visibility must be designed differently, without compromising Radicle’s values of sovereignty, openness, decentralization, and user control.
Quantir can help by creating an open-source monitoring layer that turns fragmented Radicle infrastructure signals into clear, explainable outputs. The goal is not to centralize control, but to make peer-to-peer infrastructure easier to understand, maintain, and operate.
Problem
Radicle’s decentralized architecture gives users more autonomy, but it also changes how infrastructure is monitored.
Maintainers and operators may need to understand:
Is a seed node healthy and reachable?
Are repositories being replicated reliably?
Are there unusual changes in signed references or repository metadata?
Are project collaboration flows showing abnormal behavior?
Are CI/integration workflows failing or degrading?
Are there early signs of operational issues that could affect repository availability or developer experience?
Today, this information may exist across logs, local tools, nodes, HTTP interfaces, project activity, and manual checks. What is missing is a reusable, open-source layer that normalizes these signals and presents them as explainable operational intelligence.
Proposed Solution
Quantir will build a Radicle-specific observability and risk intelligence module.
The module will collect selected public or operator-provided Radicle infrastructure signals, normalize them into risk features, detect abnormal behavior, and generate structured alerts with explanations.
The system will focus on:
Seed-node availability and health monitoring.
Repository replication and availability signals.
Signed-reference or metadata anomaly detection.
Project activity and collaboration-flow monitoring.
CI/integration health where data is available.
Operational risk scoring for monitored entities.
Explainable alerts with supporting evidence.
API/WebSocket-ready alert schemas.
Reference dashboard or sample consumer.
Documentation for maintainers and node operators.
The work will be open source and will not rely on closed-source infrastructure to function. It will be designed to fit Radicle’s peer-to-peer and local-first ethos.
Technical Approach
The project will use Quantir’s existing monitoring architecture, adapted to Radicle-specific infrastructure signals.
Core components:
Radicle Signal Adapter
Collects selected Radicle infrastructure and repository signals from public or operator-configured sources.
Normalization Layer
Converts raw signals into comparable monitoring features such as seed-node reachability, replication status, repository activity changes, signed-reference anomalies, CI status changes, and availability issues.
Risk Scoring Layer
Computes normalized risk scores and score deltas for monitored nodes, repositories, or workflows.
Alert Strategy Layer
Detects abnormal conditions and triggers structured alerts.
Explanation Layer
Generates human-readable explanations showing why an alert was triggered and what evidence supports it.
Delivery Layer
Outputs alerts through open schemas suitable for dashboards, bots, APIs, or WebSocket consumers.
Example Alert
Category: seed_node_health_anomaly
Severity: medium
Risk score: 73
Reasons: repeated reachability failures, replication delay, abnormal repository sync pattern
Evidence: seed node address, repository ID, timestamps, check results
Explanation: “This seed node was flagged because it showed repeated reachability failures while repository replication checks were delayed during the same monitoring window.”
Deliverables
Open-source Radicle monitoring design document.
Radicle-specific signal taxonomy.
Structured alert schema.
Radicle signal adapter prototype.
Seed-node health monitoring logic.
Repository replication / availability monitoring logic.
Signed-reference or metadata anomaly detection prototype.
Risk scoring and alert trigger logic.
Human-readable explanation layer.
API/WebSocket-ready output format.
Reference dashboard, sample consumer, or CLI-style output example.
At least 5 alert categories.
At least 10 sample alert scenarios.
Setup guide and testing documentation.
Final technical report.
Milestones
Total duration: 8 weeks.
Milestone 1: Scope, Signal Taxonomy, and Architecture
Timeline: Weeks 1-2
Funding requested: $7,000
Deliverables:
Radicle-specific monitoring scope.
Signal-source mapping.
Initial alert category taxonomy.
Initial alert schema.
Technical architecture document.
Implementation plan.
Success criteria:
At least 5 Radicle-specific alert categories are defined.
Technical scope is clearly documented.
Data-source assumptions and limitations are explicit.
Architecture is reviewable by Radicle/Radworks maintainers.
Milestone 2: Radicle Signal Adapter and Monitoring Prototype
Timeline: Weeks 3-4
Funding requested: $8,000
Deliverables:
Radicle signal adapter prototype.
Seed-node health monitoring logic.
Repository availability / replication signal processing.
Basic anomaly detection.
Sample alert generation.
Initial tests.
Success criteria:
Prototype processes selected Radicle-related signals.
Structured alert payloads are generated.
At least 5 alert categories are implemented in sample form.
Milestone 3: Risk Scoring, Explanations, and Integration Outputs
Timeline: Weeks 5-6
Funding requested: $8,000
Deliverables:
Risk scoring logic.
Alert trigger logic.
Human-readable explanation layer.
API/WebSocket-ready alert format.
Reference consumer or dashboard example.
Success criteria:
Alerts include severity, risk score, reason codes, evidence, and explanation.
Reference integration can consume alert outputs.
Sample scenarios are documented.
Milestone 4: Documentation, Validation, and Final Delivery
Timeline: Weeks 7-8
Funding requested: $7,000
Deliverables:
At least 10 sample alert scenarios.
At least 3 validation examples.
Setup guide.
Testing guide.
Final technical report.
Public repository with code, schemas, examples, and documentation.
Success criteria:
Reviewers can inspect or run the prototype.
Documentation is complete enough for maintainers or seed-node operators to test the system.
All deliverables are open source and properly licensed.
Budget
Total requested funding: $30,000
Engineering and Radicle-specific integration: $12,000
Signal design and risk scoring logic: $5,000
Alert schemas, explanation layer, and API/WebSocket outputs: $4,000
Reference integration or dashboard example: $3,000
Testing, validation, and documentation: $4,000
Project reporting and contingency: $2,000
Preferred payment structure: milestone-based, or retroactive payment against completed milestones if that better matches the current Foundation Org funding model.
Sustainability Plan
The project will be open source and designed for maintainers, seed-node operators, and ecosystem contributors to reuse and extend.
After the initial grant scope, Quantir can continue supporting the module by:
Maintaining compatibility with Radicle releases.
Expanding signal coverage as Radicle infrastructure evolves.
Adding new alert categories based on operator feedback.
Supporting dashboard and API integrations.
Documenting best practices for Radicle infrastructure observability.
The long-term goal is to create a useful monitoring primitive for decentralized code collaboration, not a one-off dashboard.
Open Source and Licensing
All grant-funded work will be open source.
Proposed license: MIT or Apache 2.0.
The project will not rely on closed-source software or closed infrastructure to function. Any third-party dependencies will be clearly documented and used according to their licenses.
Team
Quantir Team
Ilya Berdar — Senior Blockchain Developer / Project Lead
Responsible for architecture, Radicle integration scope, risk engine adaptation, grant communication, and final delivery.
Linkedin: https://www.linkedin.com/in/ilya-berdar-6063a11b6/
Andriy Boichuk — Senior Software Developer
Responsible for backend services, signal ingestion, infrastructure logic, tests, and deployment workflows.
Linkedin: Andriy Boichuk - Eschatology Entertainment | LinkedIn
Alex Grishenko — Senior Software Developer
Responsible for alert schemas, explanation outputs, reference integration, documentation, validation examples, and product implementation.
Linkedin: Alex Grishenko - 4A Games | LinkedIn
Relevant Experience
Quantir is a working risk intelligence and monitoring platform. It already includes live collectors, transaction monitoring, risk scoring, alert delivery, API/WebSocket interfaces, explainability services, and dashboard-facing outputs.
Quantir’s differentiator is that it combines monitoring, scoring, explainability, and alert delivery in one workflow. It does not only display raw logs or charts; it translates system behavior into interpretable, machine-readable outputs.
While Quantir’s existing focus is DeFi and on-chain risk monitoring, the same architecture can be adapted to decentralized infrastructure monitoring, including peer-to-peer networks and code collaboration systems.
Relevant Links
Quantir landing page:
Quantir app:
Quantir GitHub repository:
Additional Information
We understand that the Radworks Grants Org has been sunset and that this application may not fit the previous grant workflow. We are submitting this as a scoped proposal for Radicle/Radworks ecosystem tooling that could be considered under future grant cycles, retroactive funding, or Foundation-supported contribution programs.
If the Foundation or maintainers prefer a smaller proof-of-concept first, we can reduce the scope to a 4-6 week pilot focused only on seed-node health, repository availability, and explainable alert schemas.