Telemetry • Asset Intelligence • Liveness • Risk Analysis
Building platforms that turn device state and infrastructure risk into actionable intelligence.
I build telemetry-backed systems that improve visibility into endpoint health, asset state, hardening posture, and infrastructure risk across distributed environments.
The Core Goal
Flagship Case Study
Multi-Tenant Endpoint Telemetry & Intelligence Platform
A customer-facing platform built to improve asset intelligence, endpoint monitoring, hardening visibility, liveness tracking, and risk analysis across enterprise environments.
The Problem
Infrastructure problems stay invisible because teams lack reliable systems to continuously understand asset state. Devices stop reporting, systems drift, and outdated software remains unnoticed. Firewalls and routers sit outside normal workflows entirely.
The Objectives
- Create continuous visibility into endpoint and asset state
- Surface operational and security-relevant gaps early
- Give customer teams a usable operational interface
- Support remote response and control use cases
Architecture Overview
Layer 1: Endpoint Agents
Lightweight agents built in Golang (Windows) and platform-specific packages (RHEL, Debian, macOS, Android) to capture telemetry with minimal drag.
Layer 2: Forwarder-based Collection
For non-agent environments (firewalls, routers). A supported system runs a forwarder gathering telemetry and relaying it to the central pipeline.
Layer 3: Ingestion & Persistence
Python WSGI backend with an in-memory buffer to reduce MySQL write pressure, secured with certificate-backed integrity controls.
Layer 4: Analysis & Visibility
Correlates telemetry with CERT-In advisories and AI-assisted reasoning to surface stale assets, risk indicators, and remediation needs.
Monitoring & Response Capabilities
Asset Liveness
Detects stale or inactive endpoints automatically.
Hardening Visibility
Highlights systems misaligned with expected security posture.
Remote Response
Targeted control actions like remote BitLocker triggers.
Windows & RHEL Hardening Validation
Alongside the telemetry platform, I perform Windows and RHEL server auditing, hardening verification, and security posture reviews.
- CIS benchmark-aligned baseline validation
- Secure configuration posture review
- OS-level assessment of operational settings
- Validation of server-side remediation actions
Why group them together?
Telemetry tells you what exists, what is alive, and what changed.
Hardening validation tells you what this system should look like, which controls are missing, and what needs fixing.
Together, they create a complete picture of infrastructure health and operational risk.
Explore the full engineering ecosystem
The telemetry intelligence work connects closely to my automation and security validation systems. The same patterns repeat: collect signals, structure workflows, and make outputs usable.