[All five systems](https://kushawaha.com/capabilities)

Observability & Operations

# Agentless Infrastructure Telemetry & Incident Analysis

Zero-agent metric collection over SSH with automated root-cause diagnosis.

Our operations platform monitors infrastructure fleets without installing background software daemons on target servers. Metric collectors query direct Linux kernel sysfs and hardware counters in one-second SSH calls, pairing live telemetry with automated root-cause analysis.

**Business value**

Provides complete visibility across large compute fleets while reducing operational troubleshooting time by more than 75%.

#### Architecture & Implementation

- Agentless metric collection reading kernel counters via single compound shell executions
- Hardware telemetry for NVIDIA, AMD, and Intel GPUs collected without target daemons
- Dynamic infrastructure topology graphs tracking dependency blast radius and system drift
- Automated root-cause analysis that reviews logs, system metrics, and operational runbooks

#### Critical Problems Solved

- Ends agent maintenance, memory leaks, and version mismatch across thousands of servers
- Shortens incident resolution time by automating triage and generating diagnostic reports
- Provides a single health dashboard for mixed bare-metal servers and cloud instances

Specifications

Data Ingestion Agentless SSH compound query (~1-second duration with rate limits)

Topology Engine Live infrastructure graph with automated blast-radius calculations

Security Model AES-256 encrypted credential vault with full diff audit logs

Alerting Channels Webhook, Slack threads, MS Teams Adaptive Cards, Telegram

[Explore Industry Solutions](https://kushawaha.com/solutions) [Inquire Regarding Integration](https://kushawaha.com/contact)

## Deploy sovereign, high-assurance capabilities

Speak directly with Kushawaha Group architects regarding licensing, on-premise deployment, or collaborative development.

[Schedule Architecture Review](https://kushawaha.com/contact) [Review Whitepapers](https://kushawaha.com/research)

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Source: https://kushawaha.com/capabilities/autonomous-sre
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