Devops Articles

Explore comprehensive technical guides, deep-dive benchmarks, system architecture patterns, and production breakdowns under the Devops category.

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DevOps

2026-07-174 min read

Autonomous AI DevOps Agents Part 7: Production Guardrails & Telemetry Evals

Harden non-deterministic DevOps AI agents with RBAC permission gates, deterministic circuit breakers, and OpenTelemetry evaluation suites.

Autonomous AI DevOps Agents Part 6: FinOps Agents & Dynamic GPU Cluster Cost Optimization

Deploy FinOps AI agents that right-size LLM inference nodes, orchestrate vLLM spot instance migrations, and optimize cloud infrastructure costs.

Autonomous AI DevOps Agents Part 5: eBPF Kernel Observability & Real-Time Anomaly Triage

Combine eBPF Linux kernel probes with LLM anomaly detection to pinpoint silent network packet drops, socket latency spikes, and CPU throttling.

Autonomous AI DevOps Agents Part 4: GitOps Remediation & Terraform Drift Correction

Detect Infrastructure-as-Code state drift in Terraform and Pulumi using autonomous AI agents with human-in-the-loop approval guardrails.

Autonomous AI DevOps Agents Part 3: Automated CI/CD Pipeline Triage & Flaky Test Quarantine

Deploy AI agent webhooks that parse GitHub Actions failure logs, isolate flaky test suites, and generate corrective code pull requests automatically.

Autonomous AI DevOps Agents Part 2: Kubernetes Self-Healing & CrashLoopBackOff Triage

Build an event-driven AI agent that intercepts OOMKilled and CrashLoopBackOff pod events, inspects stack traces, and applies automatic Kubernetes resource patches.

Autonomous AI DevOps Agents Part 1: Control Plane Architecture & Event Loops

Architecting production-grade autonomous DevOps control loops using LangGraph, deterministic policy guardrails, and telemetry aggregators.

Asutosh Sidhya

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