# Akmatori

> Akmatori is an open-source (Apache 2.0), self-hosted AI incident response platform for SRE, platform, and DevOps teams: it ingests alerts, correlates them into incidents, runs agent investigations against the affected systems, and gates any remediation behind human approval.

How to read this site:

- Every page answers `Accept: text/markdown` with a Markdown representation of the same URL, and also serves it at the same path with a `.md` suffix (for example https://akmatori.com/docs/api.md). Responses set `Vary: Accept, Accept-Encoding`.
- Unknown paths return a real HTTP 404 whose body points back at this file, the sitemap, and the docs index.
- https://akmatori.com/sitemap.xml lists every public URL.

## When to use Akmatori

Reach for Akmatori when the task is about production incidents and the operational context around them. It is a good fit for these jobs:

- **Triaging a firing alert.** An alert arrives from Prometheus Alertmanager, Grafana, Datadog, Zabbix, PagerDuty, or a monitored Slack channel, and someone needs to know what broke and why, with evidence attached.
- **Cutting alert noise.** Related alerts should be correlated into one incident with a deterministic fingerprint instead of paging a human once per symptom.
- **Root-cause investigation over live systems.** The answer requires reading logs, metrics, recent deploys, and runbooks, and running real diagnostic commands over SSH or against a Kubernetes cluster - not just summarising a ticket.
- **Governed remediation.** A fix should be proposed, reviewed, and approved by a human in the web UI or in Slack before it touches production, with an audit trail of what ran.
- **Recurring scheduled checks.** A cron job should run an agent investigation on a schedule with its own prompt and tool allowlist and post the result to a channel.
- **Air-gapped or data-resident operations.** Incident data must not leave the customer network, so the platform and its models run on-premise.

Akmatori is **not** the right tool for: application performance monitoring or metric storage (it reads from your existing observability stack rather than replacing it), on-call scheduling and escalation policies (it integrates with PagerDuty for that), log aggregation, general-purpose chat, or code generation.

## How an agent should call Akmatori

Akmatori is self-hosted: there is no multi-tenant SaaS endpoint on akmatori.com to call. Point requests at the instance you or the user operates.

- **Base path:** `https://<your-akmatori-instance>/api` - API major version 1.
- **Authentication:** an API key in `X-API-Key`, `Authorization: ApiKey <key>`, or `Authorization: Bearer <key>`; a JWT from `POST /api/auth/login` works as a bearer token too. Public endpoints: `/auth/login`, `/auth/setup-status`, `/auth/setup`, `/health`, `/api/docs`, `/api/openapi.yaml`, and alert webhooks under `/webhook/alert/:uuid`.
- **Start an investigation:** `POST /api/incidents` with a JSON body containing `task` (required) and optional `context`. Poll `GET /api/incidents/:uuid` for state and `GET /api/incidents/:uuid/response` for the finished analysis.
- **Machine-readable contract:** https://akmatori.com/api/openapi.yaml (OpenAPI 3.1). Every instance also serves its own copy at `/api/openapi.yaml` and Swagger UI at `/api/docs`.
- **Versioning:** breaking changes ship under a new path prefix (`/api/v2`); deprecated surfaces carry `Deprecation` (RFC 9745) and `Sunset` (RFC 8594) headers with at least 90 days notice.
- **Rate limits:** a self-hosted deployment enforces no quota of its own. Where a gateway enforces one, honour `RateLimit` / `RateLimit-Policy` and always wait for `Retry-After` on a 429 before retrying with exponential backoff and jitter.
- **Deployment:** Docker Compose or Helm; see the getting-started guide below.

## Developer resources

- [Akmatori documentation index](https://akmatori.com/docs): Entry point for installation, configuration, integrations, skills, and tools.
- [Akmatori getting started guide](https://akmatori.com/docs/getting-started): Docker Compose and Helm deployment, first alert source, first investigation.
- [Akmatori REST API reference](https://akmatori.com/docs/api): Authentication, endpoints, error format, versioning policy, and rate-limit conventions.
- [Akmatori OpenAPI specification](https://akmatori.com/api/openapi.yaml): OpenAPI 3.1 contract for the REST API. Also served at /openapi.yaml.
- [Akmatori integrations catalogue](https://akmatori.com/docs/integrations): Alertmanager, Zabbix, PagerDuty, Grafana, Datadog, and Slack alert sources, each with its own page.
- [Akmatori Slack app documentation](https://akmatori.com/docs/slack): Driving incidents and approvals from Slack.
- [Akmatori skills documentation](https://akmatori.com/docs/skills): How investigation skills are defined, prompted, and scoped to tools.
- [Akmatori tools documentation](https://akmatori.com/docs/tools): SSH, Kubernetes, script, and API-client tools an agent can be granted.
- [Akmatori architecture overview](https://akmatori.com/docs/architecture): Components, data flow, and where agent execution happens.
- [Akmatori source code](https://github.com/akmatori/akmatori): Apache 2.0. Server, agent worker, MCP gateway, Helm chart, and release history.

## Company

- [About Akmatori](https://akmatori.com/about): What the project is, how it is licensed, and how to verify it.
- [Contact Akmatori](https://akmatori.com/contact): Email for sales, support, and security disclosure, plus public channels.
- [Privacy notice](https://akmatori.com/privacy): What akmatori.com collects, and why self-hosted deployments send nothing back.
- [SRE Bench](https://akmatori.com/srebench): Akmatori’s open benchmark of LLMs on real production incident scenarios.

## Product resources

- [Home page content](https://akmatori.com/): High-level positioning, feature matrix, and integrations overview.
- [Incident automation blog series](https://akmatori.com/blog/embracing-modern-devops): Example article explaining the incident management approach. Append .md for raw markdown.
- [LLM content preparation guide](https://akmatori.com/blog/llm-content-preparation-tools): Deep dive on preparing operational knowledge bases for LLM agents.

## Blog

- [Kubernetes v1.37 Storage Health Checks](https://akmatori.com/blog/kubernetes-1-37-storage-health): Append .md to the URL for raw markdown.
- [OpenCost AI Inference Costs](https://akmatori.com/blog/opencost-ai-inference-costs): Append .md to the URL for raw markdown.
- [Prometheus Full Disk Crash Fix](https://akmatori.com/blog/prometheus-full-disk-sigbus): Append .md to the URL for raw markdown.
- [Fast Writes Need a Durability Contract](https://akmatori.com/blog/fast-write-durability-sre): Append .md to the URL for raw markdown.
- [MySQL SKIP LOCKED at Scale](https://akmatori.com/blog/mysql-skip-locked-at-scale): Append .md to the URL for raw markdown.
- [AI Scraper Overload Is an SRE Problem](https://akmatori.com/blog/ai-scraper-overload-sre): Append .md to the URL for raw markdown.
- [witr: Process Provenance for SREs](https://akmatori.com/blog/witr-process-provenance-debugging): Append .md to the URL for raw markdown.
- [OpenTelemetry Cardinality Limits for SREs](https://akmatori.com/blog/opentelemetry-cardinality-limits-sre): Append .md to the URL for raw markdown.
- [When GitHub Actions Becomes an Outage](https://akmatori.com/blog/github-actions-outage-readiness): Append .md to the URL for raw markdown.
- [celld for Self-Hosted Durable Objects](https://akmatori.com/blog/celld-self-hosted-durable-objects): Append .md to the URL for raw markdown.
- [Human Approval Is Not Enough for SRE Agents](https://akmatori.com/blog/human-approval-agent-command-risk): Append .md to the URL for raw markdown.
- [Cloudflare Computer for SRE Agents](https://akmatori.com/blog/cloudflare-computer-sre-agents): Append .md to the URL for raw markdown.
- [Stateless MCP for SRE Agents](https://akmatori.com/blog/stateless-mcp-sre-agents): Append .md to the URL for raw markdown.
- [FFmpeg 9.0 Upgrade Guide for SRE Pipelines](https://akmatori.com/blog/ffmpeg-9-sre-upgrade-guide): Append .md to the URL for raw markdown.
- [Keyv NPM Compromise: SRE Response Guide](https://akmatori.com/blog/keyv-npm-compromise-sre-response): Append .md to the URL for raw markdown.
- [PISIGuard: Secret-Safe AI Chats](https://akmatori.com/blog/pisiguard-ai-chat-secrets): Append .md to the URL for raw markdown.
- [SuperPlane: Agentic Control Plane](https://akmatori.com/blog/superplane-agentic-control-plane): Append .md to the URL for raw markdown.
- [Kubeside for App-First Kubernetes Debugging](https://akmatori.com/blog/kubeside-kubernetes-app-debugging): Append .md to the URL for raw markdown.
- [gh-stack for Safer Infra Reviews](https://akmatori.com/blog/gh-stack-safer-infra-reviews): Append .md to the URL for raw markdown.
- [Kubernetes v1.37 Upgrade Signals](https://akmatori.com/blog/kubernetes-v1-37-upgrade-signals): Append .md to the URL for raw markdown.
- [etcd 3.7 Upgrade SRE Checklist](https://akmatori.com/blog/etcd-3-7-upgrade-sre-checklist): Append .md to the URL for raw markdown.
- [Agent Intrusion Runbooks for SRE Teams](https://akmatori.com/blog/agent-intrusion-runbooks-sre): Append .md to the URL for raw markdown.
- [OpenTelemetry Graduation SRE Checklist](https://akmatori.com/blog/opentelemetry-graduation-sre-checklist): Append .md to the URL for raw markdown.
- [Headlamp Kubeflow Plugin for SREs](https://akmatori.com/blog/headlamp-kubeflow-sre): Append .md to the URL for raw markdown.
- [SQLite WAL Mode for Production SREs](https://akmatori.com/blog/sqlite-wal-production-sre): Append .md to the URL for raw markdown.
- [eBPF Hook Profiling for SREs](https://akmatori.com/blog/ebpf-hook-profiling-sre): Append .md to the URL for raw markdown.
- [PGSimCity for PostgreSQL Incident Training](https://akmatori.com/blog/pgsimcity-postgresql-incident-training): Append .md to the URL for raw markdown.
- [LikeC4 for Architecture as Code](https://akmatori.com/blog/likec4-architecture-as-code): Append .md to the URL for raw markdown.
- [OBI: eBPF Auto-Instrumentation for Kubernetes](https://akmatori.com/blog/obi-ebpf-auto-instrumentation-kubernetes): Append .md to the URL for raw markdown.
- [OpenShip for Self-Hosted Deployments](https://akmatori.com/blog/openship-self-hosted-deployments): Append .md to the URL for raw markdown.
- [Compile-Time Go Telemetry with OpenTelemetry](https://akmatori.com/blog/opentelemetry-go-compile-instrumentation): Append .md to the URL for raw markdown.
- [OpAMP for OpenTelemetry Collector Fleets](https://akmatori.com/blog/opamp-otel-collector-fleet): Append .md to the URL for raw markdown.
- [Copilot SDK: Agents Inside Ops Tools](https://akmatori.com/blog/copilot-sdk-ops-agents): Append .md to the URL for raw markdown.
- [Netdata for Real-Time SRE Triage](https://akmatori.com/blog/netdata-real-time-sre-triage): Append .md to the URL for raw markdown.
- [Code Review Graph for AI SRE Reviews](https://akmatori.com/blog/code-review-graph-ai-sre-context): Append .md to the URL for raw markdown.
- [SigNoz MCP: Agent Observability for SRE Teams](https://akmatori.com/blog/signoz-mcp-agent-observability): Append .md to the URL for raw markdown.
- [HolmesGPT: A CNCF SRE Agent](https://akmatori.com/blog/holmesgpt-cncf-sre-agent): Append .md to the URL for raw markdown.
- [OpenSRE: A Lab for AI SRE Agents](https://akmatori.com/blog/opensre-ai-sre-agent-lab): Append .md to the URL for raw markdown.
- [Infracost for CI Cost Guardrails](https://akmatori.com/blog/infracost-ci-cost-guardrails): Append .md to the URL for raw markdown.
- [MCP for Kubernetes Incident Investigation](https://akmatori.com/blog/mcp-kubernetes-incident-investigation): Append .md to the URL for raw markdown.
- [Kubernetes 1.34 for SRE Teams](https://akmatori.com/blog/kubernetes-1-34-sre-upgrade-guide): Append .md to the URL for raw markdown.
- [Agent Substrate for On-Demand Kubernetes Agents](https://akmatori.com/blog/agent-substrate-kubernetes-agents): Append .md to the URL for raw markdown.
- [GitHub Freno for Cooperative Throttling](https://akmatori.com/blog/github-freno-cooperative-throttling): Append .md to the URL for raw markdown.
- [OpenSSH 10.4 Upgrade Notes for SREs](https://akmatori.com/blog/openssh-10-4-sre-upgrade): Append .md to the URL for raw markdown.
- [DNSGlobe: Watch DNS Changes from Your Terminal](https://akmatori.com/blog/dnsglobe-dns-propagation): Append .md to the URL for raw markdown.
- [Chrome DevTools MCP for SREs](https://akmatori.com/blog/chrome-devtools-mcp-sre-debugging): Append .md to the URL for raw markdown.
- [Rayfish Mesh VPN With No Control Plane](https://akmatori.com/blog/rayfish-mesh-vpn): Append .md to the URL for raw markdown.
- [Kubernetes PodGroup Scheduling for SRE Teams](https://akmatori.com/blog/kubernetes-podgroup-scheduling): Append .md to the URL for raw markdown.
- [SearXNG for Private Ops Search](https://akmatori.com/blog/searxng-private-ops-search): Append .md to the URL for raw markdown.
- [Podman 6 Upgrade Guide for SREs](https://akmatori.com/blog/podman-6-upgrade-guide-sre): Append .md to the URL for raw markdown.
- [PostgreSQL OOM Safety With Strict Overcommit](https://akmatori.com/blog/postgresql-oom-killer-strict-overcommit): Append .md to the URL for raw markdown.
- [Strix in CI: AI Pentesting With Guardrails](https://akmatori.com/blog/strix-ai-pentesting-ci-guardrails): Append .md to the URL for raw markdown.
- [VictoriaLogs Columnar Storage for SREs](https://akmatori.com/blog/victorialogs-columnar-storage-sre): Append .md to the URL for raw markdown.
- [Dragonfly 2.5 for AI Model Delivery](https://akmatori.com/blog/dragonfly-25-ai-model-delivery): Append .md to the URL for raw markdown.
- [Mesh Metrics for OpenTelemetry](https://akmatori.com/blog/mesh-metrics-opentelemetry): Append .md to the URL for raw markdown.
- [hostNetwork Pods: Kubernetes Security Check](https://akmatori.com/blog/hostnetwork-kubernetes-security): Append .md to the URL for raw markdown.
- [Project Navigator for AI Deployment Ops](https://akmatori.com/blog/project-navigator-ai-deployment-ops): Append .md to the URL for raw markdown.
- [NUMA Drift Debugging for SREs](https://akmatori.com/blog/numa-drift-sre-debugging): Append .md to the URL for raw markdown.
- [Qwen3 Local LLMs for SRE Triage](https://akmatori.com/blog/qwen3-local-llm-sre-triage): Append .md to the URL for raw markdown.
- [Codebase Memory MCP for SRE Agents](https://akmatori.com/blog/codebase-memory-mcp-sre-agents): Append .md to the URL for raw markdown.
- [Wayfinder Router for LLM Cost Control](https://akmatori.com/blog/wayfinder-router-llm-routing): Append .md to the URL for raw markdown.
- [Cluster-Aware AI Agents for Kubernetes](https://akmatori.com/blog/cluster-aware-ai-agents-kubernetes): Append .md to the URL for raw markdown.
- [Kubernetes DRA for GPU Scheduling](https://akmatori.com/blog/kubernetes-dra-gpu-claims): Append .md to the URL for raw markdown.
- [AWS Agent Toolkit for SRE Guardrails](https://akmatori.com/blog/aws-agent-toolkit-sre-guardrails): Append .md to the URL for raw markdown.
- [MicroVM Sandboxes for SRE Automation](https://akmatori.com/blog/microvm-sandboxes-sre-automation): Append .md to the URL for raw markdown.
- [Apple Container for Mac-Based Dev Workflows](https://akmatori.com/blog/apple-container-mac-linux-vms): Append .md to the URL for raw markdown.
- [kagent: Kubernetes-Native AI Agents](https://akmatori.com/blog/kagent-kubernetes-native-ai-agents): Append .md to the URL for raw markdown.
- [DNS Resilience Needs a Second Look](https://akmatori.com/blog/dns-resilience-anycast-failover): Append .md to the URL for raw markdown.
- [PR Spam Is a Reliability Problem](https://akmatori.com/blog/pr-spam-reliability-problem): Append .md to the URL for raw markdown.
- [Kubernetes Incident AI Gets Practical](https://akmatori.com/blog/kubernetes-incident-ai-investigation): Append .md to the URL for raw markdown.
- [LoongCollector: High-Performance Observability Agent](https://akmatori.com/blog/loongcollector-observability-agent): Append .md to the URL for raw markdown.
- [AI Agent Logs Can Fill Disks Fast](https://akmatori.com/blog/ai-agent-logs-disk-safety): Append .md to the URL for raw markdown.
- [Headlamp Makes Kubernetes Dashboards Safer](https://akmatori.com/blog/headlamp-kubernetes-dashboard-sre): Append .md to the URL for raw markdown.
- [epoll vs io_uring for SREs](https://akmatori.com/blog/epoll-vs-io-uring-sre): Append .md to the URL for raw markdown.
- [Reliable Agentic AI Systems for SRE Teams](https://akmatori.com/blog/reliable-agentic-ai-systems-sre): Append .md to the URL for raw markdown.
- [Headroom for SRE Agent Context](https://akmatori.com/blog/headroom-sre-agent-context): Append .md to the URL for raw markdown.
- [Temporary Deploys for AI SRE Agents](https://akmatori.com/blog/cloudflare-temporary-deploys-ai-agents): Append .md to the URL for raw markdown.
- [Dapr Verifiable Execution for AI SRE Agents](https://akmatori.com/blog/dapr-verifiable-execution-ai-sre): Append .md to the URL for raw markdown.
- [MCP Enterprise Auth for SRE Teams](https://akmatori.com/blog/mcp-enterprise-managed-auth): Append .md to the URL for raw markdown.
- [Incident Memory for AI SRE Agents](https://akmatori.com/blog/incident-agent-memory-elasticsearch): Append .md to the URL for raw markdown.
- [Kubeshark MCP: Network RCA for SREs](https://akmatori.com/blog/kubeshark-mcp-network-rca): Append .md to the URL for raw markdown.
- [Observability Stack Consolidation](https://akmatori.com/blog/observability-stack-consolidation): Append .md to the URL for raw markdown.
- [OpenSRE for AI Incident Response](https://akmatori.com/blog/opensre-ai-incident-response): Append .md to the URL for raw markdown.
- [Iroh Peer Networking for SRE Teams](https://akmatori.com/blog/iroh-peer-networking): Append .md to the URL for raw markdown.
- [Postgres Bulk Deletes: Use DROP TABLE](https://akmatori.com/blog/postgres-bulk-deletes-drop-table): Append .md to the URL for raw markdown.
- [Meshery for Cloud Native Operations](https://akmatori.com/blog/meshery-cloud-native-manager): Append .md to the URL for raw markdown.
- [SkillSpector for Agent Skill Security](https://akmatori.com/blog/skillspector-agent-skill-security): Append .md to the URL for raw markdown.
- [What Is Herdr 2026: Agent Multiplexer for Coding Agents](https://akmatori.com/blog/herdr-agent-multiplexer): Append .md to the URL for raw markdown.
- [Agent Skills as SRE Runbooks](https://akmatori.com/blog/agent-skills-sre-runbooks): Append .md to the URL for raw markdown.
- [Dapr 1.18 Verifiable Execution for SREs](https://akmatori.com/blog/dapr-verifiable-execution-sre): Append .md to the URL for raw markdown.
- [Agentic Kubernetes Incident Triage](https://akmatori.com/blog/agentic-kubernetes-incident-triage): Append .md to the URL for raw markdown.
- [Network Budgets for AI Agents](https://akmatori.com/blog/network-budgets-ai-agents): Append .md to the URL for raw markdown.
- [Apple Container for Mac-Based SRE Workflows](https://akmatori.com/blog/apple-container-mac-sre-workflows): Append .md to the URL for raw markdown.
- [Terraform Auto-Apply Policy Gates](https://akmatori.com/blog/terraform-auto-apply-policy-gates): Append .md to the URL for raw markdown.
- [npm v12 Install Security Changes](https://akmatori.com/blog/npm-v12-install-security-changes): Append .md to the URL for raw markdown.
- [Helm APT Mirror Supply Chain Risk](https://akmatori.com/blog/helm-baltocdn-supply-chain-risk): Append .md to the URL for raw markdown.
- [Miasma Worm AI Tooling Supply Chain Risk](https://akmatori.com/blog/miasma-ai-tooling-supply-chain-risk): Append .md to the URL for raw markdown.
- [Config Files That Run Code](https://akmatori.com/blog/config-files-run-code-supply-chain): Append .md to the URL for raw markdown.
- [Turbovec: Fast Local Vector Search for RAG](https://akmatori.com/blog/turbovec-local-vector-index): Append .md to the URL for raw markdown.
- [Backrest: Restic Backups With a Web UI](https://akmatori.com/blog/backrest-restic-web-ui): Append .md to the URL for raw markdown.
- [zeroserve: Scriptable eBPF Web Serving](https://akmatori.com/blog/zeroserve-ebpf-web-server): Append .md to the URL for raw markdown.
- [MXC Policy Sandboxes for Agents](https://akmatori.com/blog/mxc-policy-sandboxes-agents): Append .md to the URL for raw markdown.
- [pg_durable: Durable Execution in Postgres](https://akmatori.com/blog/pg-durable-postgres-workflows): Append .md to the URL for raw markdown.
- [Azure Linux 4.0 for Platform Teams](https://akmatori.com/blog/azure-linux-4-platform-teams): Append .md to the URL for raw markdown.
- [Docker Hardened Images for SRE Teams](https://akmatori.com/blog/docker-hardened-images-sre): Append .md to the URL for raw markdown.
- [Gemma 4 12B for On-Call SREs](https://akmatori.com/blog/gemma-4-12b-on-call-sre): Append .md to the URL for raw markdown.
- [GitHub Actions 2026 Security Roadmap for SREs](https://akmatori.com/blog/github-actions-2026-security-roadmap): Append .md to the URL for raw markdown.
- [nbd-vram for Linux Swap](https://akmatori.com/blog/nbd-vram-linux-swap): Append .md to the URL for raw markdown.
- [Post-Quantum Certificates for SREs](https://akmatori.com/blog/post-quantum-certificates-sre): Append .md to the URL for raw markdown.
- [Headroom for SRE Incident Context](https://akmatori.com/blog/headroom-llm-context-compression-sre): Append .md to the URL for raw markdown.
- [strace-ui for SRE Debugging](https://akmatori.com/blog/strace-ui-sre-debugging): Append .md to the URL for raw markdown.
- [Go httptrace for SRE Network Debugging](https://akmatori.com/blog/go-httptrace-sre-debugging): Append .md to the URL for raw markdown.
- [Red Hat npm Incident: SRE Playbook](https://akmatori.com/blog/red-hat-npm-incident-sre-playbook): Append .md to the URL for raw markdown.
- [Backpressured Agents for Safer AI Ops](https://akmatori.com/blog/backpressured-agents-ai-ops): Append .md to the URL for raw markdown.
- [Openrsync: BSD Rsync for Lean Ops Workflows](https://akmatori.com/blog/openrsync-bsd-rsync-ops): Append .md to the URL for raw markdown.
- [DynIP: Dynamic DNS for Infrastructure](https://akmatori.com/blog/dynip-dynamic-dns-infrastructure): Append .md to the URL for raw markdown.
- [gobee: Write BPF Programs in Go](https://akmatori.com/blog/gobee-bpf-in-go): Append .md to the URL for raw markdown.
- [White Rabbit Time Sync for SRE Teams](https://akmatori.com/blog/white-rabbit-time-sync-sre): Append .md to the URL for raw markdown.
- [Constraint Decay in AI Backend Agents](https://akmatori.com/blog/constraint-decay-ai-backend-agents): Append .md to the URL for raw markdown.
- [Kubernetes Volume Group Snapshots Reach GA](https://akmatori.com/blog/kubernetes-volume-group-snapshots-ga): Append .md to the URL for raw markdown.
- [CodeGraph for SRE: Local AI Code Context](https://akmatori.com/blog/codegraph-sre-local-ai-context): Append .md to the URL for raw markdown.
- [JVM OOM in Kubernetes: Heap Is Not the Limit](https://akmatori.com/blog/jvm-oom-kubernetes-heap-native-memory): Append .md to the URL for raw markdown.
- [Install OpenClaw on NixOS with lazydocker](https://akmatori.com/blog/openclaw-nix-lazydocker-guide): Append .md to the URL for raw markdown.
- [Scoutflo SRE Playbooks for On-Call Teams](https://akmatori.com/blog/scoutflo-sre-playbooks-on-call): Append .md to the URL for raw markdown.
- [Docker Sandboxes for Agent Isolation](https://akmatori.com/blog/docker-sandbox-microvm-agent-isolation): Append .md to the URL for raw markdown.
- [VS Code Extension Supply Chain Risk](https://akmatori.com/blog/vscode-extension-supply-chain-risk): Append .md to the URL for raw markdown.
- [AI Agent Testing for Distributed Systems](https://akmatori.com/blog/distributed-system-testing-ai-agents): Append .md to the URL for raw markdown.
- [Railway GCP Outage Lessons for SREs](https://akmatori.com/blog/railway-gcp-outage-sre-lessons): Append .md to the URL for raw markdown.
- [Grafana Helm Chart v4 for Kubernetes Monitoring](https://akmatori.com/blog/grafana-helm-chart-v4-kubernetes-monitoring): Append .md to the URL for raw markdown.
- [Pangolin for Zero Trust Remote Access](https://akmatori.com/blog/pangolin-zero-trust-remote-access): Append .md to the URL for raw markdown.
- [12-Factor Agents for Production AI Workflows](https://akmatori.com/blog/12-factor-agents-production-ai-workflows): Append .md to the URL for raw markdown.
- [kagent: AI Agents for Kubernetes Operations](https://akmatori.com/blog/kagent-kubernetes-ai-agents): Append .md to the URL for raw markdown.
- [Retina: Kubernetes Network Observability with eBPF](https://akmatori.com/blog/retina-kubernetes-network-observability): Append .md to the URL for raw markdown.
- [Coroot Guide: AI-Assisted Observability for SRE Teams](https://akmatori.com/blog/coroot-observability-apm): Append .md to the URL for raw markdown.
- [Evaluating Autonomous SRE Agents in Production](https://akmatori.com/blog/evaluating-autonomous-sre-agents): Append .md to the URL for raw markdown.
- [Parca Guide: Continuous Profiling for SRE Teams](https://akmatori.com/blog/parca-continuous-profiling-guide): Append .md to the URL for raw markdown.
- [fzf Tool Guide: Faster Terminal Search for SRE Teams](https://akmatori.com/blog/fzf-tool-guide): Append .md to the URL for raw markdown.
- [Hysteria 2 Proxy 2026: Install, SOCKS5 Client, Docker](https://akmatori.com/blog/hysteria-2-quic-proxy): Append .md to the URL for raw markdown.
- [NGINX Rift: What SRE Teams Should Patch Today](https://akmatori.com/blog/nginx-rift-cve-2026-42945): Append .md to the URL for raw markdown.
- [Telegraf for Lightweight Infrastructure Telemetry](https://akmatori.com/blog/telegraf-lightweight-infrastructure-telemetry): Append .md to the URL for raw markdown.
- [Kubernetes Manifest-Based Admission Control](https://akmatori.com/blog/kubernetes-manifest-based-admission-control): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Makes Pod Resizing Practical](https://akmatori.com/blog/kubernetes-v1-36-in-place-pod-resize): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Adds Pod-Level Resource Managers](https://akmatori.com/blog/kubernetes-v1-36-pod-level-resource-managers): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Cuts Controller Staleness Risk](https://akmatori.com/blog/kubernetes-v1-36-controller-staleness-risk): Append .md to the URL for raw markdown.
- [cPanel Auth Bypass: Fast Response Guide](https://akmatori.com/blog/cpanel-auth-bypass-response-guide): Append .md to the URL for raw markdown.
- [Kubernetes SELinuxMount Upgrade Checklist](https://akmatori.com/blog/kubernetes-selinuxmount-upgrade-checklist): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Makes Memory QoS Practical](https://akmatori.com/blog/kubernetes-v1-36-memory-qos-practical): Append .md to the URL for raw markdown.
- [PyTorch Lightning Malware: Response Guide for ML Platforms](https://akmatori.com/blog/pytorch-lightning-malware-response-guide): Append .md to the URL for raw markdown.
- [GitHub's eBPF Deployment Safety Pattern for SREs](https://akmatori.com/blog/github-ebpf-deployment-safety-pattern): Append .md to the URL for raw markdown.
- [GitHub's git push RCE: What GHES Admins Should Do](https://akmatori.com/blog/github-git-push-rce-ghes-response): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Fixes a Risky Kubelet RBAC Gap](https://akmatori.com/blog/kubernetes-v1-36-kubelet-rbac-gap): Append .md to the URL for raw markdown.
- [Kubernetes v1.36 Improves Suspended Job Scheduling](https://akmatori.com/blog/kubernetes-v1-36-suspended-jobs-resource-tuning): Append .md to the URL for raw markdown.
- [Gateway API v1.5 for Safer Kubernetes Traffic Control](https://akmatori.com/blog/gateway-api-v1-5-safer-kubernetes-traffic-control): Append .md to the URL for raw markdown.
- [Kubernetes User Namespaces Reach GA](https://akmatori.com/blog/kubernetes-user-namespaces-ga): Append .md to the URL for raw markdown.
- [GnuPG Post-Quantum Encryption: What Ops Teams Should Test Now](https://akmatori.com/blog/gnupg-post-quantum-encryption): Append .md to the URL for raw markdown.
- [OpenTelemetry OBI for Zero-Code Kubernetes Tracing](https://akmatori.com/blog/opentelemetry-obi-kubernetes-tracing): Append .md to the URL for raw markdown.
- [Casdoor for Self-Hosted SSO and IAM](https://akmatori.com/blog/casdoor-self-hosted-sso-iam): Append .md to the URL for raw markdown.
- [Systemd User Units Explained: Services That Run Without Root](https://akmatori.com/blog/systemd-user-units): Append .md to the URL for raw markdown.
- [Vaultwarden for Lightweight Team Password Hosting](https://akmatori.com/blog/vaultwarden-lightweight-team-password-hosting): Append .md to the URL for raw markdown.
- [Agent Vault 2026: AI Agent Credential Proxy and Sandbox](https://akmatori.com/blog/agent-vault-ai-agents-production): Append .md to the URL for raw markdown.
- [How to Enable Debug Logs in OpenClaw: Complete Troubleshooting Guide](https://akmatori.com/blog/openclaw-debug-logs-guide): Append .md to the URL for raw markdown.
- [OSV-Scanner for Fast Dependency Risk Checks](https://akmatori.com/blog/osv-scanner-dependency-risk-checks): Append .md to the URL for raw markdown.
- [Arch Linux Ships a Reproducible Docker Image](https://akmatori.com/blog/arch-linux-reproducible-docker-image): Append .md to the URL for raw markdown.
- [OpenMetadata for Data Observability](https://akmatori.com/blog/openmetadata-data-observability): Append .md to the URL for raw markdown.
- [Langfuse for LLM Observability](https://akmatori.com/blog/langfuse-llm-observability): Append .md to the URL for raw markdown.
- [LocalAI for Self-Hosted AI Operations](https://akmatori.com/blog/localai-self-hosted-ai-operations): Append .md to the URL for raw markdown.
- [OpenClaw vs Hermes Agent 2026: Which Self-Hosted AI Agent Wins?](https://akmatori.com/blog/openclaw-vs-hermes-agent): Append .md to the URL for raw markdown.
- [Qwen3 for AI Platform Teams](https://akmatori.com/blog/qwen3-ai-platform-teams): Append .md to the URL for raw markdown.
- [Claude Desktop Browser Hooks Risk](https://akmatori.com/blog/claude-desktop-browser-hooks-risk): Append .md to the URL for raw markdown.
- [DeepGEMM for AI Infrastructure Teams](https://akmatori.com/blog/deepgemm-ai-infrastructure-teams): Append .md to the URL for raw markdown.
- [Thunderbolt for Self-Hosted AI Teams](https://akmatori.com/blog/thunderbolt-self-hosted-ai-teams): Append .md to the URL for raw markdown.
- [smolvm: Portable MicroVMs for DevOps Teams](https://akmatori.com/blog/smolvm-portable-microvms): Append .md to the URL for raw markdown.
- [Why Double Slashes in HTTP Paths Break Production](https://akmatori.com/blog/double-slashes-http-paths): Append .md to the URL for raw markdown.
- [Healthchecks for Cron Job Monitoring](https://akmatori.com/blog/healthchecks-cron-job-monitoring): Append .md to the URL for raw markdown.
- [OpenAI Agents SDK Sandbox Agents for SRE Teams](https://akmatori.com/blog/openai-agents-sdk-sandbox-agents): Append .md to the URL for raw markdown.
- [IPv6 Traffic Crossed 50%: What SREs Should Audit](https://akmatori.com/blog/ipv6-traffic-crosses-50-percent): Append .md to the URL for raw markdown.
- [Magika: Fast File Type Detection for CI Pipelines](https://akmatori.com/blog/magika-file-type-detection): Append .md to the URL for raw markdown.
- [RustFS for S3-Compatible Object Storage](https://akmatori.com/blog/rustfs-s3-compatible-object-storage): Append .md to the URL for raw markdown.
- [KubeVirt v1.8 for Kubernetes VMs](https://akmatori.com/blog/kubevirt-v1-8-kubernetes-vms): Append .md to the URL for raw markdown.
- [Hermes Agent for Self-Hosted AI Ops](https://akmatori.com/blog/hermes-agent-self-hosted-ai-ops): Append .md to the URL for raw markdown.
- [Keeping Postgres Job Queues Healthy](https://akmatori.com/blog/keeping-postgres-job-queues-healthy): Append .md to the URL for raw markdown.
- [Keeper for Secure Secrets in Go](https://akmatori.com/blog/keeper-secure-secrets-go): Append .md to the URL for raw markdown.
- [MarkItDown for Runbooks and Incident Docs](https://akmatori.com/blog/markitdown-runbooks-incident-docs): Append .md to the URL for raw markdown.
- [OpenSnitch for Linux Egress Control](https://akmatori.com/blog/opensnitch-linux-egress-control): Append .md to the URL for raw markdown.
- [Harbor for Private Container Registries](https://akmatori.com/blog/harbor-private-container-registry): Append .md to the URL for raw markdown.
- [Project Glasswing and AI-Scale Vulnerability Defense](https://akmatori.com/blog/project-glasswing-ai-vulnerability-defense): Append .md to the URL for raw markdown.
- [Cloudflare's 2029 Post-Quantum Deadline](https://akmatori.com/blog/cloudflare-2029-post-quantum-deadline): Append .md to the URL for raw markdown.
- [GitNexus for Platform Teams](https://akmatori.com/blog/gitnexus-platform-teams): Append .md to the URL for raw markdown.
- [Goose: An Extensible AI Agent for Platform Teams](https://akmatori.com/blog/goose-platform-teams): Append .md to the URL for raw markdown.
- [Shannon: AI Pentesting for DevSecOps Teams](https://akmatori.com/blog/shannon-ai-pentester-devsecops): Append .md to the URL for raw markdown.
- [Microsoft Agent Framework for Platform Engineering](https://akmatori.com/blog/microsoft-agent-framework-platform-engineering): Append .md to the URL for raw markdown.
- [Perfmon: A Cleaner Terminal View for System Health](https://akmatori.com/blog/perfmon-terminal-monitoring): Append .md to the URL for raw markdown.
- [Google MCP Toolbox for Databases](https://akmatori.com/blog/google-mcp-toolbox-databases): Append .md to the URL for raw markdown.
- [Temporal for Reliable Ops Automation](https://akmatori.com/blog/temporal-reliable-ops-automation): Append .md to the URL for raw markdown.
- [Samply: CPU Profiling With Firefox Profiler UI on macOS, Linux, and Windows](https://akmatori.com/blog/samply-cpu-profiler-firefox): Append .md to the URL for raw markdown.
- [TimesFM for SRE Capacity Forecasting](https://akmatori.com/blog/timesfm-sre-capacity-forecasting): Append .md to the URL for raw markdown.
- [Use SSH certificates with step-ca](https://akmatori.com/blog/use-ssh-certificates-with-step-ca): Append .md to the URL for raw markdown.
- [SeaweedFS vs Garage vs Ceph 2026: Best MinIO Alternative](https://akmatori.com/blog/minio-alternatives-2026-comparison): Append .md to the URL for raw markdown.
- [cmux Download 2026: Brew Install and Claude Code Terminal Setup](https://akmatori.com/blog/cmux-terminal-for-ai-agents): Append .md to the URL for raw markdown.
- [I Run OpenClaw as My AI Personal Assistant 24/7. Here Is What Actually Works (And What Does Not)](https://akmatori.com/blog/ai-personal-assistant-real-setup): Append .md to the URL for raw markdown.
- [Axios npm Compromise: What SREs Should Do](https://akmatori.com/blog/axios-npm-compromise-what-sres-should-do): Append .md to the URL for raw markdown.
- [Velero for Kubernetes Backup and Disaster Recovery](https://akmatori.com/blog/velero-kubernetes-backup-disaster-recovery): Append .md to the URL for raw markdown.
- [Why I Switched from Zsh + P10k to Fish Shell (And Why You Should Too)](https://akmatori.com/blog/switching-zsh-to-fish-shell): Append .md to the URL for raw markdown.
- [Fastfetch for Faster System Inventory](https://akmatori.com/blog/fastfetch-system-inventory): Append .md to the URL for raw markdown.
- [MCP Gateways for Production AI Ops](https://akmatori.com/blog/mcp-gateway-production-ai-ops): Append .md to the URL for raw markdown.
- [Apache Superset for SRE Dashboards](https://akmatori.com/blog/apache-superset-sre-dashboards): Append .md to the URL for raw markdown.
- [NVIDIA OpenShell: Safe Agent Sandboxes for Ops](https://akmatori.com/blog/nvidia-openshell-agent-sandboxes): Append .md to the URL for raw markdown.
- [AgentScope for Production AI Agents](https://akmatori.com/blog/agentscope-production-ai-agents): Append .md to the URL for raw markdown.
- [Betterleaks: Secret Scanning for Agentic CI](https://akmatori.com/blog/betterleaks-secret-scanner-agentic-ci): Append .md to the URL for raw markdown.
- [LiteLLM Supply Chain Attack: Lessons for SREs](https://akmatori.com/blog/litellm-supply-chain-attack-lessons): Append .md to the URL for raw markdown.
- [Tekton for Kubernetes CI/CD](https://akmatori.com/blog/tekton-kubernetes-cicd): Append .md to the URL for raw markdown.
- [Kubescape 4.0 for Kubernetes Security](https://akmatori.com/blog/kubescape-4-kubernetes-security): Append .md to the URL for raw markdown.
- [OpenTelemetry Profiles Enters Public Alpha](https://akmatori.com/blog/opentelemetry-profiles-public-alpha): Append .md to the URL for raw markdown.
- [LiteLLM Proxy for Multi-LLM Operations](https://akmatori.com/blog/litellm-proxy-multi-llm-operations): Append .md to the URL for raw markdown.
- [What Is a Super Agent Harness? Definition and DeerFlow 2026](https://akmatori.com/blog/deerflow-super-agent-harness): Append .md to the URL for raw markdown.
- [lnav: A Better Terminal Log Viewer for SREs](https://akmatori.com/blog/lnav-terminal-log-viewer): Append .md to the URL for raw markdown.
- [WolfGuard Brings FIPS Crypto to WireGuard](https://akmatori.com/blog/wolfguard-wireguard-fips): Append .md to the URL for raw markdown.
- [Why NixOS Is Catching On With Platform Engineering Teams](https://akmatori.com/blog/why-nixos-is-catching-on-with-platform-engineering-teams): Append .md to the URL for raw markdown.
- [Why You Should Pin GitHub Actions to Commit SHAs](https://akmatori.com/blog/pin-github-actions-to-commit-shas): Append .md to the URL for raw markdown.
- [Datadog Pup: CLI for AI-Driven SRE Workflows](https://akmatori.com/blog/datadog-pup-ai-sre-cli): Append .md to the URL for raw markdown.
- [What Is Floci? Local AWS Emulator for Fast CI Tests 2026](https://akmatori.com/blog/floci-local-aws-emulator): Append .md to the URL for raw markdown.
- [Grafeo: High-Performance Graph Database Built in Rust](https://akmatori.com/blog/grafeo-rust-graph-database): Append .md to the URL for raw markdown.
- [StravaLeaks: What Fitness App Data Leakage Teaches SRE Teams About OPSEC](https://akmatori.com/blog/stravaleaks-opsec-data-leakage): Append .md to the URL for raw markdown.
- [Azure Entra ID Sign-In Log Bypasses: What SREs Need to Know](https://akmatori.com/blog/azure-entra-sign-in-log-bypasses): Append .md to the URL for raw markdown.
- [Cockpit: Web-Based Server Administration for Linux](https://akmatori.com/blog/cockpit-server-admin): Append .md to the URL for raw markdown.
- [Cloudflare Rule Order: Why Security Rules Can Silently Fail](https://akmatori.com/blog/cloudflare-rule-order): Append .md to the URL for raw markdown.
- [AI Sandbox Escape: What the Snowflake Cortex Vulnerability Teaches SREs](https://akmatori.com/blog/ai-sandbox-escape-snowflake-cortex): Append .md to the URL for raw markdown.
- [pg_stat_ch: Stream Every PostgreSQL Query to ClickHouse](https://akmatori.com/blog/pg-stat-ch-postgres-clickhouse): Append .md to the URL for raw markdown.
- [Python 3.15 JIT: 12% Faster and Back on Track](https://akmatori.com/blog/python-315-jit-performance): Append .md to the URL for raw markdown.
- [jemalloc: The Memory Allocator Powering Meta's Infrastructure](https://akmatori.com/blog/jemalloc-memory-allocator): Append .md to the URL for raw markdown.
- [TCP Hole Punching for NAT Traversal in 2026](https://akmatori.com/blog/tcp-hole-punching-nat-traversal): Append .md to the URL for raw markdown.
- [Tide vs Starship 2026: Which Shell Prompt Is Faster for Fish, Bash, and Zsh?](https://akmatori.com/blog/tide-vs-starship-shell-prompt): Append .md to the URL for raw markdown.
- [Docker Layer Linking: Share Layers Between Images Without Rebuilding](https://akmatori.com/blog/docker-layer-link): Append .md to the URL for raw markdown.
- [Promptfoo: Test and Red Team Your LLM Applications](https://akmatori.com/blog/promptfoo-llm-testing-red-teaming): Append .md to the URL for raw markdown.
- [Terminal Graphics Protocols: Kitty, Sixel, iTerm2, and Beyond](https://akmatori.com/blog/terminal-graphics-protocols): Append .md to the URL for raw markdown.
- [RAG Document Poisoning: How Attackers Corrupt Your AI's Knowledge Base](https://akmatori.com/blog/rag-document-poisoning-attacks): Append .md to the URL for raw markdown.
- [CodeSpeak: The AI Language That Shrinks Your Codebase 5-10x](https://akmatori.com/blog/codespeak-llm-programming-language): Append .md to the URL for raw markdown.
- [WebAssembly in 2026: Finally a First-Class Web Language](https://akmatori.com/blog/wasm-first-class-web): Append .md to the URL for raw markdown.
- [How to Use Curl with HTTP Proxy: Complete Guide](https://akmatori.com/blog/curl-http-proxy-guide): Append .md to the URL for raw markdown.
- [SSH Escape Sequences: The Hidden Commands Every SRE Should Know](https://akmatori.com/blog/ssh-escape-sequences-guide): Append .md to the URL for raw markdown.
- [Intel Heracles: The FHE Accelerator That Makes Encrypted Computing Practical](https://akmatori.com/blog/intel-heracles-fhe-accelerator): Append .md to the URL for raw markdown.
- [Agent Safehouse: Kernel-Level Sandboxing for AI Agents on macOS](https://akmatori.com/blog/agent-safehouse-macos-sandbox): Append .md to the URL for raw markdown.
- [Capsicum vs Seccomp: Process Sandboxing for Security-Conscious SREs](https://akmatori.com/blog/capsicum-vs-seccomp-sandboxing): Append .md to the URL for raw markdown.
- [Cloud VM Benchmarks 2026: Performance vs Price Analysis](https://akmatori.com/blog/cloud-vm-benchmarks-2026): Append .md to the URL for raw markdown.
- [Nginx Error 99: Cannot Assign Requested Address - Fix Guide](https://akmatori.com/blog/nginx-cannot-assign-requested-address): Append .md to the URL for raw markdown.
- [Filesystems: The New API for AI Agents](https://akmatori.com/blog/filesystems-ai-agents): Append .md to the URL for raw markdown.
- [Go Gets Native UUID Support: What It Means for Your Services](https://akmatori.com/blog/go-uuid-stdlib): Append .md to the URL for raw markdown.
- [AI Security Auditing: How Claude Found 22 CVEs in Firefox](https://akmatori.com/blog/ai-security-auditing-claude-firefox): Append .md to the URL for raw markdown.
- [Linux hotplug events: How udev and netlink power device detection](https://akmatori.com/blog/linux-udev-hotplug): Append .md to the URL for raw markdown.
- [Clinejection: How a GitHub Issue Title Compromised 4,000 Developer Machines](https://akmatori.com/blog/clinejection-ai-supply-chain-attack): Append .md to the URL for raw markdown.
- [Google Workspace CLI 2026: GWS Commands for Drive and Gmail](https://akmatori.com/blog/gws-cli-google-workspace): Append .md to the URL for raw markdown.
- [pg_jitter: Fast JIT Compilation for PostgreSQL Without LLVM](https://akmatori.com/blog/pg-jitter-postgres-jit): Append .md to the URL for raw markdown.
- [TLS Encrypted Client Hello: The RFC 9849 Guide for DevOps Engineers](https://akmatori.com/blog/tls-encrypted-client-hello): Append .md to the URL for raw markdown.
- [Formal Verification for AI-Generated Code: Why SRE Teams Should Care](https://akmatori.com/blog/verify-ai-code): Append .md to the URL for raw markdown.
- [The Mikado Method: Safe Refactoring for Complex Infrastructure](https://akmatori.com/blog/mikado-method-safe-refactoring): Append .md to the URL for raw markdown.
- [BTF: The Type Format That Makes eBPF Portable](https://akmatori.com/blog/btf-bpf-type-format): Append .md to the URL for raw markdown.
- [Compendium: A User-Friendly Syscall Tracer with HTML Reports](https://akmatori.com/blog/compendium-syscall-tracer): Append .md to the URL for raw markdown.
- [ELF Anti-Reverse Engineering: Protecting Linux Binaries](https://akmatori.com/blog/elf-anti-reverse-engineering): Append .md to the URL for raw markdown.
- [How to Install Docker on CentOS 7](https://akmatori.com/blog/install-docker-centos-7): Append .md to the URL for raw markdown.
- [Recovering Symbols from a Stripped Linux Kernel](https://akmatori.com/blog/linux-kernel-symbols-recovery): Append .md to the URL for raw markdown.
- [Running eBPF on Android: A Practical Guide](https://akmatori.com/blog/ebpf-on-android): Append .md to the URL for raw markdown.
- [OpenSandbox: Alibaba's Open Source Sandbox Platform for AI Agents](https://akmatori.com/blog/opensandbox-alibaba): Append .md to the URL for raw markdown.
- [Scrapling: Adaptive Web Scraping for SRE Teams](https://akmatori.com/blog/scrapling-adaptive-web-scraping): Append .md to the URL for raw markdown.
- [BuildKit: Docker's Hidden Build Engine You Should Know About](https://akmatori.com/blog/buildkit-guide): Append .md to the URL for raw markdown.
- [Google API Keys and Gemini: A Silent Privilege Escalation You Need to Know](https://akmatori.com/blog/gemini-api-keys-security): Append .md to the URL for raw markdown.
- [Red Hat Podman Desktop: Enterprise Container Development Without Docker](https://akmatori.com/blog/podman-desktop-enterprise-container-development): Append .md to the URL for raw markdown.
- [PgDog: Scale PostgreSQL Without Changing Your App](https://akmatori.com/blog/pgdog-scale-postgres): Append .md to the URL for raw markdown.
- [Bootable Containers: Building Zero-CVE Infrastructure in 2026](https://akmatori.com/blog/bootc-zero-cve-infrastructure): Append .md to the URL for raw markdown.
- [Run 70B LLMs on Consumer GPUs: NVMe-to-GPU Direct Transfer](https://akmatori.com/blog/nvme-gpu-llm): Append .md to the URL for raw markdown.
- [Zero-Downtime Database Migrations: A Practical Guide for SRE Teams](https://akmatori.com/blog/zero-downtime-database-migrations): Append .md to the URL for raw markdown.
- [Tailscale Peer Relays: Production-Ready Mesh Networking for Hard NATs](https://akmatori.com/blog/tailscale-peer-relays-guide): Append .md to the URL for raw markdown.
- [AI Agent Swarms: Parallel Software Development with Multiple LLMs](https://akmatori.com/blog/ai-agent-swarms-parallel-development): Append .md to the URL for raw markdown.
- [Fast LLM Inference: Two Approaches Compared](https://akmatori.com/blog/fast-llm-inference-guide): Append .md to the URL for raw markdown.
- [Zvec Vector Database 2026: Import Collection, Open, Query](https://akmatori.com/blog/zvec-in-process-vector-database): Append .md to the URL for raw markdown.
- [SQL-Tap: Real-Time SQL Traffic Viewer for PostgreSQL and MySQL](https://akmatori.com/blog/sql-tap-guide): Append .md to the URL for raw markdown.
- [AWS Now Supports Nested Virtualization on EC2](https://akmatori.com/blog/aws-nested-virtualization): Append .md to the URL for raw markdown.
- [MinIO Goes End of Life - What SRE Teams Need to Know](https://akmatori.com/blog/minio-repository-deprecated): Append .md to the URL for raw markdown.
- [The LLM Harness Problem: Why Your AI Coding Agent Fails](https://akmatori.com/blog/llm-harness-problem): Append .md to the URL for raw markdown.
- [WiFi Sensing and the Rise of Invisible Surveillance](https://akmatori.com/blog/wifi-sensing-surveillance-security): Append .md to the URL for raw markdown.
- [Renovate Operator: Kubernetes-Native Dependency Updates](https://akmatori.com/blog/renovate-operator-kubernetes): Append .md to the URL for raw markdown.
- [The Day Telnet Died: What CVE-2026-24061 Means for Your Infrastructure](https://akmatori.com/blog/the-day-telnet-died): Append .md to the URL for raw markdown.
- [AI Agent Safety: When KPIs Override Constraints](https://akmatori.com/blog/ai-agent-kpi-misalignment): Append .md to the URL for raw markdown.
- [Distr: Open Source Control Plane for Self-Managed Deployments](https://akmatori.com/blog/distr-control-plane): Append .md to the URL for raw markdown.
- [Running Your Own Autonomous System with BGP and FRR](https://akmatori.com/blog/bgp-frr-autonomous-system): Append .md to the URL for raw markdown.
- [Vouch: Community Trust Management for Open Source](https://akmatori.com/blog/vouch-trust-management): Append .md to the URL for raw markdown.
- [Automating Malware Scanning in CI/CD with VirusTotal](https://akmatori.com/blog/virustotal-cicd-malware-scanning): Append .md to the URL for raw markdown.
- [Matchlock: Secure AI Agent Sandboxing with MicroVMs](https://akmatori.com/blog/matchlock-ai-sandbox): Append .md to the URL for raw markdown.
- [Trivy: The All-in-One Security Scanner for Modern Infrastructure](https://akmatori.com/blog/trivy-container-security-scanner): Append .md to the URL for raw markdown.
- [Accelerating Geo Joins with H3 Hexagonal Indexes](https://akmatori.com/blog/h3-indexes-guide): Append .md to the URL for raw markdown.
- [MCP Servers - Connecting AI Tools to Real-Time Documentation](https://akmatori.com/blog/mcp-servers-ai-documentation-access): Append .md to the URL for raw markdown.
- [GitHub Actions Performance: 10 Tips to Speed Up Your CI/CD](https://akmatori.com/blog/github-actions-performance-tips): Append .md to the URL for raw markdown.
- [LiteBox: Microsoft's New Library OS for Secure Sandboxing](https://akmatori.com/blog/litebox-library-os-sandbox): Append .md to the URL for raw markdown.
- [Miniray: Lightweight Distributed Python Compute](https://akmatori.com/blog/miniray-distributed-python): Append .md to the URL for raw markdown.
- [sqldef: Idempotent Database Schema Management](https://akmatori.com/blog/sqldef-schema-management): Append .md to the URL for raw markdown.
- [Deno Sandbox: Secure Runtime for AI-Generated Code](https://akmatori.com/blog/deno-sandbox-secure-runtime): Append .md to the URL for raw markdown.
- [hBlock: System-Wide Ad Blocking Using the Hosts File](https://akmatori.com/blog/hblock-hosts-based-ad-blocker): Append .md to the URL for raw markdown.
- [Nuclei Scanner 2026: 12 Fast Commands for CVE and Misconfiguration Scans](https://akmatori.com/blog/nuclei-vulnerability-scanner): Append .md to the URL for raw markdown.
- [qcp: Faster File Transfers Over High-Latency Networks Using QUIC](https://akmatori.com/blog/qcp-quic-file-copy): Append .md to the URL for raw markdown.
- [Bubblewrap (bwrap) Examples 2026: Linux Sandbox Commands and Patterns](https://akmatori.com/blog/bubblewrap-sandboxing-guide): Append .md to the URL for raw markdown.
- [Hans: Tunneling IPv4 Over ICMP When Nothing Else Works](https://akmatori.com/blog/hans-ip-over-icmp-tunnel): Append .md to the URL for raw markdown.
- [Linux OOM Killer 2026: How It Works, Logs, and Tuning for Production](https://akmatori.com/blog/understanding-linux-oom-killer): Append .md to the URL for raw markdown.
- [Understanding Linux delay accounting for performance insights](https://akmatori.com/blog/linux-delay-accounting): Append .md to the URL for raw markdown.
- [Ghostty vs Kitty 2026: Speed, SSH, tmux, and Install Commands](https://akmatori.com/blog/ghostty-vs-kitty-comparison): Append .md to the URL for raw markdown.
- [Yazi File Manager 2026: Install, Shortcuts, and Terminal Preview](https://akmatori.com/blog/yazi-terminal-file-manager): Append .md to the URL for raw markdown.
- [Install Screen AlmaLinux 9: dnf Commands and Session Basics](https://akmatori.com/blog/install-screen-almalinux-9): Append .md to the URL for raw markdown.
- [MLNX-OFED-Basic vs MLNX-EN-Utils Drivers](https://akmatori.com/blog/mlnx-ofed-basic-vs-mlnx-en-utils): Append .md to the URL for raw markdown.
- [Docker Pull Proxy 2026: Fix daemon.json, Mirrors, and NO_PROXY](https://akmatori.com/blog/docker-proxy-configuration): Append .md to the URL for raw markdown.
- [Git Proxy Configuration 2026: HTTP, HTTPS, SOCKS5 Commands](https://akmatori.com/blog/git-proxy-configuration): Append .md to the URL for raw markdown.
- [Secure Your Network with OpenZiti Zero Trust](https://akmatori.com/blog/openziti-zero-trust-networking): Append .md to the URL for raw markdown.
- [Linux netdev_budget Tuning 2026: Fix Softnet Packet Drops](https://akmatori.com/blog/netdev-budget-tuning): Append .md to the URL for raw markdown.
- [Optimize Kubernetes Resources with kubectl-node_resource](https://akmatori.com/blog/kubectl-node-resource-guide): Append .md to the URL for raw markdown.
- [Monitor Containers in Real-Time with ctop](https://akmatori.com/blog/ctop-container-monitoring): Append .md to the URL for raw markdown.
- [Track Network Connections with netshow](https://akmatori.com/blog/netshow-network-monitoring): Append .md to the URL for raw markdown.
- [Git-Native Feature Flag Management with Flipt](https://akmatori.com/blog/flipt-git-native-feature-flags): Append .md to the URL for raw markdown.
- [Real-Time Network Monitoring with Oryx and eBPF](https://akmatori.com/blog/oryx-ebpf-network-monitor): Append .md to the URL for raw markdown.
- [Analyze System Calls with Stratoshark](https://akmatori.com/blog/stratoshark-system-call-analysis): Append .md to the URL for raw markdown.
- [Secure Your Cloud Native Apps with Falco](https://akmatori.com/blog/falco-runtime-security): Append .md to the URL for raw markdown.
- [Manage Fonts Faster with fnt CLI](https://akmatori.com/blog/fnt-font-manager): Append .md to the URL for raw markdown.
- [Monitor Linux Storage Health with drinfo](https://akmatori.com/blog/drinfo-drive-monitoring): Append .md to the URL for raw markdown.
- [Secure Reverse Proxies with OpenResty Manager](https://akmatori.com/blog/openresty-manager-guide): Append .md to the URL for raw markdown.
- [Simplify Data Movement with ingestr](https://akmatori.com/blog/ingestr-data-ingestion-guide): Append .md to the URL for raw markdown.
- [Fix NGINX SSL_do_handshake failed 2026: SNI and proxy_ssl_name](https://akmatori.com/blog/nginx-ssl-handshake-error): Append .md to the URL for raw markdown.
- [A Complete Guide to SSH Tunnels](https://akmatori.com/blog/ssh-tunnel-guide): Append .md to the URL for raw markdown.
- [Understanding Agent2Agent (A2A) Protocol](https://akmatori.com/blog/understanding-a2a-protocol): Append .md to the URL for raw markdown.
- [Enhancing AI Capabilities with Browser-Use](https://akmatori.com/blog/enhancing-ai-capabilities-with-browser-use): Append .md to the URL for raw markdown.
- [Revolutionizing CI/CD with Dagger and Composable Workflows](https://akmatori.com/blog/dagger-ci-cd): Append .md to the URL for raw markdown.
- [Boost Your Command-Line Efficiency with 'z'](https://akmatori.com/blog/boost-your-command-line-efficiency-with-z): Append .md to the URL for raw markdown.
- [Enhancing Process Management with procs](https://akmatori.com/blog/procs-tool-guide): Append .md to the URL for raw markdown.
- [Real-Time Log Monitoring with Frontail](https://akmatori.com/blog/frontail-log-monitoring): Append .md to the URL for raw markdown.
- [Understanding Disk Schedulers in Linux](https://akmatori.com/blog/linux-disk-schedulers): Append .md to the URL for raw markdown.
- [How to Transfer All Local Docker Images from One Host to Another](https://akmatori.com/blog/transfer-docker-images): Append .md to the URL for raw markdown.
- [Integrating Autogen with Ollama to Build AI Agents](https://akmatori.com/blog/autogen-ollama-local-ai): Append .md to the URL for raw markdown.
- [Understanding and Resolving the NGINX send() incomplete Error](https://akmatori.com/blog/nginx-send-incomplete-error): Append .md to the URL for raw markdown.
- [Linux Show Link Speed 2026: ethtool and 5 Fast Checks](https://akmatori.com/blog/check-network-interface-speed-linux): Append .md to the URL for raw markdown.
- [Simplify software deployment with static-get](https://akmatori.com/blog/static-get-utility): Append .md to the URL for raw markdown.
- [Simplify SSL certificate management with certinfo](https://akmatori.com/blog/certinfo-tool-guide): Append .md to the URL for raw markdown.
- [Ubuntu Reboot Required 2026: Check /var/run/reboot-required](https://akmatori.com/blog/understanding-reboot-required-file-ubuntu): Append .md to the URL for raw markdown.
- [Understanding Nginx "Buffer Overflow" Error in TCP Resolver Queries](https://akmatori.com/blog/nginx-buffer-overflow-error): Append .md to the URL for raw markdown.
- [A Comprehensive Guide to Linux Kernel Schedulers](https://akmatori.com/blog/linux-kernel-schedulers-guide): Append .md to the URL for raw markdown.
- [Exploring kmon - a Linux kernel module monitor](https://akmatori.com/blog/kmon-kernel-monitor): Append .md to the URL for raw markdown.
- [Fixing Nginx Error - "ipv4" and "ipv6" Cannot Both Be "off"](https://akmatori.com/blog/nginx-ipv4-ipv6-cannot-be-off): Append .md to the URL for raw markdown.
- [Visualizing Shared Library Dependencies with libtree](https://akmatori.com/blog/libtree-visualization): Append .md to the URL for raw markdown.
- [Asciinema to GIF 2026: agg and asciicast2gif Commands](https://akmatori.com/blog/asciicast2gif-guide): Append .md to the URL for raw markdown.
- [Fixing Nginx Error "The configured event method cannot be used with thread pools"](https://akmatori.com/blog/nginx-event-method-thread-pools-error): Append .md to the URL for raw markdown.
- [Fixing the "dpkg error parsing file" Issue During Package Installation](https://akmatori.com/blog/dpkg-error-parsing-file): Append .md to the URL for raw markdown.
- [Fixing the "No Name Servers Defined" Error in Nginx](https://akmatori.com/blog/nginx-no-name-servers-defined-error): Append .md to the URL for raw markdown.
- [How to Integrate Alertmanager with Slack for Effective Incident Notifications](https://akmatori.com/blog/integrate-alertmanager-with-slack): Append .md to the URL for raw markdown.
- [Interrupt Coalescing in Linux 2026: ethtool -C Settings for Latency and Throughput](https://akmatori.com/blog/ethtool-coalesce-settings): Append .md to the URL for raw markdown.
- [Tracing Packets with iptables-tracer](https://akmatori.com/blog/iptables-tracer-guide): Append .md to the URL for raw markdown.
- [Understanding the ETag Header and Its Role in HTTP Caching](https://akmatori.com/blog/etag-header-guide): Append .md to the URL for raw markdown.
- [Setting Up an OpenVPN Server on Fedora](https://akmatori.com/blog/fedora-openvpn-setup): Append .md to the URL for raw markdown.
- [Mastering tcpick - A Lightweight Tool for TCP Stream Analysis](https://akmatori.com/blog/tcpick-tcp-stream-analysis): Append .md to the URL for raw markdown.
- [Capturing Application-Specific Network Traffic with nsntrace](https://akmatori.com/blog/nsntrace-network-tracing): Append .md to the URL for raw markdown.
- [Simplify Ad and Tracker Blocking with hBlock](https://akmatori.com/blog/hblock-guide): Append .md to the URL for raw markdown.
- [VirusTotal CLI 2026: 7 vt Commands for Files, URLs, IPs](https://akmatori.com/blog/virustotal-cli-guide): Append .md to the URL for raw markdown.
- [Enhancing DNS Delegation with the Proposed DELEG Record](https://akmatori.com/blog/dns-deleg-record): Append .md to the URL for raw markdown.
- [A Terminal-Based Markdown Note Manager](https://akmatori.com/blog/rucola-markdown-note-manager): Append .md to the URL for raw markdown.
- [eBPF-Based Linux Kernel Networking Debugger](https://akmatori.com/blog/pwru-ebpf-network-debugger): Append .md to the URL for raw markdown.
- [sqlite3_rsync 2026: SQLite Sync Over SSH With --ssh](https://akmatori.com/blog/sqlite3_rsync_guide): Append .md to the URL for raw markdown.
- [Create Presentations in Your Terminal with Spiel](https://akmatori.com/blog/spiel-terminal-presentations): Append .md to the URL for raw markdown.
- [Chrony Guide 2026: Install, Configure, and Verify NTP Sync on Linux](https://akmatori.com/blog/chrony-guide): Append .md to the URL for raw markdown.
- [Mastering systemd-resolve](https://akmatori.com/blog/systemd-resolve-guide): Append .md to the URL for raw markdown.
- [How to Configure a Bond Interface in Ubuntu](https://akmatori.com/blog/configure-bond-interface-ubuntu): Append .md to the URL for raw markdown.
- [How to Reset the Root Password on Ubuntu Linux](https://akmatori.com/blog/reset-root-password-ubuntu): Append .md to the URL for raw markdown.
- [traceparent Header Example 2026: Copy, curl, Fix Propagation](https://akmatori.com/blog/traceparent-header-guide): Append .md to the URL for raw markdown.
- [How to Check Server Temperature](https://akmatori.com/blog/server-temperature-check): Append .md to the URL for raw markdown.
- [Understanding Key SRE Metrics MTTA, MTTR, and Beyond](https://akmatori.com/blog/sre-metrics-mtta-mttr): Append .md to the URL for raw markdown.
- [Extract tar.xz Linux 2026: tar -xf, xz, and -C Commands](https://akmatori.com/blog/extract-tar-xz-files-linux): Append .md to the URL for raw markdown.
- [Essential LLM Tools for Efficient Content Preparation](https://akmatori.com/blog/llm-content-preparation-tools): Append .md to the URL for raw markdown.
- [Mastering sosreport](https://akmatori.com/blog/sosreport-linux-tool): Append .md to the URL for raw markdown.
- [How to Issue a Wildcard Let's Encrypt SSL Certificate](https://akmatori.com/blog/wildcard-ssl-certificates): Append .md to the URL for raw markdown.
- [How to Disable TLS 1.0 and TLS 1.1 in Nginx](https://akmatori.com/blog/disable-tls1-0-tls1-1-nginx): Append .md to the URL for raw markdown.
- [How to Change the Timezone in Linux](https://akmatori.com/blog/change-timezone-linux): Append .md to the URL for raw markdown.
- [How to Extract tar.gz Files on Linux](https://akmatori.com/blog/extract-tar-gz-linux): Append .md to the URL for raw markdown.
- [How to Fix the Deprecated Nginx "ssl" Directive Warning](https://akmatori.com/blog/nginx-ssl-directive-change): Append .md to the URL for raw markdown.
- [NGINX no live upstreams 2026: Fix Backend Pool Errors](https://akmatori.com/blog/nginx-no-live-upstreams): Append .md to the URL for raw markdown.
- [Troubleshooting curl (7) Failed to Connect Errors](https://akmatori.com/blog/curl-failed-to-connect-errors): Append .md to the URL for raw markdown.
- [How to List Schemas and Change Them in PostgreSQL](https://akmatori.com/blog/postgresql-schemas): Append .md to the URL for raw markdown.
- [How to Import Cloudflare DNS Zone into Terraform](https://akmatori.com/blog/import-cloudflare-dns-zone-terraform): Append .md to the URL for raw markdown.
- [Mastering HSTS](https://akmatori.com/blog/mastering-hsts): Append .md to the URL for raw markdown.
- [Mastering Postmortem Reports](https://akmatori.com/blog/postmortem-reports): Append .md to the URL for raw markdown.
- [An In-Depth Guide to SquashFS](https://akmatori.com/blog/squashfs-guide): Append .md to the URL for raw markdown.
- [Configuring s3cmd to Work with Cloudflare R2](https://akmatori.com/blog/configuring-s3cmd-cloudflare-r2): Append .md to the URL for raw markdown.
- [Mastering s3cmd](https://akmatori.com/blog/mastering-s3cmd): Append .md to the URL for raw markdown.
- [Installing CUDA Drivers on Ubuntu 22.04](https://akmatori.com/blog/installing-cuda-drivers-on-ubuntu-2204): Append .md to the URL for raw markdown.
- [Understanding the 499 Error in Nginx](https://akmatori.com/blog/understanding-the-499-error-in-nginx): Append .md to the URL for raw markdown.
- [Understanding ED25519 SSH Key](https://akmatori.com/blog/understanding-ed25519-ssh-key): Append .md to the URL for raw markdown.
- [Upstream Prematurely Closed Connection While Sending to Client: Nginx Fixes for 2026](https://akmatori.com/blog/upstream-prematurely-closed-connection-while-sending-to-client): Append .md to the URL for raw markdown.
- [Understanding and Fixing "Upstream Prematurely Closed Connection" in Nginx](https://akmatori.com/blog/upstream-prematurely-closed-connection): Append .md to the URL for raw markdown.
- [How to Enable SYN Cookies on Linux](https://akmatori.com/blog/how-to-enable-syn-cookies-on-linux): Append .md to the URL for raw markdown.
- [Fixing "nf_conntrack Table Full, Dropping Packet" Error on Linux Servers](https://akmatori.com/blog/fixing-nf-conntrack-table-full): Append .md to the URL for raw markdown.
- [Responding to "Possible SYN flooding on port"](https://akmatori.com/blog/responsing-to-possible-syn-flood-attack): Append .md to the URL for raw markdown.
- [A Comparison of Postgres Operators for Kubernetes Clusters](https://akmatori.com/blog/a-comparison-of-postgres-operators): Append .md to the URL for raw markdown.
- [How to Generate a Password on Linux](https://akmatori.com/blog/how-to-generate-a-password-on-linux): Append .md to the URL for raw markdown.
- [How to Disable IPv6 on Linux](https://akmatori.com/blog/how-to-disable-ipv6-on-linux): Append .md to the URL for raw markdown.
- [dig SRV Record Lookup 2026: Query DNS SRV Records with Real Examples](https://akmatori.com/blog/understanding-dns-srv-records): Append .md to the URL for raw markdown.
- [Embracing Modern DevOps](https://akmatori.com/blog/embracing-modern-devops): Append .md to the URL for raw markdown.
- [How to Delete Local and Remote Tags in Git](https://akmatori.com/blog/how-to-delete-local-and-remote-tags-in-git): Append .md to the URL for raw markdown.
- [upstream timed out 110 Error 2026: Fix NGINX and ingress-nginx](https://akmatori.com/blog/how-to-fix-nginx-error-upstream-timed-out): Append .md to the URL for raw markdown.
- [Understanding TCP vs UDP Protocols](https://akmatori.com/blog/understanding-tcp-vs-udp-protocols): Append .md to the URL for raw markdown.
- [Linux ethtool -g 2026: Tune NIC Ring Buffers and RX Drops](https://akmatori.com/blog/a-guide-to-adjusting-nic-buffer-sizes-on-linux): Append .md to the URL for raw markdown.
- [Boost Your Network Speed with TCP BBR on Linux](https://akmatori.com/blog/boost-your-network-speed-with-tcp-bbr-on-linux): Append .md to the URL for raw markdown.
- [Embrace System Reliability with Chaos Monkey](https://akmatori.com/blog/embrace-system-reliability-with-chaos-monkey): Append .md to the URL for raw markdown.
- [How to Install kubectl](https://akmatori.com/blog/how-to-install-kubectl): Append .md to the URL for raw markdown.
- [How to Install Ansible on Windows](https://akmatori.com/blog/how-to-install-ansible-on-windows): Append .md to the URL for raw markdown.
- [How to Update the Linux Kernel in Ubuntu](https://akmatori.com/blog/how-to-update-the-linux-kernel-in-ubuntu): Append .md to the URL for raw markdown.
- [Understanding Kubernetes Limits and Requests](https://akmatori.com/blog/understanding-kubernetes-limits-and-requests): Append .md to the URL for raw markdown.
- [How to Back Up a PostgreSQL Database](https://akmatori.com/blog/how-to-back-up-a-postgresql-database): Append .md to the URL for raw markdown.
- [How to Install Docker Compose on Ubuntu](https://akmatori.com/blog/how-to-install-docker-compose-on-ubuntu): Append .md to the URL for raw markdown.
- [How to Install Docker on Ubuntu](https://akmatori.com/blog/how-to-install-docker-on-ubuntu): Append .md to the URL for raw markdown.
- [How to Kill a Process on Linux](https://akmatori.com/blog/how-to-kill-a-process-in-linux): Append .md to the URL for raw markdown.
- [tcp_info Linux 2026: RTT, Retransmits, cwnd, and getsockopt](https://akmatori.com/blog/understanding-tcp-info-structure): Append .md to the URL for raw markdown.
- [Understanding Proxy Protocol](https://akmatori.com/blog/understanding-proxy-protocol): Append .md to the URL for raw markdown.
- [How to Install Terraform on Windows, Linux, and MacOS](https://akmatori.com/blog/how-to-install-terraform): Append .md to the URL for raw markdown.
- [How to Disable Swap in Linux](https://akmatori.com/blog/how-to-disable-swap-in-linux): Append .md to the URL for raw markdown.
- [How to Limit CPU Cores in Go](https://akmatori.com/blog/how-to-limit-cpu-cores-in-go): Append .md to the URL for raw markdown.
- [How to Disable Automatic Updates in Ubuntu](https://akmatori.com/blog/how-to-disable-automatic-updates-in-ubuntu): Append .md to the URL for raw markdown.
- [How to close site from indexing on Kubernetes ingress](https://akmatori.com/blog/how-to-close-site-from-indexing-on-ingress): Append .md to the URL for raw markdown.
- [How to benchmark a Linux host](https://akmatori.com/blog/how-to-benchmark-linux-host): Append .md to the URL for raw markdown.
- [How to change hostname on Ubuntu](https://akmatori.com/blog/how-to-change-hostname-on-ubuntu): Append .md to the URL for raw markdown.