Inside The AI Stack

Pillar

AI Operations

Operating systems under real failure conditions: incident intelligence, diagnostic method, configuration review, and the AI-assisted tooling we build to shorten the distance between a symptom and a root cause.

What this section covers

Consolidated guides rather than a page per concept. Each area below is one resource, or will be, rather than a cluster of near-duplicates.

Diagnostic method

Working from evidence rather than intuition: what to measure first, how to rank hypotheses, and how to kill a wrong one quickly.

Incident response

Triage order, escalation, communication, and the discipline of writing down what you found while you still remember it.

Observability engineering

Instrumentation that answers questions you have not thought of yet, and alerting that pages a human only when a human is needed.

The workbench

The analyzers we build for our own operations work, published here because they are useful, not because they generate pages.

Resources

Resources in this pillar

Every resource states its author, its review status, and whether the procedures in it were executed or only reviewed.

Incident Diagnosis Method

A repeatable method for diagnosing production failures: form hypotheses the evidence supports, order checks by what they eliminate, and know when to stop and mitigate.

intermediate· 5 minIncident ResponseObservability

Production Observability

Building observability that shortens incidents rather than producing dashboards: what to instrument, how to alert on symptoms, and why cardinality decides your bill.

intermediate· 4 minPrometheusGrafana

Workbench

Tools you can use right now

These run entirely in your browser. Pasted plans, configs, and command output never leave your machine.

All tools
AvailableRuns in your browser

Terraform Plan Analyzer

Find destructive and high-risk changes in a Terraform plan before you apply it.

Terraform · OpenTofu

AvailableRuns in your browser

Docker Production Auditor

Check a Dockerfile against production-readiness rules.

Docker · OCI · Containers

AvailableRuns in your browser

OpenStack Health Analyzer

Turn service and agent listings into a ranked view of what is actually broken.

OpenStack · Nova · Neutron

AvailableRuns in your browser

Alert Rule Generator

Generate Prometheus alerting rules that will not page you for nothing.

Prometheus · Alertmanager · Grafana

AvailableRuns in your browser

Prompt Workbench

A searchable library of engineering prompts, kept inside the application.

LLM · Incident Response · Kubernetes

Newsletter

Inside The AI Stack Brief

A practical weekly briefing on AI engineering, infrastructure, production operations, and the technologies powering the AI stack.

One email a week. No sponsorship placements inside the technical sections. Unsubscribe in one click.