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A few good reads, in a useful order

Start with your question.

New to AI, ready to build, or already operating systems? Choose a short tour. Open any step directly; nothing is locked behind an account.

A service is slow, an AI tool makes a surprising decision, or an incident keeps coming back. AIOpsSRE explains what is happening underneath and what you can do about it. Start with the question closest to your work. You will find connected explanations, examples you can follow and tools for turning an idea into a working plan.

New to AIOps and SRE?

AIOps fundamentals distinguishes anomaly detection, event correlation, investigation assistance, and automated action. Next, use the observability guide for SRE to connect user outcomes with operational evidence. The AIOps and SRE glossary explains unfamiliar terms as you encounter them.

Investigate an incident with better evidence

A slow request can cross several services before it reaches a customer. These guides explain how metrics establish the affected population, logs preserve relevant events and traces connect the execution path. Together, they help a responder move from a dashboard symptom to a specific investigation.

  1. Choose useful service metrics and denominators.
  2. Preserve investigation context with structured Python logging and distributed tracing.
  3. Evaluate observability with AIOps against the questions responders actually need answered.

For AI applications, include token cost and latency alongside task quality. Those measures explain the resources used; task-quality checks establish whether the user received a useful result.

Make incident response more repeatable

Begin with AI incident management for response roles and workflow. Then adapt the SRE runbook template to a common failure. The example connects the symptom with diagnostic choices, mitigation and the evidence a responder needs to establish recovery.

Use MTTD and its related incident intervals to find delays without confusing detection with recovery. Compare those timings with SRE KPIs and the impact users experienced. When a repeated action is ready for a pilot, follow the automated-remediation guide.

Operate AI agents with clear boundaries

Agent systems introduce state, tool calls, and actions that can outlive a single request. Read AI agents as production systems before choosing an execution architecture. Define the permitted actions and stop conditions with the agent skills execution contract.

For teams already supervising coding assistants, the Herdr guide explains how a session workspace helps people find and resume their conversations, and what survives a restart.

Build a sustainable reliability practice

Define service level objectives, then use the error budget worksheet to connect reliability consumption to decisions. Agree on who can authorize an exception before a release is under pressure.

For the human side, examine on-call workload, SRE burnout, and reliability leadership. After incidents, turn review findings into changes with owners and verification criteria.

Keep a reference close at hand

Browse tools, templates and references when you need a working document, or explore the SRE and AIOps tool stack when you are evaluating a capability. The news section covers recent releases and their operational implications. For all topics and publication dates, use the complete article archive.

Find a comfortable starting point.

Levels describe the background a piece assumes, not how smart you are. You can move between them by topic. A beginner in AI may already be an experienced engineer.

Beginner
Start without prior subject knowledge. The explanation supplies the foundations.
Intermediate
Bring the basic concepts or named tool familiarity. Check each article’s prerequisites.
Advanced
Bring practical experience to specialist implementation or operational tradeoffs.
All levels
Broad reporting or context, not a higher or lower skill tier. There is no required order.

Reading times are estimates at 220 words per minute. Exercises, code and careful source checking take longer. A path’s level describes the background needed for the whole tour; its individual reads may differ.

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