Runbooks & Controls

AI Rollback Runbook Incident Response Runbook Release Runbook

Runbooks & Controls

Runbooks are used when risk is high and time matters. They provide clear steps, triggers, verification, and evidence.

Runbooks

Release Runbook — Preflight → steps → verification → review.
Rollback Runbook — Triggers → rollback steps → verification.
Incident Response — Triage → containment → communication → postmortem.
AI Rollback — Freeze → verify → rollback → postmortem.

Articles

Computer-Use Agents: Why a Successful Demo Can Still Be an Unreliable System

Computer-use agents can now complete impressive browser and desktop workflows, but one successful run proves capability—not reliability. This article shows how to test repeatability, environmental robustness, long-horizon control, state awareness, outcome verification, and safe goal handling.

September 25, 2026

Why More Context Can Make AI Answers Worse

A larger context window does not guarantee a better answer. This article explains how signal dilution, conflicting evidence, stale state, position sensitivity, and lossy compression can reduce AI reliability—and introduces a practical Context Pressure Test.

September 25, 2026

How to Know Whether an AI Agent Actually Used the Right Evidence

An AI agent can cite sources and still use the wrong evidence. This article introduces a practical method for checking claim support, source authority, applicability, provenance, and whether the evidence actually influenced the answer.

June 16, 2026

Should You Buy a 5G OpenWrt Router with Old Firmware? ZBT Z8102AX as a Practical Example

Buying a 5G OpenWrt router with older firmware can make sense, but only under the right conditions. The ZBT Z8102AX shows both sides clearly: the hardware is useful, the modem works, and the router stayed stable in testing, but OpenWrt 21.02, weak packaging and unclear upgrade paths require a careful buying decision.

June 16, 2026

ZBT Z8102AX OpenWrt 21.02 Firmware Review: Stable Enough, but Is It Future-Proof?

The ZBT Z8102AX runs a vendor-modified OpenWrt 21.02 build with kernel 5.4.246. In practical testing, the firmware worked successfully and kept the router stable for several days, but the old base raises important questions about security, modem control, upgrade paths and long-term maintainability.

May 4, 2026

Qwen 3.6 in Production: Release Runbook, AI Rollback, and LLMOps Versioning

Qwen 3.6 is not just another model upgrade. It is a release event, a rollback scenario, and a versioning problem at the same time. This article explains how Qwen 3.6 should be handled in production through LLMOps discipline, prompt and model traceability, controlled rollout, and evidence-based rollback readiness.

March 1, 2026

Comprehensive Guide to Rollback Triggers in Enterprise AI Runbooks

This guide explores Rollback Triggers, essential mechanisms in enterprise AI runbooks that automatically detect anomalies and initiate rollbacks to maintain system stability. Learn how to configure, monitor, and optimize these triggers for robust AI deployments.

February 19, 2026

New Qwen 3.5-Plus: Open-source AI is getting serious now

Discover the groundbreaking features and benefits of Alibaba's Qwen 3.5-Plus, a revolutionary open-source AI for developers.

May 29, 2024

Runbooks & Controls