The Ops Playbook

Real-Time AI Infrastructure

Vector Database Failures, GPU Cluster Orchestration, LLM Data Pipeline Stalls

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1 playbooks

Updated 5 Aug 2026

Replacing Manual Real-Time AI Infrastructure Work with a Verifiable OpenRouter Workflow

Design, validate and safely roll back a bounded OpenRouter workflow for real-time AI infrastructure, with evidence, guardrails and recovery steps.

5 Aug 2026 9 minJulian Vance

Zero-Trust first

Every playbook enforces least-privilege and validates changes before production deployment.

Automation focused

Manual tickets get engineered out of existence through scripting, webhooks, and AI remediation.

L1-L3 appropriate

Clear, practical guidance for frontline engineers without sacrificing technical accuracy.

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Configuration Studio

Validate strict JSON/YAML, apply pinned schemas, generate a verified RFC 6902 patch and fingerprint RFC 8785 canonical configuration.

Launch Lab

Partition Calculator

Determine the exact minimum number of partitions required to achieve a target throughput without breaking ordering or over-provisioning infrastructure.

Launch Lab

Contributors

Julian Vance

Ops Playbook Architect

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