The Real Economic Disruption Playbook — ASTGL Newsletter Series
For mid-career sysadmins and IT ops professionals who want a grounded, data-backed framework for navigating AI-era disruption — not reassurance, not doom.
Anthropic's Jack Clark went on record saying AI is eliminating junior engineering roles while GDP grows — a grounded, non-alarmist ASTGL series on what this actually means for IT careers.
- ▸The Real Economic Disruption Guide — A clear-eyed overview of the AI-era job market shift, grounded in publicly available labor data and practitioner-level examples (not developer-centric takes)
- ▸IT Career Decision Framework — A structured 4-step process to evaluate your current role's exposure and identify where to invest next
- ▸Role Exposure Reference (CSV) — A lookup table mapping common IT tasks — helpdesk, provisioning, monitoring, patching — to current AI automation risk levels
- ▸Real-World Task Examples (JSON) — Annotated scenarios showing how the framework applies to situations IT pros encounter daily
## goes-well-with
From the same shelf
Active Directory Security Audit Kit for Solo IT Teams
A fillable AD audit checklist covering privileged access, stale accounts, GPO hygiene, MFA gaps, and event log review — everything an auditor expects, packaged for the sysadmin who has no security team.
Agent Memory Architecture Part 2: Episodic vs Semantic vs Procedural Memory
The three agent memory types — episodic, semantic, and procedural — explained through the real production code of ClaudeClaw, a 24/7 multi-agent system, so your agents stop starting from scratch every session.
AI Chatbot Account Recovery: Security Audit Checklist for Developers
A developer's guide to designing safe AI chatbot account recovery flows, using the Meta/Instagram breach as a live case study.
## not-ready-to-buy
Take the field notes instead
One practical write-up a week from the same workbench these kits come from — plus reader pricing when new kits ship.