Field Notes

Articles and case-study notes for the systems behind L&D work.

Field Notes are the owned article library: practical writing on intake, AI workflows, content operations, SME review, LMS governance, measurement, and knowledge systems.

Abstract Learning, Upgraded field-note library connecting articles, topics, guides, and next actions
AI Workflows Quick field note

The 31% Problem

Systems thinking, not tool access alone, changed development cycle time. AI worked when it improved planning, review, handoffs, and production habits.

Learning Technology
31% development cycle-time reduction Read note
Content Systems Quick field note

Why SME Review Breaks

The bottleneck is often the process built around the SME: unclear decision rights, vague review standards, and late-stage approval pressure.

SME Management
6 to 2 weeks approval-cycle improvement Read note
Content Systems Quick field note

From Long Workflow Courses To Task-Based Modules

The shift was from full workflow courses to customer-training microlearning tied to role-based tasks and the work people needed to perform.

Task-Based Learning
637 customer-training microlearning modules Read note
Learning Operations Quick field note

How To Hire For Learning Operations

Scaling L&D requires more than instructional design skill. It needs people who can own systems, data, projects, platforms, and messy handoffs.

Team Architecture
LMS Strategy Quick field note

LMS Governance Is The Product

A platform decision only works when ownership, reporting, migration risk, content structure, and admin burden are part of the design.

Platform Governance
AI Workflows Quick setup note

Using Obsidian as Claude Code Memory

A practical setup guide for giving Claude Code persistent project context, session handoffs, and reusable L&D working memory.

Technical Setup
Setup folder and note conventions Read note
AI Workflows Quick field note

The LLM Wiki Pattern For L&D Research

A research knowledge base can help L&D teams maintain reusable context for tools, frameworks, examples, and implementation decisions.

Knowledge Architecture