ANDREW / WRITING
Write down observations.
Keep the thinking going.
Engineering practice, how AI changes work, and how teams develop judgment. Short posts open questions. Longer essays develop the context.
ON THIS SITE
Room to Develop an Idea
Management perspective · DraftAfter Setting Priorities, What Does a Manager Still Owe the Team?
Making a trade-off also means tracking the cost of the work you defer.
AI Makes Implementation Faster. Where Does the Team Get Stuck?
From implementation speed to waiting, integration and release decisions.
From Field Signals to Engineering Delivery
How managers connect verification, responsibility and judgment.
FROM LINKEDIN / SELECTED POSTS
AI & Engineering Systems
After AI Speeds Things Up, Where Is the Bottleneck?
Can review, integration and verification keep up with faster implementation?
You Generated the Code. Do You Understand It?
What assumptions and failure modes should engineers understand before asking others to review?
How Much Execution Speed Can an Engineering System Absorb?
How context, verification and responsibility keep up with faster code generation.
Cheaper Execution Makes Unclear Intent More Expensive
Code can compile and tests can pass while solving the wrong problem.
When Execution Gets Cheaper, Does Senior Judgment Become Scarcer?
When more answers appear at once, which trade-offs deserve senior engineers' attention?
Where Did the Capacity Saved by AI Go?
A faster team may soon fill up with new demands. Saved time needs an explicit allocation decision.
FROM LINKEDIN / SELECTED POSTS
Judgment & Capability Development
When AI Removes Junior Work, How Does Learning Remain?
Which opportunities for investigation, feedback and responsibility need to be redesigned?
Less Repetition, Better Judgment?
How assumptions, mistakes and corrections in small tasks become engineering experience.
Better Output, Better Judgment?
AI-assisted delivery and capability development need to be observed separately.
FROM LINKEDIN / SELECTED POSTS
Decisions & Responsibility
Two Days of Work. Two Weeks to Move Forward. Why?
Execution and waiting are different kinds of time. Decision authority, cross-team commitments and reversibility affect when work can proceed.
Clarify Decision Authority Before Assigning Outcome Ownership
Can the person responsible for delivery also change scope, priorities and key choices?
Match Decision Speed to the Cost of Being Wrong
Reversible decisions can stay close to the work. Far-reaching choices need more context and evidence.
FROM LINKEDIN / SELECTED POSTS
Teams & Management
When Work Stalls, Understand What People Are Waiting For
Waiting may reflect missing information, authority or ownership. Identify the signal before trying to speed things up.
Faster Answers from the Manager. A More Independent Team?
AI can expand a manager's responsiveness and increase upward requests. Clarify together which decisions belong with the team.
Organizations Need Refactoring Too: Examine Process Debt
Do approvals and meetings that once made sense still protect something important? Revisit their original purpose and ongoing cost.
After Removing a Management Layer, Who Picks Up the Work?
A flatter organization still needs coordination, coaching and trade-offs. Identify what disappeared, moved or lost a clear owner.
SITE DESIGN / EDITORIAL DRAFTS
Notes on Building This Site
Editorial drafts on the reading experience and design choices, separate from the engineering management writing.
Clarity Is a Design Skill
How processing fluency can inform a website's reading experience.
Let the Work Speak, and Explain Its Context
How a clear identity, verifiable information and contact options support trust.
What Should a Personal Website Answer First?
Arrange work, writing and contact options from the visitor's perspective.
This is a themed selection of 16 original public posts by Andrew, not a complete archive or a chronological list. Titles and summaries are editorial adaptations; site essays are labeled as editorial extensions. The full LinkedIn originals remain the source of record.
Sources checked: 2026-10-05. Some were read through LinkedIn's public search index; three were checked in a LinkedIn browser. Exact publication dates have not been obtained and were not inferred from relative timestamps. LinkedIn may require sign-in.
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