7 min read

🧀 Work-Life Balance, Friction Focused Management, Big Visions, Accountability, Helplessness, New WIP Metrics,SRE, Razors: TMW #471

Interviewing engineers? The paradigm has shifted - how are you affected?

Hello, hello, hello, welcome to the week!

More AI in Hiring Worries - Was the Test Never the Point?

The busiest thread this week in the CTO Craft Slack centred on a question about modern-day hiring: candidates are sailing through take-home coding assessments but then crumbling when asked to defend their solutions - almost certainly because AI wrote the code for them. What followed was a wide-ranging debate about whether take-home tests are salvageable at all in the AI era, or whether they've become a filter for "who's best at prompting" rather than "who can actually engineer." The strongest emerging consensus was that the take-home itself was never really the point - the discussion afterwards is - and that the real challenge is now finding efficient first-stage filters (human CV review, trusted referrals, community networks like CTO Craft) before you invest any engineering time in a candidate at all.

  • The take-home discussion is the interview: several members noted they encourage AI use on the task itself; what they're evaluating is whether the candidate can explain, defend, and modify the output under pressure.
  • AI-optimised CVs have broken the resume filter too: the community flagged that both ends of the funnel are now compromised, making warm referrals and trusted networks the highest-signal first step.
  • Pair programming beats most alternatives: it replicates actual working conditions, surfaces how candidates think rather than what they can produce alone, and is hard to fake in real time.

Thought experiment: If you had to redesign your entire technical hiring process from scratch today knowing candidates will use AI at every stage, what's the one thing you'd keep, and what's the first thing you'd throw out?

That's it, let's look at some links....

Andy @ CTO Craft

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Reads of the Week

Building An Elite AI Engineering Culture In 2026 | Chris Roth
AI accelerates high-performing orgs and unravels struggling ones.
The Misplaced Responsibility of Work–Life Balance
In the early years of Amazon Inc., Jeff Bezos personally interviewed all potential employees, and if they “made the mistake of talking about a desire for a harmonious balance between work and home life,” Bezos rejected them.

Leadership, Strategy & Business

Friction Focused Management
Most engineering managers juggle 15–20 open items. Here’s the one question that cuts through the noise and surfaces what actually matters.
Executive Amplification
Why What Leaders Say Matters More Than They Think
To Win Big, Dream Big
How team vision drives continuous improvement
The AI Vampire
This was an unusually hard post to write, because it flies in the face of everything else going on.

Culture, People & Teams

How We Hire Engineers When AI Writes Our Code | Tolans.com
We designed our interview loop from the ground up around AI.
The Rewrite That Was Really a Resignation Letter
A rewrite proposal is not a technical plan. It is the final signal in a feedback loop that has been failing for months. How leadership responds determines whether the engineer stays.
Why Your Team Is Helpless - Yaniv Preiss
“Managerial debt” is just as real and dangerous as technical debt. Left unaddressed, it leads to learned helplessness.
Accountability Is a Team Sport
I have been a Manchester United fan since my early years of high school. I have lived through the Ferguson dominance, the post-Ferguson…
The Ownership Problem: Why We Get Territorial And What To Do About It
Territorial behavior is one of the most common collaboration problems in Tech, and one of the least named. Here’s how to spot and handle it, in yourself and in others.

Technology, Operations & Delivery

The engineeringification of everything
Why every role seems like an engineering role now (and what it means for you)
I Invented a New Metric to See If Work is Actually Happening
Why classic version of Work In Progress metric is not enough to understand if the work is actually happening.
The future of software engineering is SRE | Swizec Teller
When code gets cheap operational excellence wins. Anyone can build a greenfield demo, but it takes engineering to run a service.
Feeling Fast, Delivering Slow: Why Your AI Adoption Still Hasn’t Paid Off
Removing Impediments - the Unglamorous Path to AI-Assisted Development

Stress, Wellbeing & Growth

How to Work With Anyone
A key skill to unlocking your career
Two helpful razors to sharpen your mind with
Not the ones you’d like to harm anyone with, but rather helpful tools to make sense of challenging or puzzling situations
The happiest I’ve ever been
It was around January 2020. I became the head coach of a youth basketball team.
Thinking tools: How to identify assumptions by distorting time – Abi Jones

That’s it!

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Have an amazing week!

Andy