Leadership Articles

5 ways to operationalize generative AI in legacy systems

How AI modernized 71,000 legacy files. The post 5 ways to operationalize generative AI in legacy systems appeared first on LeadDev.

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Asked a colleague in code review to extract magic numbers and got told “devs should know”

Had a slightly frustrating code review interaction and I’m curious how others would handle it and if I’m overthinking this or not? The colleague submitted a PR with logic like: > if abs(lat) > 180 { ... } and similar checks using 90 and 180 regarding coordinates. I asked what those numbers meant and asked if he could extract them into a constants enum so the intent is clearer: > if abs(lat) > Constants.maxLatitude { ... } My thinking was just readability and maintainability, so it’s more o

Reddit r/ExperiencedDevs

Sudden PIP with no prior feedback after medical accommodation + nitpicky senior engineer. What to do?

Hi all, I'm trying to understand what to do. I'm shaken up and frankly very emotional right now. I'm a mid-level software engineer and have generally felt like I was performing fine. In my 1:1s, I haven't received serious negative feedback or any indication I was at risk. Over the past several months, I've been working closely with a senior engineer in a "mentorship" setup. During that time, PR feedback has become very nitpicky and detail-oriented. The comments are almost entirely stylistic or

Reddit r/ExperiencedDevs

Dealing with Career Fatigue

I am tired. Last companies I have worked on had the same problem but in different flavours. - Tired of constantly firefighting - Tired of not doing anything interesting at work - Tired of having to learn in my (limited) spare time where there are millions other things I want to do as well - Tired of constantly having to catch up with technology. - Tired to the additional uncertainty in this career caused by AI. - Tired of dealing with workaholics, bad team players. - Tired of managers th

Reddit r/ExperiencedDevs

Early and late-stage hypergrowth.

Last week, a colleague asked why I’d hired an additional new leader onto an important area rather than expanding an existing leader’s scope to incorporate that area as well. The existing leader was a known quantity and doing well, so why not keep expanding them? It’s a good question, and depending on the circumstances I might have done either, but explaining why I specifically brought in a new leader this time depends a bit on a distinction I think of as early versus late-stage hypergrowth. In C

Will Larson (Irrational Exuberance)

3 Key AI Trends and How Salesforce Engineers use AI

Recap from the Salesforce TDX 2026: AI Agents, 3 key AI trends and how engineers use AI.

Engineering Ladders

Tokenmaxxing and the search for AI metrics that matter

Token usage is the wrong way to measure AI productivity. The post Tokenmaxxing and the search for AI metrics that matter appeared first on LeadDev.

LeadDev

Hired above my level and am stressed and scared

I was recently hired at FAANG for an L6 role. I didn’t know the level when I got the recruiter email or when I was applying. i only found out when I got an offer and my jaw was on the floor. before this I was mid level (technically lowest level senior at a very well known non-FAANG tech company (L5)) I feel there’s been some mistake but tbh I got laid off for non performance reasons from that role and this was basically my only offer 🫣 has this happened to anyone before? how did you manage?

Reddit r/ExperiencedDevs

The reality of being a staff engineer

It’s often like herding cats. The post The reality of being a staff engineer appeared first on LeadDev.

LeadDev

Meta is watching workers’ clicks and keystrokes to train AI

Tech bosses spying on workers? The post Meta is watching workers’ clicks and keystrokes to train AI appeared first on LeadDev.

LeadDev

The Differences Between US and EU Tech Companies

One optimizes for speed and innovation, and the other optimizes for stability and sustainability. Which is the way to go?

Engineering Ladders

The operational debt your expertise is hiding

Is your “spidey-sense” tingling? The post The operational debt your expertise is hiding appeared first on LeadDev.

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