Here is my wild take:AI Is Scary, But Not Because It’s Smart
Let me start like this. As a human being, I’m telling you the truth: you actually matter more than anything. It’s just that you’re always on your scre…
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First On Call
Originally published on lavkesh.com I still remember my first on-call rotation vividly. It was a chaotic experience that started with a page at 3am, a…
Our Competitor Had an AI That Covered 97.2%. We Had a Spreadsheet and a Fake Quote. Guess Who Won.
You walk into the RFP briefing. Your competitor has 200 people, 97% AI coverage, and a 4-day delivery promise. You have 15 people and a proposal you h…
What a meeting‑free week taught me about leading
Originally published on lavkesh.com When I cleared my calendar for a full week, the silence in the conference room felt like a sudden vacuum that made…
What DevRel means to me
From my experience in community and program management , I’ve seen that developers do not just need documentation or announcements. They need clarity,…
It was never about AI. It has always been about narrative control.
Hello. My name is Keniel, and I want to start with how I got here, because it explains everything that comes after it. A few years ago I started learn…
The Hidden Cost of Employees Asking "What Should I Do Next?"
Every growing company reaches a point where people start asking the same questions over and over again. "How do I process this request?" "Who approves…
The Dilemma of the Modern Programmer: Adapting to a Changing Job Market
The market hasn't gotten easier since I first wrote a version of this. It's gotten stranger — and faster. Becoming, or staying, a software engineer in…
What Beginners Get Wrong About IT Certifications
Certifications help when they match a role and are backed by proof — not as a scoreboard. The problem Beginners are told certifications are the key to…
How to Rewrite a Chinese-Tenured Faculty Role for US Data Scientist Jobs
Why Your Chinese-Tenured Faculty Resume Won’t Work in US Industry US data scientist hiring managers scan a resume in 7–15 seconds looking for one thin…
All In or Not At All
I have never been good with middle grounds. I like things clear. Black or White, Zero or One, True or False. Maybe that is why computers made sense to…
Welcome to ToolDocket
Hey everyone, We built ToolDocket ( https://www.tooldocket.com ) as a side project to offer useful career and decision-making tools without signups, p…
Python interview questions: what each one actually predicts on the job (2026)
Canonical: this is a cross-post. The original lives at https://four-leaf.ai/blog/python-interview-questions You can find a hundred Python interview qu…
Why Most Developers Never Finish Their Projects
Starting a new project feels exciting. A new idea appears, the first few lines of code are written, the design starts coming together, and everything …
A Love Letter to Survivorship Bias in Tech
How many times have you seen a picture of a plane with red dots posted on the internet without context? There's a famous story about a statistician na…
🎯 The STAR Quest: Level‑Up Your Behavioral Interview Like Neo Seeing the Code
The Quest Begins (The "Why") I still remember the first time I faced a behavioral interview. I walked in feeling like I’d just aced a whiteboard algor…
How I Built an ATS Resume Builder App for Android (And What I Learned)
After months of watching friends get rejected by job applications they were qualified for, I discovered the real culprit: Applicant Tracking Systems (…
The “High Package New Hire” Reality Nobody Talks About 💼⚠️
Every time layoffs happen or salary discussions start, I see one common statement: “New hires are getting 50–100% more salary than existing employees.…
10 AI Habits I Wish I'd Built Sooner as a Software Engineer (And You Should Start Today)
Looking back, these are the AI habits that would have saved me months of wasted effort — and the ones I had to learn the hard way. Remember when the d…
Is DevOps Worth Learning in 2026? An Honest Answer for Indian Freshers
Key Takeaways Yes, DevOps is worth learning in 2026 but only if you approach it with the right stack, not just theory. Freshers can realistically star…
How Recruiters Scan Resumes in 6 Seconds (What They Actually Look For)
How Recruiters Scan Resumes in 6 Seconds (What They Actually Look For) Most job seekers imagine recruiters carefully reading every word on their resum…
AI Isn't the Tool Anymore : You Are
Two years ago, I used AI the same way most people did, as a fancy search engine. It felt like a novelty. Fast forward to today, and that relationship …
Cognitive Debt: The Hidden Cost of Letting AI Write Your Code
In early 2026, Anthropic researchers ran an experiment with 52 junior developers. Half used an AI assistant to learn an unfamiliar Python library. The…
Where have the bottlenecks gone?
AI coding, using AntiGravity or Claude Code, has significantly increased the productivity of your junior developers. Applications which used to be ‘lo…
I built a free AI job search that ranks real listings by your resume fit
I'm a test automation engineer with ~12 years in Java/Selenium/Playwright. Last year I went back on the job market — and I was reminded how genuinely …
The contractor economy: why startups hire specialists before full-time teams
The contractor economy: why startups hire specialists before full-time teams Startups used to follow a familiar hiring pattern: raise money, build a c…
The Jedi Mind Trick: How One Resume Line Turned My Job Hunt Into a Victory Lap
The Quest Begins (The "Why") Honestly, I felt like I was stuck in the opening scene of The Matrix —surrounded by green code that made zero sense, exce…
DevOps Salaries & Hiring in India 2026: What 800+ Live Job Listings Reveal
If you're a DevOps, SRE, or Cloud engineer in India — or hiring one — the market in 2026 looks very different from a few years ago. Instead of guessin…
Cogs and Sparks: Who Wins When Machines Learn to Speak Human
Disclosure: this article was written from my own thesis and lived experience, then shaped and edited with AI assistance. I reviewed the argument, revi…
Top 12 SQL Interview Problems for Data Engineers, With Answers
I've been on both sides of the SQL interview table somewhere around 20 times in a single job search. The pattern is always the same: candidates know S…