The willingness to learn and grow is a big one for me. You always have to learn even when highly experienced but starting in a new position or industry. Additionally, critical thinking and problem solving skills along with perseverance makes a strong candidate in my eyes.
These traits show me someone is worth investing in, not just able to do a job. You'd be surprised how rare the combination is too.
These are very hardcore signals deeply buried in individuals work history.
Resumes will never bring this out and so does legacy ATS.
Candidate has to flexibly express his professional journey like a self bio book and then chances are good to extract these signals
That why portfolios or personal websites are better at these. Hiring has to primarily happen via portfolios or personal websites.
A CV that tells me what you did, and what benefit it had to your employer.
I'm only impressed by side projects if they had users and/or MRR - something serious that proves you worked on it long enough to have something to show for your efforts
At the same time I wouldn't skip a candidate for not having a portfolio - a full time job is enough
>That’s why more people are showcasing their work through portfolios. And that’s what recruiters actually look for.
Not sure where this assumption is coming from. Most recruiters are looking for consistent work experience with reputable companies. Sure portfolios help but it's not even remotely on the same spectrum.
>I dont know how people are coming up with such juicy and vanity metrics but mostly are noise.
It's really not noise at all. If you actually use these ATS platforms from the hiring side, you'll see first hand how they've all doubled down on AI filtering. Candidates are directly experiencing increased difficulty in getting past the initial screening stages.
> Most recruiters are looking for consistent work experience with reputable companies.
I guess you are missing the whole startup world, talents less than 5 years into the industry and hackers who grind many side projects and Generalists
Maybe what you say is relevant to SMBs and enterprise hiring. Most ATS are designed for SMBs and enterprise hiring.
I guess then Startups looking for Generalists has to mostly fallback to Google forms and HR emails for hiring.
The startup world has been my exclusive focus for almost twenty years now so I stand by my position. Granted if you have fewer than five years of experience then it's harder to demonstrate value on a CV and that's certainly where a portfolio of work helps however your question was framed much more broadly.
A verifiable track record that is very hard to fake.
This includes:
1. Open source contributions to high-profile / major repositories (with code-review in the open with core maintainers).
2. Side projects that are production-grade with customers and recurring revenue.
3. Given presentations at conferences.
At least 2 out of 3 of those. Years of experience is an additional plus.
But those still using keyword matching, ATS scores, leetcode don't have a clue on how to hire or who to hire as all of that can be faked, gamed and cheated by LLMs in 2026.
Instead of hiring builders, they continue to optimize for people studying for interviews and at the end of the day, I only care if you know how to make money and I prefer the former; builders over those who just study for the interview.
These are valid points and it's pity that none of the hiring systems are designed for these high intent signals.
Simple filters like
1. open-source in repos with stars > 100.
2. regularly write blogs on core hard topics
3. Attend or give presentations on hard topics
would solve 90% of hiring process.
Rather keyword matching, ATS scores, leetcode are just vanity metrics.
Do you know any tool that solves for these high intent signals?
with all due respect, doctors not only perform surgeries, they also spend time reading, publishing journals outside work, upgrade themselves with new researchers.
My doctor uncle, has a home library with 5000+ medical books. He says "Learning is a live long process."
Successful professionals harmonize work and personal time.
Same goes for engineers.
Yet I have been a “successful” professional and have worked for everything from startups to BigTech without creating yet another React TODO app and putting it on GitHub
My idea of successfully harmonizing my work and personal time is turning off my computer after work and spending my time doing everything else. In a former life during the first 15 years as an adult as a part time fitness instructor in the morning and evening and runner training and running races with friends.
In my current life post Covid, grown (step)kids and remote work, it’s doing the “digital nomad” thing off an on. This year we will spend a total of over four months away from home and two of those out of the country. One year we spend 9.5 months away from home.
Absolutely no one would accuse me as being someone - who has been spending a decade leading cloud + app dev projects and the last two every project I’ve touch has embedded an LLM in the production implementation - of not being current with technology.
I absolutely despise the idea that anyone thinks that people should spend time outside of work pecking at a computer. When I get off work, I don’t think about anything related to code until the next morning.
I have never done a line of code without getting paid for it in 30 years
The willingness to learn and grow is a big one for me. You always have to learn even when highly experienced but starting in a new position or industry. Additionally, critical thinking and problem solving skills along with perseverance makes a strong candidate in my eyes.
These traits show me someone is worth investing in, not just able to do a job. You'd be surprised how rare the combination is too.
These are very hardcore signals deeply buried in individuals work history. Resumes will never bring this out and so does legacy ATS. Candidate has to flexibly express his professional journey like a self bio book and then chances are good to extract these signals That why portfolios or personal websites are better at these. Hiring has to primarily happen via portfolios or personal websites.
A CV that tells me what you did, and what benefit it had to your employer.
I'm only impressed by side projects if they had users and/or MRR - something serious that proves you worked on it long enough to have something to show for your efforts
At the same time I wouldn't skip a candidate for not having a portfolio - a full time job is enough
>That’s why more people are showcasing their work through portfolios. And that’s what recruiters actually look for.
Not sure where this assumption is coming from. Most recruiters are looking for consistent work experience with reputable companies. Sure portfolios help but it's not even remotely on the same spectrum.
>I dont know how people are coming up with such juicy and vanity metrics but mostly are noise.
It's really not noise at all. If you actually use these ATS platforms from the hiring side, you'll see first hand how they've all doubled down on AI filtering. Candidates are directly experiencing increased difficulty in getting past the initial screening stages.
> Most recruiters are looking for consistent work experience with reputable companies.
I guess you are missing the whole startup world, talents less than 5 years into the industry and hackers who grind many side projects and Generalists Maybe what you say is relevant to SMBs and enterprise hiring. Most ATS are designed for SMBs and enterprise hiring.
I guess then Startups looking for Generalists has to mostly fallback to Google forms and HR emails for hiring.
The startup world has been my exclusive focus for almost twenty years now so I stand by my position. Granted if you have fewer than five years of experience then it's harder to demonstrate value on a CV and that's certainly where a portfolio of work helps however your question was framed much more broadly.
I respect your point of views!
I mostly look for side projects on github and past experience.
A verifiable track record that is very hard to fake.
This includes:
1. Open source contributions to high-profile / major repositories (with code-review in the open with core maintainers).
2. Side projects that are production-grade with customers and recurring revenue.
3. Given presentations at conferences.
At least 2 out of 3 of those. Years of experience is an additional plus.
But those still using keyword matching, ATS scores, leetcode don't have a clue on how to hire or who to hire as all of that can be faked, gamed and cheated by LLMs in 2026.
Instead of hiring builders, they continue to optimize for people studying for interviews and at the end of the day, I only care if you know how to make money and I prefer the former; builders over those who just study for the interview.
Some of the worst team developers I have ever met, are people who presented at conferences a lot. It's ego thing.
These are valid points and it's pity that none of the hiring systems are designed for these high intent signals. Simple filters like 1. open-source in repos with stars > 100. 2. regularly write blogs on core hard topics 3. Attend or give presentations on hard topics would solve 90% of hiring process.
Rather keyword matching, ATS scores, leetcode are just vanity metrics. Do you know any tool that solves for these high intent signals?
Yes we should all spend time outside of work on computers just like doctors perform surgeries at home during their free time
with all due respect, doctors not only perform surgeries, they also spend time reading, publishing journals outside work, upgrade themselves with new researchers.
My doctor uncle, has a home library with 5000+ medical books. He says "Learning is a live long process."
Successful professionals harmonize work and personal time. Same goes for engineers.
Yet I have been a “successful” professional and have worked for everything from startups to BigTech without creating yet another React TODO app and putting it on GitHub
My idea of successfully harmonizing my work and personal time is turning off my computer after work and spending my time doing everything else. In a former life during the first 15 years as an adult as a part time fitness instructor in the morning and evening and runner training and running races with friends.
In my current life post Covid, grown (step)kids and remote work, it’s doing the “digital nomad” thing off an on. This year we will spend a total of over four months away from home and two of those out of the country. One year we spend 9.5 months away from home.
Absolutely no one would accuse me as being someone - who has been spending a decade leading cloud + app dev projects and the last two every project I’ve touch has embedded an LLM in the production implementation - of not being current with technology.
I absolutely despise the idea that anyone thinks that people should spend time outside of work pecking at a computer. When I get off work, I don’t think about anything related to code until the next morning.
I have never done a line of code without getting paid for it in 30 years
I can respect that, but for many of us, computers are a hobby. That's why we got into the industry in the first place.