u/TargetSpecialist6737

We recently had around 140 applicants for a backend role and something strange happened during shortlisting. The candidates who absolutely crushed the coding test were not the same people who could debug a simple real issue.

Our first pass was a pretty standard algorithm test similar to what you'd see on HackerRank. About 35 people scored very high. On paper it looked great. 

But when we brought a few of them into later interviews and gave them a small debugging exercise, several got stuck on things like tracing logs or navigating a multi‑file service.

One candidate literally spent 15 minutes rewriting a function when the problem was a bad environment variable. Another didn't check logs at all and kept guessing. It was weird because these were the same people who solved graph problems in 10 minutes.

So we tried a different approach. Instead of another coding challenge round we gave candidates a real 40 minute task: fix a broken API endpoint inside a small service with logs, a DB connection, prod-environment, starter code, and a few files. 

We ran it using Utkrusht because it already has cloned prod environments.

The ranking flipped completely. Some of the "average" coding test candidates suddenly looked much stronger. They searched the codebase first, tailed logs, tested assumptions, even used ChatGPT to sanity check things. 

The recordings were actually interesting to watch. I spent most of Sunday afternoon reviewing them with terrible coffee because our hiring pipeline had stalled. The biggest signal wasn't the final fix. It was how people approached the problem. who read logs first. who tried to reproduce the bug. who jumped straight into rewriting code.

Have other teams here also seen this mismatch. Are algorithm/coding tests still predicting anything useful for real tech work, or are more companies moving toward tasks that look like actual debugging?

Ok so I'm genuinely trying to figure this out before I spend the money.

My situation is pretty simple. I work a screen heavy desk job. 8 to 10 hours of calls, docs, slack, emails, the whole thing. By 6pm I am COOKED. Not sleepy. Not tired exactly. Just..... fried. Like my brain used up everything it had and there's nothing left for the rest of my life. I can't make decisions. I can't cook dinner. I can't have a real conversation with my girlfriend without zoning out. I just sit there scrolling or ordering takeout because choosing what to eat feels like too much. Every single night.

I've got the passive tracking stuff down. Oura for HRV and sleep. The data is clear, my stress is elevated and my recovery is trash. But KNOWING that hasn't changed anything. I have 14 months of data confirming I'm burnt out every evening. Cool.

Tried the low hanging fruit. Brain.fm for focus music. NSDR on youtube. Breathwork apps. Caffeine cutoff at 1pm. All of it helps a LITTLE but nothing has touched the evening crash. That's the thing I actually want to fix.

So now I'm looking at active neuromodulation. Specifically tDCS. The research on prefrontal cortex stimulation for stress regulation and cognitive fatigue is interesting.... 1-2 mA, 20 min sessions, been studied for decades. DIY kits like NeuroMyst or Caputron are cheaper but honestly I don't trust myself with electrode placement and saline prep every morning. The one I keep coming back to is Mave headset because it's preset placement, no subscription, and specifically positioned around stress and focus. Not depression not clinical stuff. Just..... daily brain maintenance I guess.

My plan if I buy it: 2 weeks baseline tracking what I already do. 4 weeks of daily use. 1 week washout where I stop completely. If things don't regress during washout then it was probably just placebo or me being more careful with sleep and caffeine that month.

What I'd actually be measuring: Can I cook dinner without feeling like a zombie. Am I ordering less takeout. Does my girlfriend stop asking me "are you ok" every night. Oura HRV and sleep latency as a safety check.

My threshold: if the evening crash doesn't meaningfully improve after 4 weeks I'm returning it. I don't care how cool the tech is. Does it actually help me have a life after 6pm or not.

What would YOUR threshold be before adding something like this to your stack? Published data? Transparent protocols? Or just "did it actually make my evenings better"

Spicy cardamom and pepper opening, settles into that classic woody sweet LNDH DNA with tonka and a hint of geranium. Feels like the older stronger batches of La Nuit before the reformulations ruined it.

Performance is genuinely impressive - 4 hours in, washed hands twice, still getting whiffs. Projection is strong for the first 2 hours then becomes a close but noticeable skin scent.

Only real downside is the sprayer being a bit inconsistent - throws uneven mist sometimes. Minor complaint though.

Best for evenings, date nights, AC settings. Not a summer daytime scent.

Scent: 9/10 | Longevity: 9/10 | Value: 10/10

If you like LNDH and don't want to pay for the watered down reformulation — this is the answer.