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Ask HN: How valuable is production scale experience vs. LeetCode in startups?

2•winsongr•2h ago
Backend engineer from India working mainly on distributed systems and backend infrastructure.

Over the past few years, I’ve worked on systems serving ~6M monthly users and currently operate backend services handling ~1300 rps production traffic. A lot of my work involves things like autoscaling services, async job processing, data pipelines (~400GB), and deployments where we need zero downtime (blue-green / rolling deploys).

I’ve also solved 300+ LeetCode problems and understand the algorithm grind. I can push through it if needed.

But I’ve noticed something interesting about myself: what really excites me is operating real systems under load - debugging production issues, designing services that scale, handling burst traffic across many instances, and improving latency through infrastructure changes.

Sometimes it feels like interview prep pushes heavily toward algorithm puzzles, while the engineering work I enjoy most is around distributed systems and production architecture.

Curious how founders and engineers here evaluate this balance when hiring.

Is strong production systems experience still a meaningful signal compared to heavy algorithm interview prep?

No exit – an AI doomsday WebGL scroll experience

https://noexit.framer.ai/
1•fredmoon•4m ago•1 comments

Genome modelling and design across all domains of life with Evo 2 (FM)

https://www.nature.com/articles/s41586-026-10176-5
1•u1hcw9nx•5m ago•0 comments

"Microsoft Clairty" Isn't Microsoft Clarity: Deobfuscating Ad Fraud Script

https://cside.com/blog/microsoft-clairty-isnt-microsoft-clarity-deobfuscating-a-typosquatted-ad-f...
1•swijck•6m ago•0 comments

Sandman App/CLI – Sleep-safe red screen for Mac/lin/win, removes blue and green

https://cyrusradfar.com/labs/sandman
1•cyrusradfar•10m ago•1 comments

Nukemap – Visualize Nuclear Explosion Impact Zones

https://nuclearsecrecy.com/nukemap/
1•gscott•10m ago•0 comments

Show HN: Khaga – AI Infrastructure Diagnosis for AWS, GCP, Azure and Kubernetes

https://khaga.dev
1•Gowrishankarhq•12m ago•0 comments

Show HN: Use Clean Architecture architecture in a PHP project

https://github.com/giacomomasseron/php-clean-architecture
1•giacomom_k•13m ago•0 comments

Expanding yasnippets by voice in Emacs and other applications

https://sachachua.com/blog/2026/03/expanding-yasnippet-by-voice/
1•fk_fk•13m ago•0 comments

Hiromix "Seventeen Girl Days" – Canon New Cosmos of Photography

https://global.canon/en/newcosmos/gallery/grandprix/1995-hiromix/index.html
1•etherus•14m ago•0 comments

Value Investing in the Age of AI

https://pardusai.substack.com/p/value-investing-in-the-age-of-ai
1•JasonHEIN•14m ago•0 comments

Show HN: 100% local speech dictation app with wakeword detection

https://mohdali7.gumroad.com/l/xemzak
1•computerex•18m ago•0 comments

Smalltalk's Browser: Unbeatable, yet Not Enough

https://blog.lorenzano.eu/smalltalks-browser-unbeatable-yet-not-enough/
4•mpweiher•20m ago•0 comments

Gulf insurance costs soar 12-fold despite US president's guarantee

https://www.ft.com/content/865dab47-f9b8-4c81-88e6-15894cbda58c
3•divbzero•21m ago•0 comments

ChatGOAT – switch between GPT/Claude/Gemini/Grok and image/video Generation

https://www.chatgoat.ai/en
1•HollisQi•22m ago•1 comments

Meta Ray-Ban smart glasses recordings aren't private

https://mashable.com/article/meta-ai-ray-ban-glasses-intimate-videos-workers
3•ivell•24m ago•0 comments

Show HN: Test your blog SEO, Content, Accessibility etc. with one tool

https://www.blogvitals.com/
1•mb69•26m ago•0 comments

ICS Advisory Project and EmberOT's CVE Research: 2024-2025

https://www.emberot.com/ics-ot-vulnerability-intelligence-report-2024-2025/
1•TheWiggles•27m ago•0 comments

An offline map using OruxMaps(satellite,routing,3D terrain,GPS and POI)

2•supergoogler•28m ago•0 comments

Sam Altman admits OpenAI can't control Pentagon's use of AI

https://www.theguardian.com/technology/2026/mar/04/sam-altman-openai-pentagon
5•iamflimflam1•30m ago•0 comments

Going Back to the Newspaper Model

https://notes.druchan.com/going-back-to-newspaper-model
2•druchan89•33m ago•0 comments

Poor Man's Polaroid

https://boxart.lt/blog/poor_mans_polaroid
2•ZacnyLos•33m ago•0 comments

Show HN: BitFun – An Agentic Development Environment (Rust and TypeScript)

https://github.com/GCWing/BitFun
1•clearme•34m ago•1 comments

Nvidia PersonaPlex 7B on Apple Silicon: Full-Duplex Speech-to-Speech in Swift

https://blog.ivan.digital/nvidia-personaplex-7b-on-apple-silicon-full-duplex-speech-to-speech-in-...
11•ipotapov•34m ago•0 comments

Microsoft Live Homepage has the same hero appearing twice

https://www.live.com
2•nikkwong•37m ago•1 comments

Show HN: Deploy OpenClaw in 1 minute and run Multiple agents

https://squadofagents.com/
1•jacobsyc•37m ago•0 comments

Phi-4-reasoning-vision and the lessons of training a multimodal reasoning model

https://www.microsoft.com/en-us/research/blog/phi-4-reasoning-vision-and-the-lessons-of-training-...
2•tosh•41m ago•0 comments

AI model trained on 9.3T base pairs can now design novel genes

https://www.dongascience.com/en/news/76660
2•benewton•41m ago•0 comments

Phi-4-reasoning-vision-15B

https://huggingface.co/microsoft/Phi-4-reasoning-vision-15B
2•tosh•43m ago•0 comments

The Complicators, the Drama Aggregators, and the Avoiders

https://randsinrepose.com/archives/the-complicators-the-drama-aggregators-and-the-avoiders/
1•kiyanwang•48m ago•0 comments

NIS-2 is not a bureaucratic monster (German)

https://background.tagesspiegel.de/digitalisierung-und-ki/briefing/nis-2-ist-kein-buerokratiemonster
1•doener•51m ago•0 comments