frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Ask HN: Do you still trace new codebases manually?

2•culopatin•1h ago
How do you navigate an unknown codebase before making a change?

When you drop into a large, unfamiliar repository, what is your process for understanding what components play a role and how?

Do you rely on specific tools, mental mapping techniques, or do you just start dropping breakpoints and print statements? I'd love to hear about your workflow for building a mental model of a new system.

I usually ask an LLM to map out a feature and give me a tour, but they are very bids eye view and I want to know things down to the detail, so I find the entry point and follow calls through the IDE, jump between definitions, search for usages, etc. I try to build the execution flow in my head but end up a bit overwhelmed if there are too many layers. Also asking LLMs is a bit cumbersome because I have to reference what I’m talking about, they give me a 10 paragraph answer and by paragraph 2 I already have a follow up question, so it’s a bit messy.

Are there any tools for this?

Comments

alexandrehtrb•55m ago
Ctrl+Shift+F to look for the term I'm interested in, then IntelliSense to see where that piece of code is used.

Turbopuffer vs. Manticore Search on a couple of cheap VPS

https://manticoresearch.com/blog/turbopuffer-vs-manticore/
1•snikolaev•44s ago•0 comments

Data Colada [136] Metadata Falsificada: The Cover-Up File in Gino vs. Harvard

https://datacolada.org/136
1•patrickod•2m ago•0 comments

How to Build a Coding Agent

https://github.com/nicolaygerold/howtobuildacodingagent
1•tosh•2m ago•0 comments

Show HN: Offline Substack Reader

https://apps.apple.com/us/app/stacks-offline-reader/id6778920098
1•hruss•2m ago•0 comments

Compilers and AI 'Cyber' Defense

https://steveklabnik.com/writing/compilers-and-ai-cyber-defense/
1•steveklabnik•2m ago•0 comments

Scan Scam: Criminals Redirect China's Public QR Codes to Porn

https://www.sixthtone.com/news/1018752
1•momentmaker•3m ago•0 comments

The fix for my AI agent wasn't making it smarteR

https://tryfraym.com
1•jrud•4m ago•0 comments

Terrorist Groups Are Using A.I. To Gain an Edge in Battle

https://www.nytimes.com/2026/07/10/us/politics/ai-terrorism-boko-haram-nigeria.html
1•johnny313•4m ago•0 comments

Show HN: Living Neural Network on the Webpage

https://mikky-a.github.io/mnist-station/
1•mikky-a•5m ago•0 comments

IPv4 and IPv6 Subnet Calculator

https://openvpn.net/subnet-calculator/
1•addybojangles•6m ago•1 comments

Why Write Code in 2026

https://softwaredoug.com/blog/2026/07/09/write-code
1•softwaredoug•6m ago•0 comments

Database Consistency Models

https://jepsen.io/consistency/models
1•gurjeet•6m ago•0 comments

Commit Messages

https://mikro2nd.mataroa.blog/blog/commit-messages/
1•speckx•6m ago•0 comments

Meta AI image detector fails to identify some of its own cropped AI images

https://www.reuters.com/business/meta-ai-image-detector-fails-identify-some-its-own-cropped-ai-im...
1•adithyaharish•8m ago•0 comments

Show HN: Journal, Yours to Keep

https://cozyjournal.app/
1•not_wowinter13•9m ago•0 comments

German lawmakers pass cost-saving bill that drugmakers say will drive them out

https://endpoints.news/german-lawmakers-pass-cost-saving-bill-that-drugmakers-say-will-drive-them...
1•brandonb•11m ago•0 comments

USDA lowers beef export sales by 90% amid growing doubts over data

https://www.reuters.com/business/usda-lowers-beef-export-sales-by-90-amid-growing-doubts-over-dat...
1•ijidak•11m ago•0 comments

Generalizing LLMs to PLTs: Probabilistic Language Tries

https://arxiv.org/abs/2604.06228
1•EGreg•11m ago•0 comments

We May Owe Our Intelligence to Our Unique Neurons

https://nautil.us/we-may-owe-our-intelligence-to-our-unique-neurons-1282599
1•Brajeshwar•11m ago•0 comments

Steam sales reportedly topped $11B during H1 2026 due to shifting trends

https://www.tomshardware.com/video-games/pc-gaming/steam-sales-reportedly-topped-usd11-billion-du...
3•speckx•12m ago•0 comments

Hands-On with the AMD Ryzen AI Halo

https://www.microcenter.com/site/mc-news/article/amd-ryzen-ai-halo-review.aspx
3•bdcravens•12m ago•0 comments

Your computer already told on you

https://no01.substack.com/p/your-computer-already-told-on-you
3•logicalstack•14m ago•0 comments

The Certainty Trap

https://enjoyalyssa.substack.com/p/the-certainty-trap
3•luispa•14m ago•0 comments

Show HN: A wc rewrite in Rust that makes it over 100 times faster

https://github.com/CallMeAlphabet/fastwc
2•CallMeAlphabet•15m ago•0 comments

Litert.js, Google's High Performance Web AI Inference

https://developers.googleblog.com/litertjs-googles-high-performance-web-ai-inference/
1•hackeratrandom•16m ago•1 comments

Zero-downtime deploys when every player lives in RAM

https://growordie.io/blog/zero-downtime-deploy.html
2•ncakes•16m ago•0 comments

Show HN: SpeechCompass – speaker direction for captioning group conversations

https://github.com/google-deepmind/speech-compass/
2•olwal•17m ago•0 comments

More U.S. Workers Testing Positive for Marijuana. Fewer Employers Are Concerned

https://www.wsj.com/health/healthcare/more-u-s-workers-are-testing-positive-for-marijuana-fewer-e...
2•bookofjoe•18m ago•1 comments

Lessons from designing MCP tools for AI agents

https://blog.spill.coffee/p/trust-the-harbor-pilot
1•spillcoffee•18m ago•0 comments

QuadRF can spot drones and see WiFi through my wall

https://www.jeffgeerling.com/blog/2026/quadrf-can-spot-drones-and-see-wifi-through-my-wall/
14•speckx•19m ago•2 comments