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An Opioid Empire in the Center of Africa

https://www.wsj.com/world/africa/russia-wagner-africa-opioid-trade-d015c4bc
1•ViktorRay•25s ago•0 comments

Making

https://beej.us/blog/data/ai-making/
1•erikschoster•43s ago•0 comments

Show HN: HN Hall of Fame – browse 3,100 legendary Hacker News links

https://www.orangecrumbs.com/hall/
1•oyster143•3m ago•0 comments

Astronomers identify a source of PeV cosmic-ray protons in the Milky Way

https://www.hiroshima-u.ac.jp/en/news/98115
1•MarcoDewey•4m ago•0 comments

Zero roadkill as Amazon canopy bridges secure 15,000 crossings

https://news.mongabay.com/2026/07/zero-roadkill-as-amazon-canopy-bridges-secure-15000-crossings/
2•hn_acker•4m ago•0 comments

The Electronic Waste Graveyard: an interactive database of software-killed tech

https://pirg.org/edfund/resources/electronic-waste-graveyard/
1•MarcoDewey•6m ago•0 comments

Using Claude to re-create extinct software – Matlab from the 1980's

https://forum.vcfed.org/index.php?threads/using-claude-to-re-create-extinct-software-matlab-from-...
1•JPLeRouzic•7m ago•0 comments

Garmin $200 no subscription whoop alternative

https://www.garmin.com/en-US/newsroom/press-release/wearables-health/meet-cirqa-smart-band-the-sc...
1•flurly•7m ago•0 comments

Critical Minerals: Reducing U.S. Import Reliance with Substitution and Recycling

https://www.gao.gov/products/gao-26-108687
1•Jimmc414•7m ago•0 comments

A Puerto Rico Government Agency Exposed 1M Social Security Numbers

https://www.propublica.org/article/puerto-rico-crim-data-breach
3•Jimmc414•8m ago•0 comments

C-Flow Matching Inference

https://github.com/ecrasevvv/c-fm
1•ecrasevvv•9m ago•1 comments

You Opened a Credit Card. ICE Now Knows Where You Live

https://www.404media.co/you-opened-a-credit-card-ice-now-knows-where-you-live/
2•Jimmc414•9m ago•0 comments

Tapeworm hijacks worker ants, giving them queen-like metabolism and longer lives

https://phys.org/news/2026-07-tapeworm-hijacks-worker-ants-queen.html
1•wglb•10m ago•1 comments

Why I Am Not Going to Buy a Computer

https://karlvmuller.com/posts/why-i-am-not-going-to-buy-a-computer/
2•KarlVM12•11m ago•0 comments

Is Passwork safe for your business?

https://proton.me/business/blog/is-passwork-safe
1•Erenay09•11m ago•0 comments

What Foreign Architects Get Wrong in the Global South

https://commonedge.org/what-foreign-architects-get-wrong-in-the-global-south/
1•surprisetalk•13m ago•0 comments

AI tool reveals climate shifts may have fueled bursts of bird evolution

https://news.umich.edu/ai-tool-reveals-climate-shifts-may-have-fueled-bursts-of-bird-evolution/
1•gmays•13m ago•0 comments

I Am Buiding BorgIOS

https://github.com/bitmonky/BorgIOS
2•BorgIOS•14m ago•0 comments

Is software enshittified?

https://www.natemeyvis.com/is-software-enshittified/
2•Brajeshwar•15m ago•0 comments

Show HN: Bento - An entire PowerPoint in one HTML file (edit+view+data+collab)

https://bento.page/slides/
2•starfallg•15m ago•1 comments

Show HN: PDF tools that run in the browser, no upload

https://pdfcdf.com
2•sofiurrr•16m ago•0 comments

IMDB now automatically creating user accounts when you are signed into Amazon

3•terminalbraid•17m ago•2 comments

Hilo Raises $19M for Blood Pressure Wearables

https://insider.fitt.co/hilo-raises-19m-for-blood-pressure-wearables/
1•brandonb•17m ago•0 comments

UK Pols Want More Speech Regulation After Ann Widdecombe Murder – She Opposed

https://jonathanturley.org/2026/07/22/uk-politicians-call-for-more-speech-regulation-after-the-mu...
1•anonymousiam•17m ago•1 comments

Show HN: Made a App to Turn Any Podcast into a Website

https://audioenhancer.com/
1•wbemaker•17m ago•0 comments

How to choose a Linux kernel subsystem to work on (as a beginner)

https://cjd8.github.io/kernel/kbeginner/2026/07/22/how-to-start-kernel-work.html
2•cjd8•18m ago•1 comments

A theory of the origins of cognitive inequality

https://davidbessis.substack.com/p/attention-is-all-we-have
1•igonvalue•18m ago•0 comments

AFAWA's support for women entrepreneurs has promoted business expansion in Kenya

https://www.afdb.org/en/success-stories/how-afawas-support-women-entrepreneurs-has-promoted-busin...
1•thunderbong•18m ago•0 comments

Neo Radar: A browser-based orbital mechanics engine with 41k real asteroids

https://neoradar.space
2•daviazpen•19m ago•0 comments

Show HN: BBRv3 for gVisor's netstack, visualized in the browser using WASM

https://ccsim.apoxy.dev
1•dilyevsky•19m ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y ago
Generating tests is good, but how to handle the updating tests? Also how will you handle the flakiness and side effects of AI models?
siddhant_mohan•1y ago
We handles flakiness with retries, smart waits, and isolation, while side effects are avoided using clean setups, teardowns, and state-safe mocks. Each tests scenarios are independent of each other and can be configured in a way to have prerequisite to setup the system and the post callback to cleanup the system

About updating test scenarios, we map it with your github commits and when a new commits come, we use the diff to figure out if tests failing are because of a bug or because of a new feature.

kshitijzeoauto•1y ago
It claims to plug into your CI pipeline, detect what changed, and generate relevant test cases using LLMs.

As someone who’s struggled with stale or missing tests—especially in fast-moving codebases—I find this idea quite compelling. But I’m also curious about how it handles:

Contextual understanding across large codebases (e.g., multiple modules touched in a PR) Avoiding flaky or non-deterministic tests Matching team-specific coding styles or conventions