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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

Indigenous candidates face less bias than parties might think: New research

https://theconversation.com/indigenous-political-candidates-face-less-voter-bias-than-parties-mig...
1•PaulHoule•53s ago•0 comments

What Is Solar Geoengineering

https://www.tecnoloblog.com/en/What-is-solar-geoengineering/
1•Gedxx•54s ago•0 comments

Did I just break ChatGPT?

1•zkmon•3m ago•0 comments

How to prepare for an emergency situation in the Netherlands [pdf]

https://www.denkvooruit.nl/site/binaries/site-content/collections/documents/2025/11/25/prepare-fo...
2•HelloUsername•12m ago•0 comments

Collection of LLMs that run well in 32gb VRAM

https://huggingface.co/collections/easiest-ai-shawn/rtx-5090-example-models-unfiltered
2•skhameneh•13m ago•0 comments

Suspected Russian sonobuoy found by scuba divers off the Pembrokeshire coast

https://www.bbc.com/news/articles/cg5m829mz9mo
1•ljf•20m ago•0 comments

Notes on the WASM Basic C ABI

https://eli.thegreenplace.net/2025/notes-on-the-wasm-basic-c-abi/
1•ingve•23m ago•0 comments

Lands of Wonder, Romance and High Adventure - Part Three (2014)

http://nzpetesmatteshot.blogspot.com/2014/11/lands-of-wonder-romance-high-adventure.html
1•exvi•30m ago•0 comments

Lands of Wonder, Romance and High Adventure - Part Two (2014)

http://nzpetesmatteshot.blogspot.com/2014/10/lands-of-wonder-romance-high-adventure.html
1•exvi•30m ago•0 comments

Microdosed Trainspotting: Buying Painkillers in the UK vs. the US

https://psychotechnology.substack.com/p/microdosed-trainspotting-buying-painkillers
1•eatitraw•31m ago•0 comments

Lands of Wonder, Romance and High Adventure - Part One (2014)

http://nzpetesmatteshot.blogspot.com/2014/08/lands-of-wonder-romance-high-adventure.html
1•exvi•31m ago•0 comments

How We built a millisecond-latency crypto arbitrage system

https://risingwave.com/blog/real-time-crypto-arbitrage-risingwave/
1•WavyPeng•36m ago•0 comments

US demands digital concessions in return for EU steel tariff relief

https://www.politico.eu/article/us-steel-tariff-relief-eu-digital-concessions/
2•ggm•39m ago•0 comments

Viola Ford Fletcher, survivor of 1921 Tulsa Massacre, dies age 111

https://www.aljazeera.com/news/2025/11/25/viola-ford-fletcher-survivor-of-1921-tulsa-massacre-die...
2•defrost•46m ago•1 comments

What you can get for the price of a Netflix subscription

https://nmil.dev/what-you-can-get-for-the-price-of-a-netflix-subscription
3•nmil•49m ago•0 comments

The Airport-Lounge Wars

https://www.newyorker.com/magazine/2025/12/01/the-airport-lounge-wars
2•TMWNN•49m ago•0 comments

Show HN: Sell and Subscribe to Website Ad Slots the Smarter Way to Run Ads

https://adsubly.com/
1•ovelv•49m ago•0 comments

LLMs as Meaning Optimization

https://studium.dev/articles/LLMs-as-Meaning-Optimization
1•jerlendds•51m ago•0 comments

November 2025 Insiders (version 1.107)

https://code.visualstudio.com/updates/v1_107
1•feross•51m ago•0 comments

Our Phosphorescent World

https://aeon.co/essays/the-cycling-of-phosphorus-is-the-basis-for-all-life-on-earth
3•the-mitr•53m ago•0 comments

Most Stable Raspberry Pi? 81% Better NTP with Thermal Management

https://austinsnerdythings.com/2025/11/24/worlds-most-stable-raspberry-pi-81-better-ntp-with-ther...
11•todsacerdoti•53m ago•3 comments

Moats Before (Gross) Margins: Revisited

https://www.a16z.news/p/moats-before-gross-margins-revisited
1•gmays•54m ago•0 comments

Grown-Up Theater Kids Run the World (2023)

https://www.nytimes.com/2023/08/20/style/grown-up-theater-kids.html
1•throwaway81523•57m ago•0 comments

Human brains are preconfigured with instructions for understanding the world

https://news.ucsc.edu/2025/11/sharf-preconfigured-brain/
28•XzetaU8•57m ago•3 comments

Chasing the Algorithm

https://marketoonist.com/2025/11/chasing-the-algorithm.html
1•taubek•58m ago•0 comments

Rust for Linux Kernel Co-Maintainer Formally Steps Down

https://www.phoronix.com/news/Alex-Gaynor-Rust-Maintainer
1•bluebirdfirewin•58m ago•0 comments

Skip Fuse is now free for Indie Developers: SwiftUI via Swift SDK for Android

https://skip.tools/blog/skip-fuse-free-for-indies/
1•wahnfrieden•1h ago•0 comments

Instructions for generating AI porn posted on .gov website

https://bakersfieldnow.com/news/local/nude-ai-deepfake-instructions-posted-on-local-air-quality-d...
2•OhMeadhbh•1h ago•0 comments

The Tune of Things: Is Consciousness God?

https://harpers.org/archive/2025/12/the-tune-of-things-christian-wiman-consciousness-god/
3•Hooke•1h ago•0 comments

Show HN: Lenscraft – Shoot Photos from Google Street

https://d01.dailyaiship.com/
1•bosschow•1h ago•0 comments