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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

No Name, Colorado

https://en.wikipedia.org/wiki/No_Name,_Colorado
1•liamdanielduffy•3m ago•0 comments

IP Crawl: living atlas of open webcams discovered on the public internet

https://ipcrawl.com/
1•arm32•3m ago•0 comments

Ships keep moving through Hormuz despite strike

https://www.lloydslist.com/LL1157680/Ships-keep-moving-through-Hormuz-despite-strike-and-suspensi...
2•everybodyknows•7m ago•0 comments

iOS 27 Makes the Shortcuts App Less Intimidating

https://www.macrumors.com/guide/ios-27-shortcuts/
2•Tomte•8m ago•0 comments

First open source project, any experience sharing?

1•mrhustlex•9m ago•0 comments

I patched llama.cpp to gain 20% prompt processing TPS. Help me make a PR

1•i_am_rocoe•10m ago•0 comments

Deep Sleep Cycle Tracker – Free sleep sounds, meditation and sleep tracking

https://play.google.com/store/apps/details?id=com.deepsleep.cycle.tracker&hl=en_US
1•hanihanan•10m ago•1 comments

Made a tool to name your next project

https://www.nameboard.io
3•jessiesalas•12m ago•2 comments

@esbuild-kit/* packages on NPM Seems Hacked

1•viztor•12m ago•0 comments

Cheap Drones Are Rewriting Warfare

https://www.barrons.com/articles/best-military-drone-stocks-4f90e7c6
4•Anon84•16m ago•0 comments

Great Stargazing Trains

https://www.nytimes.com/2026/05/13/travel/stargazing-train-rides.html
2•reaperducer•19m ago•0 comments

Volkswagen reportedly planning to axe 100k jobs

https://www.cnn.com/2026/06/26/economy/volkswagen-job-cuts
2•shadeslayer_•24m ago•0 comments

Exploring offline detection of sudden loudness changes

https://sites.google.com/view/adbuster-winapp/downloads
1•Bo_Amigo_910•27m ago•0 comments

The Reinvention of the Guitar in 13 Albums, by Simon Reynolds

https://thequietus.com/interviews/bakers-dozen/simon-reynolds-bakers-dozen-still-in-a-dream-reinv...
2•evo_9•32m ago•0 comments

It's Our Language Now

https://blog.plover.com/2026/06/27/
2•frizlab•34m ago•0 comments

Symmetry Breaking

https://en.wikipedia.org/wiki/Symmetry_breaking
4•tristenharr•35m ago•0 comments

Riskratchet: Stop AI-generated code from rotting your codebase

https://github.com/KayhanB21/riskratchet
2•keynha•36m ago•0 comments

Ask HN: Smallest amount of working ML weights that can be tattooed on a body?

1•thoughtpeddler•36m ago•0 comments

Show HN: OpenOrb – I built a transparent multi-agent AI tool

https://openorb.onrender.com
1•achlyssecurity•41m ago•0 comments

Show HN: Real Life Talent Tree – turn your CV skills into an RPG talent tree

https://reallifetalenttree.com/
1•vagkaratzas•42m ago•0 comments

Exe.dev Fan Site

https://exe-muttha-fukken-dev.exe.xyz
2•indigodaddy•47m ago•0 comments

Scientists find cannabis terpenes (geraniol) relieve chronic pain without a high

https://www.sciencedaily.com/releases/2026/06/260619033343.htm
3•ck2•48m ago•1 comments

Would you leave your car and hop into a flying taxi?

1•kyokoL•55m ago•3 comments

APL Keyboard on iOS

https://github.com/ebanner/apl-keyboard/tree/main
2•meken•57m ago•0 comments

Show HN: Wind particles on Mapbox from a single EXIF JPEG

https://www.us-wind-particle-map-demo.mapbox-exif-layer.com
1•zifanw9•57m ago•0 comments

PostgreSQL Zero-Downtime Migration: On-Prem to AWS Cloud

https://github.com/JoeyAlpha5/postgres-on-prem-aws-cloud-migration
1•sunbirdLabs•57m ago•0 comments

Show HN: Core Rankings for DBLP Profiles

https://pubtier.com/
1•otrack•1h ago•0 comments

PRs and LLMs

https://gerdzellweger.com/engineering/2026/06/27/prs-and-llms.html
3•gz09•1h ago•0 comments

The feature in OxCaml that more languages should steal

https://theconsensus.dev/p/2026/06/27/the-feature-in-oxcaml-more-languages-should-steal.html
2•g0xA52A2A•1h ago•0 comments

NASA: Explore El Niño

https://science.nasa.gov/earth/explore/el-nino/
2•karakoram•1h ago•0 comments