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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Can something artificial create something real [video]

https://www.youtube.com/watch?v=a3hzuCLjQVo
1•rchachra•1m ago•0 comments

AI based hacking compared to humans

https://arxiv.org/abs/2512.09882
1•mriguy•4m ago•0 comments

Early-stage growth ideas for a new product-discovery app?

1•bazenda•5m ago•0 comments

The Yoneda Perspective: Systems Defined by Their Interfaces

https://ibrahimcesar.cloud/blog/categorical-solutions-architect-part-3/
1•ibrahimcesar•5m ago•0 comments

Letting the mind wander may aid passive learning

https://www.psypost.org/neuroscientists-discover-that-letting-the-mind-wander-may-aid-passive-lea...
1•sundarurfriend•7m ago•0 comments

Democracy in the Workplace: Italian Co-ops [video]

https://www.youtube.com/watch?v=dQMZR64G_eM
1•oldfuture•9m ago•1 comments

macOS 26.2 enables fast AI clusters with RDMA over Thunderbolt

https://developer.apple.com/documentation/macos-release-notes/macos-26_2-release-notes#RDMA-over-...
2•guiand•11m ago•0 comments

Testing a cheaper laminar flow hood

https://chillphysicsenjoyer.substack.com/p/testing-a-cheaper-laminar-flow-hood
1•surprisetalk•12m ago•0 comments

Do Not Optimize Away

https://matklad.github.io/2025/12/09/do-not-optimize-away.html
1•surprisetalk•12m ago•0 comments

Smol share – for sharing ephemeral encrypted snippets of text or links

https://cblgh.org/smolshare/
1•surprisetalk•12m ago•0 comments

Ask HN: What is your go-to breakfast?

3•schmuckonwheels•15m ago•2 comments

The Swatting Database / Leo [pdf]

https://vault.fbi.gov/fbi-swatting-database-final/fbi-swatting-database-final.pdf/at_download/file
1•sans_souse•15m ago•0 comments

University of Nebraska-Lincoln Collection of Astronomy Simulations & Animations

https://astro.unl.edu/animationsLinks.html
1•NaOH•15m ago•0 comments

Show HN: Verani – Socket.io-like realtime SDK for Cloudflare

https://github.com/v0id-user/verani
2•v0id_user•22m ago•0 comments

Opus 4.5 yields the best precision of any model tested for code review

https://blog.macroscope.com/blog/opus-4.5-code-review
2•curiouska•23m ago•0 comments

Security issues with electronic invoices

https://invoice.secvuln.info/
14•todsacerdoti•24m ago•3 comments

A Stable Eyelid Angle Metric for Driver Drowsiness Detection, Data Augmentation

https://arxiv.org/abs/2511.19519
1•PaulHoule•24m ago•0 comments

The Line Between Good and Evil

https://thinkhuman.com/the-line-between-good-and-evil/
1•jamesgill•25m ago•0 comments

WindowSeat

https://huggingface.co/spaces/huawei-bayerlab/windowseat-reflection-removal-web
3•oumua_don17•27m ago•0 comments

New Kindle feature uses AI to answer questions about books

https://reactormag.com/new-kindle-feature-ai-answer-questions-books-authors/
39•mindracer•29m ago•50 comments

Energy&cost-efficient CO2 capture from dilute emissions by pyridinic-graphene

https://www.nature.com/articles/s41893-025-01696-5
1•akshatjiwan•32m ago•0 comments

Giza pyramids and convergents of √φ/2 – known connection?

https://hsm.stackexchange.com/questions/19065/giza-pyramids-and-convergents-of-√φ-2-known-connection
1•carlosjobim•32m ago•0 comments

iOS 26.2 Release Notes

https://developer.apple.com/documentation/ios-ipados-release-notes/ios-ipados-26_2-release-notes
6•ano-ther•33m ago•2 comments

Designing Gotham

https://frerejones.com/blog/designing-gotham
1•ChrisArchitect•33m ago•0 comments

Nano Banana on Gemini is not the same as on AI Studio

https://twitter.com/MulcChocolate/status/1999574382549827915
1•tmulc18•34m ago•0 comments

Opinion: Let's take a closer look at MIT, one target of Trump's blunderbuss

https://www.washingtonpost.com/opinions/2025/12/12/mit-trump-education-universities/
2•oscarwao•34m ago•0 comments

Show HN: PhenixCode – Added admin dashboard for multi-server management

https://github.com/nesall/phenixcode
1•nesall•36m ago•0 comments

Rats Play Doom

https://ratsplaydoom.com/
2•ano-ther•37m ago•0 comments

When did the job market get so rude?

https://www.theatlantic.com/culture/2025/12/job-ghosting-manners/685206/
3•nlawalker•37m ago•3 comments

Bazenda – product discovery engine for US brands

1•bazenda•38m ago•0 comments