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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Space Shuttle Columbia Loss Anniversary

https://en.wikipedia.org/wiki/Space_Shuttle_Columbia_disaster
1•d_silin•6s ago•0 comments

Starlink privacy change sparks concerns as SpaceX eyes trillion-dollar xAI mergr

https://www.cryptopolitan.com/starlink-privacy-change-sparks-concerns/
1•Noaidi•32s ago•0 comments

Directed Messaging

https://urbitsystems.tech/article/v03-i01/directed-messaging
1•yosoyubik•48s ago•0 comments

The Fed – Internationalization of the Chinese renminbi: progress and outlook

https://www.federalreserve.gov/econres/notes/feds-notes/internationalization-of-the-chinese-renmi...
1•janandonly•1m ago•0 comments

Monica: Remember everything about friends, family and business relationships

https://github.com/monicahq/monica
1•rootkea•5m ago•0 comments

"The fate of civilization is at stake"

https://www.techemails.com/p/the-fate-of-civilization-is-at-stake
1•bathtub365•11m ago•1 comments

High-Speed Internet Boom Hits Low-Tech Snag: A Labor Shortage

https://www.wsj.com/business/telecom/high-speed-internet-boom-hits-low-tech-snag-a-labor-shortage...
2•layer8•13m ago•2 comments

The 'Doomsday Glacier' Could Flood the Earth. Can a 50-Mile Wall Stop It?

https://www.theatlantic.com/science/2026/01/thwaites-glacier-sea-level-rise-sea-curtain/685846/
1•_tk_•13m ago•0 comments

3DS Hacks Guide

https://3ds.hacks.guide/
1•unleaded•13m ago•0 comments

Comparing ChatGPT Apps, Claude Apps, and the Old Facebook Apps

1•OttoZastrow•15m ago•0 comments

Ask HN: How are you dealing with anxiety with layoffs?

2•throwaw12•19m ago•1 comments

Oregon gave homeless youth $1k/month with no strings. Here's what happened

https://www.oregonlive.com/politics/2026/01/oregon-tried-giving-homeless-youth-1000-a-month-with-...
2•xqcgrek2•20m ago•0 comments

Persistent Memory for OpenClaw (Moltbot)

https://www.npmjs.com/package/@mem0/openclaw-mem0
2•ninadwrites•22m ago•0 comments

To Use Snapdragon NPU, HTP Ops Libraries Must Be Signed with Trusted Certs

https://github.com/qualcomm/llama.cpp/blob/eb275c7f03f5411d88c6f5c56ea8926b25763199/docs/backend/...
1•WhereIsTheTruth•23m ago•0 comments

Yi-Ling Liu on finding freedom in China's digital margins

https://www.reuters.com/lifestyle/culture-current/yi-ling-liu-finding-freedom-chinas-digital-marg...
4•devonnull•23m ago•0 comments

Lessons Learned Shipping 500 Units of My First Hardware Product

https://www.simonberens.com/p/lessons-learned-shipping-500-units
3•sberens•23m ago•1 comments

Peter Thiel Is a Russian Asset

https://twitter.com/peterjukes/status/2017631808897122462
14•doener•26m ago•1 comments

Stratum: Architecting a Configurable Cache Simulator with C++ and Racket

https://thecloudlet.github.io/blog/project/stratum/
1•oumua_don17•29m ago•1 comments

More Than the Sum of Their Parts: From Statistical to Structural Mixtures

https://www.mdpi.com/1099-4300/28/1/111
1•PaulHoule•34m ago•0 comments

1-Click RCE to steal your Moltbot data and keys

https://depthfirst.com/post/1-click-rce-to-steal-your-moltbot-data-and-keys
2•arwt•37m ago•0 comments

New Stripe Landing Page

https://stripe.com/
1•MatthewBF•38m ago•0 comments

Show HN: Claude Confessions – a sanctuary for AI agents

https://claudeconfessions.com/
2•moona3k•38m ago•0 comments

The rise of one-pizza engineering teams

https://www.jampa.dev/p/the-rise-of-one-pizza-engineering
3•saikatsg•38m ago•2 comments

Scientists explain statin muscle pain

https://www.sciencedaily.com/releases/2026/01/260131084610.htm
4•gradus_ad•39m ago•0 comments

Scala Multimedia on the Commodore Amiga

https://stonetools.ghost.io/scala-amiga/
1•doener•39m ago•0 comments

Sales went up 430% after I added a live demo in the landing page

https://www.rankgap.io
2•itsjoaki•40m ago•2 comments

Clothes Are Plastic. Your Skin Pays the Price

https://substack.com/home/post/p-186265233
4•aftermath101•41m ago•2 comments

New in Calibre 9.0

https://calibre-ebook.com/new-in/eighteen
3•robin_reala•42m ago•0 comments

Average Is over with AI

https://arnoldkling.substack.com/p/average-is-over-with-ai
8•paulpauper•42m ago•2 comments

This year, I will write a GUI for my Emacs clone

https://kyo.iroiro.party/en/posts/this-year-a-shitty-gui/
3•todsacerdoti•43m ago•0 comments