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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Show HN: Client-side image optimizer built with Next.js

https://github.com/ivanglpz/v0-image-optimizer
1•ivanglpz•26s ago•0 comments

Nearly half of Japan's GDP is supervised by finance people at risk of dementia

https://www.bloomberg.com/news/features/2026-01-02/japan-s-dementia-money-problem-puts-trillions-...
2•OgsyedIE•4m ago•0 comments

Revisiting the original Roomba and its simple architecture

https://robotsinplainenglish.com/e/2025-12-27-roomba.html
2•ripe•6m ago•0 comments

2026, Our Rotting Future

https://www.thegist.ie/guest-gist-2026-our-already-rotting-future/
2•HotGarbage•9m ago•0 comments

Self-Driving Cars Can't See Without Their Eyes

https://www.nytimes.com/2026/01/02/opinion/ai-self-driving-cars-workers.html
2•ripe•12m ago•0 comments

The most popular blogs of Hacker News in 2025

https://refactoringenglish.com/blog/2025-hn-top-5/
2•maxutility•13m ago•0 comments

Show HN: EzFileChanger – Client-side WebP converter (no server uploads)

https://www.ezfilechanger.com/
2•waqaar-ansari•13m ago•1 comments

Boredom Is Good, Actually

https://aartaka.me/boredom.html
2•zdw•21m ago•0 comments

Ask HN: Platform support ignoring launch request – switch or wait?

2•kdpsuite•27m ago•0 comments

Is success just luck?

https://keygen.sh/blog/is-success-just-luck/
2•ezekg•28m ago•0 comments

How and Why Machines Work(2002) [pdf]

https://ocw.mit.edu/courses/2-000-how-and-why-machines-work-spring-2002/87856eefc0c966f97e803c3a7...
2•o4c•29m ago•0 comments

Is .NET Aspire Actually Open Source? [video]

https://www.youtube.com/watch?v=cZntPxnnmSI
2•PKop•31m ago•0 comments

All Remaining MTV Music Channels Officially Shut Down

https://www.vice.com/en/article/the-day-the-music-video-died-all-remaining-mtv-music-channels-off...
2•cdrnsf•35m ago•0 comments

Show HN: uvx ptn, scan a QR, get a terminal in your phone

https://github.com/lyehe/porterminal
2•yxl448•36m ago•0 comments

Show HN: Rust clipboard transformer, 40 transforms, 100% local, own recipes

https://github.com/skorotkiewicz/9paste
2•modinfo•41m ago•0 comments

Tracks vs. Trains: Why the Real Artificial Intelligence Boom Hasn't Started Yet

https://shawnharris.com/tracks-vs-trains-why-the-real-artificial-intelligence-boom-hasnt-started-...
2•gmays•42m ago•0 comments

Ask HN: How to Deal with Bot Accounts

1•lovich•46m ago•1 comments

Was it really a Billion Dollar Mistake?

https://www.gingerbill.org/article/2026/01/02/was-it-really-a-billion-dollar-mistake/
2•vyrotek•47m ago•0 comments

The New Moore's Law: Why Optical Computing Could Redefine Scaling for AI

https://www.allaboutcircuits.com/industry-articles/the-new-moores-law-why-optical-computing-could...
1•WaitWaitWha•53m ago•0 comments

Nadella: Looking Ahead to 2026

https://snscratchpad.com/posts/looking-ahead-2026/
1•zdw•54m ago•0 comments

Calcium Oscillations Within Juxtaglomerular Cell Clusters Control Renin Release

https://www.ahajournals.org/doi/10.1161/CIRCRESAHA.125.326541
1•PaulHoule•56m ago•0 comments

IQuest-Coder: A new open-source code model beats Claude Sonnet 4.5 and GPT 5.1 [pdf]

https://github.com/IQuestLab/IQuest-Coder-V1/blob/main/papers/IQuest_Coder_Technical_Report.pdf
1•shenli3514•58m ago•0 comments

Ask HN: Who's given up on getting hired? (January 2026)

4•waldrews•1h ago•1 comments

UX Quiz: 2025 Year in Review

https://www.nngroup.com/articles/ux-quiz/
1•neko_ranger•1h ago•0 comments

What Is the Deal with Bioelectricity?

https://eryney.substack.com/p/whats-the-deal-with-bioelectricity
2•eryney•1h ago•0 comments

Pickle 1 – Soul Computer [video]

https://www.youtube.com/watch?v=dGA8-CkaSOk
1•aprilnya•1h ago•0 comments

Proteus: The AI-native editor for multimodal creation Topics

https://github.com/gezilinll/Proteus
1•gezilinll•1h ago•2 comments

Ask HN: Do any significant web communities exist anymore that value free speech?

2•jdprgm•1h ago•1 comments

Do you want a prompt saver and organizer

1•SRMohitkr•1h ago•0 comments

The Intent Gap: Why AI Agents Succeed Brilliantly at the Wrong Goal

https://medium.com/@arun.sanna/the-pasta-sauce-problem-why-your-ai-assistant-can-be-brilliant-and...
2•arunsanna•1h ago•0 comments