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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

Heaven's Gate Public Key

https://www.heavensgate.com/misc/secure.htm
1•imwally•3m ago•1 comments

The Greenlandic Santa Claus: The Fairytale That Disappeared (2022)

https://www.sermitsiaq.ag/kultur/den-gronlandske-julemand-eventyret-der-forsvandt/313490
2•tokai•9m ago•0 comments

Energy-Generating Floor Tiles: How Pavegen Turns Steps into Power

https://insights.greyb.com/pavegen-energy-generating-floor-tiles-patents/
2•Rahul035•12m ago•1 comments

AI as a WordPress Fundamental

https://make.wordpress.org/core/2025/12/04/ai-as-a-wordpress-fundamental/
1•gslin•16m ago•0 comments

Fast trigram based code search

https://github.com/sourcegraph/zoekt
2•cv_h•22m ago•0 comments

Sugars, 'Gum,' Stardust Found in NASA's Asteroid Bennu Samples

https://www.nasa.gov/missions/osiris-rex/sugars-gum-stardust-found-in-nasas-asteroid-bennu-samples/
1•ryan_j_naughton•23m ago•0 comments

Anthropic's Claude Interviewer

https://claude.ai/interviewer
2•Brajeshwar•24m ago•0 comments

Weird FFmpeg Use Cases

https://www.twitch.tv/videos/2635259036
2•implabinash•29m ago•1 comments

Nvidia CUDA Tile

https://developer.nvidia.com/cuda/tile
4•elkguy•31m ago•0 comments

PRC State-Sponsored Actors Use Malware Across Public Sector and IT Systems

https://www.cisa.gov/news-events/alerts/2025/12/04/prc-state-sponsored-actors-use-brickstorm-malw...
3•gslin•32m ago•0 comments

Vpternlog: Signed Saturation

https://wunkolo.github.io/post/2025/12/vpternlog-signed-saturation/
1•mfiguiere•32m ago•0 comments

Nanopositioning Metrology, Gödel, and Bootstraps

https://www.pi-usa.us/en/tech-blog/nanopositioning-metrology-goedel-and-bootstraps
2•nill0•32m ago•0 comments

Show HN: A fun sustainability marketplace for teams

https://createamarketplace.com/social-marketplace
1•cladian•33m ago•0 comments

Nano Banana Pro – AI Image Editor with Perfect Text Rendering and 4K

https://nanobanana.org
2•MikeMoh•36m ago•0 comments

Warner Bros Begins Exclusive Deal Talks With Netflix

https://www.bloomberg.com/news/articles/2025-12-05/warner-bros-is-said-to-begin-exclusive-deal-ta...
1•mfiguiere•39m ago•2 comments

High Friction Learning Habits: Why Your "Second Brain" Is Failing

https://medium.com/@awabs/jit-learning-why-just-in-case-information-gets-deleted-by-your-brain-15...
2•Awab•40m ago•0 comments

NeuralRemaster: Phase-Preserving Diffusion for Structure-Aligned Generation

https://www.youtube.com/watch?v=pqmdsO1L45w
1•E-Reverance•48m ago•0 comments

Review: Surreal Numbers

https://signoregalilei.com/2025/11/26/review-surreal-numbers/
2•surprisetalk•52m ago•0 comments

A Man I Want to Meet the Most

https://chillphysicsenjoyer.substack.com/p/the-man-i-want-to-meet-the-most
3•surprisetalk•52m ago•0 comments

Rabbit Hole Learning

https://seated.ro/posts/rabbit-hole-learning.html
4•surprisetalk•52m ago•0 comments

The "Pretend to Work" Loophole of China [video]

https://www.youtube.com/watch?v=W7VJLipgiuQ
1•surprisetalk•52m ago•0 comments

Trump: Japan's 'Cute' Kei Cars Are Coming to America

https://www.motor1.com/news/780870/trump-kei-cars-coming-america/
5•harambae•56m ago•0 comments

Rethink Talks New Transcoding Report and Future of VVC, AV1, and Lcevc

https://www.streamingmedia.com/Articles/ReadArticle.aspx?ArticleID=172602
3•breve•59m ago•0 comments

Samsung unveils first multi-folding phone as competition set to heat up

https://www.reuters.com/business/media-telecom/samsung-unveils-first-multi-folding-phone-competit...
1•mgh2•59m ago•0 comments

Show HN: Vibe Commander

https://github.com/AvitalTamir/vibecommander
3•fatliverfreddy•1h ago•0 comments

Bcachefs 1.33.0 – Reconcile

https://lore.kernel.org/linux-bcachefs/slvis5ybvo7ch3vxh5yb6turapyq7hai2tddwjriicfxqivnpn@xdpb25w...
2•RGBCube•1h ago•0 comments

Updating My Bash Prompt

https://martianlantern.github.io/2025/11/updating-my-bash-prompt/
2•martianlantern•1h ago•1 comments

Robotgo v1.0.0 and Pro, easy build automation, auto test, computer use

https://github.com/go-vgo/robotgo/releases/tag/v1.0.0
2•veni0•1h ago•0 comments

South Korea developing app that shows real-time location of stalkers

https://www.bbc.com/news/articles/cp84y7jx2pzo
5•1659447091•1h ago•0 comments

The Long, Knotty, World-Spanning Story of String

https://hakaimagazine.com/features/the-long-knotty-world-spanning-story-of-string/
3•bookofjoe•1h ago•0 comments