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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

Why can't Claude agents running in the cloud do everything on GitHub?

https://code.claude.com/docs/en/cloud-environments
1•enesalatas•34s ago•0 comments

Euclidean, Spherical, and Projective Geometry

https://www.johndcook.com/blog/2026/11/03/spherical-and-projective-geometry/
1•ibobev•1m ago•0 comments

From a graphics hack to a rigorous model of the projective plane

https://www.johndcook.com/blog/2026/11/03/hack-to-rigor/
1•ibobev•1m ago•0 comments

Spatial and sectoral water demand assessment for the African continent

https://www.nature.com/articles/s41586-026-11199-8
1•bryanrasmussen•1m ago•0 comments

Charles Tandy, the mastermind behind Radio Shack

https://dfarq.homeip.net/charles-tandy-the-mastermind-behind-radio-shack/
1•ibobev•1m ago•0 comments

Jailbreaking my car's navigation system just so I can change the time

https://blog.nns.ee/2026/11/02/renault-hack/
1•fanf2•2m ago•0 comments

The Most Aggressive EV Push Isn't in China [video]

https://www.youtube.com/watch?v=aa2VfXs3qY0
1•thelastgallon•2m ago•1 comments

Why Clip Art Was Everywhere Until It Wasn't [video]

https://www.youtube.com/watch?v=XfLlpxE6AYM
1•surprisetalk•4m ago•0 comments

US order to purge Acronis tied to years of scrutiny over Russian ties

https://www.nextgov.com/cybersecurity/2026/11/us-order-purge-acronis-tied-years-scrutiny-over-rus...
1•ikt•4m ago•0 comments

Show HN: Zuno – a native, keyboard-driven API client written in Rust

https://github.com/aryanjha256/zuno
1•thearyankumar•4m ago•0 comments

Reddit tells Australian court it isn't social media, calls under-16 ban 'inept'

https://www.techspot.com/news/114429-reddit-tells-australian-court-isnt-social-media-site.html
1•entryleveljobsc•5m ago•0 comments

Ask HN: Do you have any kind of sandboxing for those who run LLMs locally?

1•az09mugen•5m ago•0 comments

Show HN: A tool to optimize AI model cost without benchmark score trade-offs

https://jeff-kline.github.io/posts/same-ai-results-for-less/index.html
2•jethkl•5m ago•0 comments

Show HN: Onira Self Hypnosis App

https://play.google.com/store/apps/details?id=com.oytaub.mindease&hl=en_US
1•oytaub•5m ago•1 comments

Hydrogen-1.0

https://blog.deepprinciple.com/introducing-hydrogen-1.0/
1•handfuloflight•7m ago•0 comments

The Code Nobody Reads

https://addyo.substack.com/p/the-code-nobody-reads
1•saikatsg•7m ago•0 comments

Watching the Watchers: Analysis of Smart TV Automatic Content Recognition

https://watchingthewatchers.github.io/watchingthewatchers/paper.html
1•cisc•9m ago•0 comments

Affinity for iPad

https://www.affinity.studio/ipad-app
2•tilt•10m ago•0 comments

The Beleaguered Chip Sellers Getting Their Revenge on Apple

https://www.wsj.com/tech/apple-iphone-memory-chips-ai-c0084cc9
1•leowich•12m ago•1 comments

Fujifilm to boost tape production 5x as AI fuels archiving demand

https://arstechnica.com/gadgets/2026/10/fujifilm-to-boost-tape-production-5x-as-ai-fuels-archivin...
2•rbanffy•12m ago•0 comments

From Columbine to Teotihuacán: The Rise of Nihilistic Violence in Latin America

https://gnet-research.org/2026/06/23/from-columbine-to-teotihuacan-the-rise-of-nihilistic-violenc...
2•bryanrasmussen•13m ago•0 comments

What is Starshield? A look at SpaceX's military satellite network

https://www.space.com/space-exploration/satellites/what-is-starshield-a-look-at-spacexs-military-...
1•rbanffy•13m ago•0 comments

'A serious failure': CPS prosecutor cites fake case after AI search

https://www.theguardian.com/technology/2026/nov/03/a-serious-failure-cps-prosecutor-cites-imagina...
1•entryleveljobsc•14m ago•0 comments

Show HN: Built a infinite Rar Runner game inspired by Subway Surfers using React

https://ratsurfers.pages.dev/
1•sridevisridevi2•15m ago•0 comments

What Qwen is thinking when it gets stuck saying "Wait"

https://alisorcorp.github.io/inside-a-reasoning-loop/
1•pwython•16m ago•0 comments

Reverse Engineering JavaScript SDKs

https://github.com/JWally/dfp-redteam-index
1•jwally•17m ago•1 comments

Harms of the Generative AI

https://andreyor.st/posts/2026-11-02-harms-of-the-generative-ai/
2•ibobev•18m ago•0 comments

Finding Forgotten CloudFormation Stacks

https://stackmuster.com/blog/finding-forgotten-cloudformation-stacks
2•shaun_autyra•18m ago•0 comments

Runs Scored in World Baseball Classic

https://entropicthoughts.com/sums-of-overdispersed-counts
1•ibobev•18m ago•0 comments

LTA can retrieve ERP 2 vehicle location data for law enforcement, investigations

https://www.channelnewsasia.com/singapore/erp-transport-data-enforcement-singapore-parliament-651...
1•9woc•19m ago•0 comments