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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

The American Kill Line

https://jbrr.dev/the-american-kill-line/
3•jbrr•3m ago•0 comments

Open-Source Inference is growing 10% week over week this year

2•luew•5m ago•0 comments

Culina – an OS for multi-location restaurant operations

https://app.getculina.app/login
1•SendjiLabs•5m ago•0 comments

Mechanical forces from the beating heart may help prevent cancer cell growth

https://medicalxpress.com/news/2026-04-mechanical-heart-cancer-cell-growth.html
1•bookmtn•8m ago•0 comments

Evolution Strategies at the Hyperscale [pdf]

https://eshyperscale.github.io/imgs/paper.pdf
1•Anon84•9m ago•0 comments

Aruana – Detects scams and blocks PII before it reaches AI chatbots (100% local)

https://aruana.maiaware.com/
1•rolsite•13m ago•0 comments

When the cheap one is the cool one

https://arun.is/blog/cheap-cool/
1•ddrmaxgt37•13m ago•0 comments

Why Volcanoes Sometimes Shoot Out Lightning

https://nautil.us/why-volcanoes-sometimes-shoot-out-lightning-1280235
1•Brajeshwar•15m ago•0 comments

Replacing an Apple Time Capsule? Skip the Ubiquiti UNAS-2

https://rachelbythebay.com/w/2026/04/24/unas/
1•drpixie•18m ago•1 comments

Trump Evacuated After Shots Fired at DC Event; Shooter Detained

https://www.bloomberg.com/news/articles/2026-04-26/alleged-shooter-at-white-house-press-event-in-...
5•anjneymidha•25m ago•0 comments

Tired of high costs, some Americans are importing homes straight from China

https://www.cnn.com/2026/04/25/business/china-imports-americans-homebuilding-costs
2•breve•30m ago•1 comments

Trump rushed out of dinner amid reports of shots fired

https://www.nytimes.com/live/2026/04/25/us/trump-whca-shooting
2•koolba•34m ago•0 comments

Multiple AI Models in One Platform

https://www.chatcomparison.ai/
1•chatcomparison•36m ago•0 comments

Zephyr Agent: Add AI chat to any website

https://zephyr-agent.sh/
2•daltonlcarr•37m ago•0 comments

My husband and son dived to see the wreck of the Titanic, and never came back

https://www.theguardian.com/world/2026/apr/25/my-husband-and-son-titan-submersible-christine-dawo...
2•pseudolus•38m ago•0 comments

Show HN: Get – get anything from your computer

https://github.com/Water-Run/get
1•linzhangrun•40m ago•0 comments

With A.I., Anyone Can Be an Influencer

https://www.newyorker.com/culture/the-lede/with-ai-anyone-can-be-an-influencer
1•petethomas•46m ago•0 comments

Tell HN: An app is silently installing itself on my iPhone every day

8•_-x-_•47m ago•1 comments

OpenAI shipped privacy-filter, a 1.5B PII tagger you can run locally

https://redactdesk.app/blog/openai-privacy-filter
3•kamban•49m ago•0 comments

Yalda Hakim on the collapse of 'seeing is believing'

https://www.reuters.com/lifestyle/culture-current/yalda-hakim-collapse-seeing-is-believing-2026-0...
1•petethomas•50m ago•0 comments

Decoupled DiLoCo for Resilient Distributed Pre-Training [pdf]

https://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/decoupled-diloco-a-new-frontier-f...
1•gnabgib•52m ago•0 comments

The Race to Make the Most In-Demand Machine

https://www.wsj.com/business/the-race-to-make-the-worlds-most-in-demand-machine-092e8cea
1•petethomas•52m ago•0 comments

EarTrumpet: Volume Control for Windows

https://eartrumpet.app/
1•thunderbong•54m ago•0 comments

New Model May Explain Why You're Not a Twin

https://nautil.us/this-new-model-may-explain-why-youre-not-a-twin-1280219
1•Brajeshwar•54m ago•0 comments

Why is there so much bad code at big companies?

https://www.natemeyvis.com/why-is-there-so-much-bad-code-at-big-companies/
1•Brajeshwar•55m ago•0 comments

Usage limits for each of the Claude plans

https://xcancel.com/nrehiew_/status/2048009931757097079
3•byincugnito•56m ago•0 comments

Google unveils way to train AI models across distributed data centers

https://www.sdxcentral.com/news/google-unveils-way-to-train-ai-models-across-distributed-data-cen...
2•oavioklein•59m ago•2 comments

China Publishes Maps Detailing Minerals on the Ocean Floor

https://www.nytimes.com/2026/04/23/climate/china-seabed-mining-maps-rare-earths.html
1•bookofjoe•59m ago•1 comments

The Super Nintendo Cartridges

https://fabiensanglard.net/snes_carts/
3•offbyone42•1h ago•0 comments

Thalidomide Scandal

https://en.wikipedia.org/wiki/Thalidomide_scandal
2•jseip•1h ago•0 comments