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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

Happiness Isn't Exponential

https://timemgmt.substack.com/p/happiness-isnt-exponential-22-08-23
1•tylerdane•3m ago•0 comments

Bazaar: New App Store for Gnome

https://github.com/kolunmi/bazaar
1•doener•6m ago•0 comments

Show HN: I Built an Unofficial Haskell Todoist REST API

https://github.com/samahri/TodoistSDK
1•samahri_hn•6m ago•0 comments

The Battle over Africa's Great Untapped Resource: IP Addresses

https://www.msn.com/en-us/money/general/the-battle-over-africa-s-great-untapped-resource-ip-addre...
1•pseudolus•7m ago•0 comments

The engineer–manager pendulum is breaking

https://www.modernleader.is/p/pendulum-revisited
2•mooreds•9m ago•0 comments

Walmart exec: 'I've never believed in the term work-life balance'

https://www.cnbc.com/2025/08/28/walmart-exec-never-believed-in-work-life-balancethe-mantra-she-us...
1•mooreds•9m ago•0 comments

'Ludwig Wittgenstein' review: An attack on the abstract

https://www.wsj.com/arts-culture/books/ludwig-wittgenstein-review-an-attack-on-the-abstract-8640e564
1•hhs•10m ago•0 comments

The hottest new AI company is Google?

https://www.cnn.com/2025/11/29/tech/ai-chips-google-gemini-3-tpu-nvidia
1•mooreds•10m ago•0 comments

Hong Kong high-rise fire shows how difficult it is to evacuate in an emergency

https://theconversation.com/the-hong-kong-high-rise-fire-shows-how-difficult-it-is-to-evacuate-in...
2•pseudolus•11m ago•0 comments

CSS now has an if() conditional function

https://caniuse.com/?search=if
2•aanthonymax•12m ago•1 comments

Vulkan's VK_EXT_present_timing Merged After Five Years in the Making

https://www.phoronix.com/news/VK_EXT_present_timing-Merged
1•coffeeaddict1•14m ago•0 comments

GCC 16 Switches to Using C++20 Standard by Default

https://www.phoronix.com/news/GCC-16-Now-CPP20-Default
2•coffeeaddict1•15m ago•0 comments

Translating Large-Scale C Repositories to Idiomatic Rust

https://arxiv.org/abs/2511.20617
1•nhatcher•18m ago•0 comments

The Sleep-Age Paradox

https://shanakaanslemperera.substack.com/p/the-sleep-age-paradox
1•jnord•18m ago•0 comments

Ask HN: What licensing software are you choosing for your projects?

1•jdironman•20m ago•0 comments

Maximum Power Point Tracking

https://en.wikipedia.org/wiki/Maximum_power_point_tracking
1•zeristor•22m ago•0 comments

Chinese parts supplier takes stake in leading Russian drone maker

https://www.ft.com/content/e907c2fa-2d3b-4269-bc6c-b2fee4d9f688
2•petethomas•25m ago•0 comments

Insecure Data Storage in IoT Smart Lock App

https://blog.ptidej.net/understanding-insecure-data-storage-in-iot-smart-lock-companion-app/
1•yann-gael•29m ago•1 comments

Chainguard: 1,800 trusted container images to eliminate your vulnerabilities

https://www.chainguard.dev
1•doener•30m ago•0 comments

Big tech is creating its own media bubble to 'win the narrative battle online'

https://www.theguardian.com/technology/2025/nov/29/big-tech-silicon-valley-ceo-media
2•1659447091•32m ago•0 comments

Dilution vs. Risk taking: Capital gains taxes and entrepreneurs

https://www.nber.org/papers/w34512
17•hhs•34m ago•3 comments

Harmonic's automated theorem prover Aristotle solves open Erdős problem in Lean

https://www.erdosproblems.com/forum/thread/124#post-1892
7•mathfan•34m ago•0 comments

White House launches website to excoriate media for 'biased' stories

https://www.theguardian.com/us-news/2025/nov/29/white-house-media-website-trump
1•1659447091•36m ago•0 comments

The long wait is over, Ganymede has arrived

https://endeavouros.com/news/the-long-wait-is-over-ganymede-has-arrived/
1•doener•36m ago•0 comments

Nlmixr2, an R-based OSS challenger to NONMEM/Monolix/Phoenix, joins R Consortium

https://r-consortium.org/posts/nlmixr2-is-becoming-an-r-consortium-working-group/
1•ionychal•40m ago•0 comments

Scala

https://www.huygens-fokker.org/scala/
2•onestay42•42m ago•0 comments

Leonardo shows Michelangelo, an AI missile shield for Europe

https://ukdefencejournal.org.uk/leonardo-shows-michelangelo-an-ai-missile-shield-for-europe/
1•jshprentz•42m ago•0 comments

Why do most new languages fail? (2012)

https://pointersgonewild.com/2012/06/07/why-do-most-new-languages-fail/
1•azhenley•43m ago•0 comments

Indonesia resists US trade deal 'poison pill'

https://www.ft.com/content/64d27052-a434-4e81-9321-87216eecf99c
3•hhs•43m ago•0 comments

Goodbye, Price Tags. Hello, Dynamic Pricing

https://www.nytimes.com/2025/11/28/opinion/dynamic-pricing-algorithms.html
4•apparent•45m ago•1 comments