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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

Vibro-Braille for Deaf-Blind

1•Billiamdan•2m ago•0 comments

Acute Febrile Neutrophilic Dermatosis (Sweet Syndrome)

https://emedicine.medscape.com/article/1122152-overview
1•wjb3•3m ago•0 comments

Managed Code – New Site

https://www.managed-code.com/
1•managedcode•5m ago•0 comments

It's time to accelerate the development of antimatter for space propulsion

https://caseyhandmer.wordpress.com/2025/11/26/antimatter-development-program/
2•modeless•7m ago•0 comments

Requiem for Early Blogging

https://www.elizabethspiers.com/requiem-for-early-blogging/
1•bookofjoe•8m ago•0 comments

Baikonur launch pad damaged after Russian Soyuz launch to Space Station

https://www.reuters.com/science/baikonur-launch-pad-damaged-after-russian-soyuz-launch-internatio...
1•perihelions•8m ago•0 comments

Drones have revolutionized warfare. They're about to do it again

https://www.cnn.com/2025/11/27/world/history-future-of-drones-intl-hnk-ml-dst
1•breve•9m ago•0 comments

Lucas 'Granpa' Abela live [video]

https://www.youtube.com/watch?v=2aMBMbEWc6I&list=RD2aMBMbEWc6I
1•marysminefnuf•10m ago•0 comments

Emma Mazzenga is redefining athletic longevity at 92 years old

https://www.cnn.com/2025/11/27/sport/athletics-emma-mazzenga-redefining-longevity-92-intl
1•breve•10m ago•0 comments

From Cloudwashing to O11ywashing

https://charity.wtf/2025/11/24/from-cloudwashing-to-o11ywashing/
1•BerislavLopac•14m ago•0 comments

T1 accepts Elon Musk's challenge for top LoL team to compete against Grok AI

https://www.dexerto.com/league-of-legends/t1-accepts-elon-musks-challenge-for-top-lol-team-to-com...
1•andsoitis•14m ago•1 comments

Yawning Abyss of the Decimal Labyrinth

https://oh4.co/site/numogrammaticism.html
1•austinallegro•15m ago•0 comments

AWS-Lambda-Roadmap

https://github.com/aws/aws-lambda-roadmap
1•rmason•17m ago•1 comments

Show HN: No Black Friday – A directory of fair-price brands

https://no-blackfriday.com
1•rouuuge•19m ago•0 comments

Docker model runner integrates vllm

https://www.docker.com/blog/docker-model-runner-integrates-vllm/
1•robot-wrangler•22m ago•0 comments

Rust 2027 considering replacing poisoned locks

https://github.com/rust-lang/rust/issues/149359
1•vsgherzi•26m ago•0 comments

FileZilla Pro "Perpetual License" – A Warning to All Users

https://github.com/x011/FileZilla-Pro-Download
2•lobito25•26m ago•1 comments

Major fire rages at Hong Kong housing estate [video]

https://youtu.be/1WD0j0mW5qo
1•busymom0•27m ago•0 comments

You might be carrying an invisible gun

https://www.modernleader.is/p/invisible-gun
1•sebg•27m ago•0 comments

The Impossible Prompt

https://teodordyakov.github.io/the-impossible-promt/
1•emn13•28m ago•1 comments

An Empirical Study on Why LLMs Struggle with Password Cracking

https://arxiv.org/abs/2510.17884
1•gnabgib•30m ago•0 comments

Neural Architecture Design as a Compositional Language

https://lambpetros.substack.com/p/neural-architecture-design-as-a-compositional-32e
1•speiroxaiti•39m ago•0 comments

Refrag: Rethinking RAG Based Decoding

https://arxiv.org/abs/2509.01092
1•redbell•39m ago•1 comments

OpenAI Hacked, a Lot Leaked

https://peq42.com/blog/openai-hacked-a-lot-leaked/
4•peq42•39m ago•2 comments

The first $1B company run by one person is coming

3•AkshatRaj00•40m ago•2 comments

Setting Secrets in Env Vars

https://hugovk.dev/blog/2025/secrets-in-env-vars/
1•todsacerdoti•40m ago•0 comments

Lazy Linearity for a Core Functional Language (POPL 2026)

https://alt-romes.github.io/posts/2025-11-26-lazy-linearity-popl26.html
1•romes•41m ago•0 comments

Effective harnesses for long-running agents

https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents
1•handfuloflight•41m ago•0 comments

UFO Flap

https://en.wikipedia.org/wiki/UFO_flap
1•handfuloflight•43m ago•0 comments

Show HN: One click LinkedIn posts library

https://chromewebstore.google.com/detail/popup-linkedin-knowledge/pmejgpmingcbhpifjefenjkjaamlomha
1•rakeshkakati_47•43m ago•0 comments