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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

SpecFive Strike: compact handheld Linux workstation

https://specfive.com/products/spec5-strike
1•nateb2022•1m ago•0 comments

Okeymeta

https://www.okeymeta.com.ng/
1•b16m•1m ago•0 comments

Ask HN: What Are You Working On?

3•dserban•6m ago•1 comments

Trump Cut Europe Out of Ukraine Talks

https://www.nytimes.com/2025/11/27/world/europe/europe-ukraine-trump.html
2•maxloh•8m ago•0 comments

Who made Златенция? Throw steps at me. Or invite me. Pls

2•iloveurcelsnuf•15m ago•0 comments

Modern Developer Tools as Attack Surfaces: Lessons from Shai-Hulud

https://sitezwin.com/posts/2025-11-29-sha-hulud-the-second-coming-encouter/
2•meel-hd•21m ago•0 comments

Damage at Baikonur after Soyuz launch: Russia can't send people to space

https://unn.ua/en/news/damage-at-baikonur-after-soyuz-launch-russia-temporarily-lost-the-ability-...
2•cryptoz•23m ago•0 comments

Intelligence is too high-dimensional for any low-dimensional narrative

https://mathstodon.xyz/@tao/115620261936846090
2•gmays•26m ago•1 comments

20/80

https://blog.greg.technology/2025/11/27/2080.html
2•gregsadetsky•35m ago•0 comments

The Supreme Court Is About to Hear a Case That Could Rewrite Internet Access

https://slate.com/news-and-politics/2025/11/supreme-court-sony-cox-copryight-internet-case.html
5•anthonyu•40m ago•1 comments

Show HN: Generate Sheet Music Using AI (Scribe)

https://scribe.rifflabs.io
2•hwittenborn•41m ago•0 comments

Tesla looks to reset strategy amid sluggish India sales

https://www.bbc.com/news/articles/cdrn00pn1m7o
2•breve•46m ago•0 comments

Chumbox (Advertising)

https://en.wikipedia.org/wiki/Chumbox
2•rickcarlino•47m ago•0 comments

Large Type Pieces.txt

https://github.com/PhMajerus/Documents/blob/main/HowTos/HowTo%20Large%20Type%20Pieces.txt
2•cardamomo•48m ago•0 comments

Every mathematician has only a few tricks

https://mathoverflow.net/questions/363119/every-mathematician-has-only-a-few-tricks
3•nill0•49m ago•0 comments

Plotting a Northrop B2 Spirit

https://youtu.be/TSQWZF4zdN4
2•russelltaylor05•53m ago•0 comments

The Risky Movement to Make America Nuclear Again

https://nuclear-news.net/2025/11/04/1-a-the-risky-movement-to-make-america-nuclear-again/
2•pmoriarty•55m ago•0 comments

Rocketwerkz CEO says frameworks, not engines, are the future of game development

https://www.gamedeveloper.com/programming/rocketwerkz-ceo-predicts-frameworks-not-engines-will-be...
4•jibe•57m ago•0 comments

Mongolian Script

https://en.wikipedia.org/wiki/Mongolian_script
3•Razengan•1h ago•0 comments

The Impossible Prompt That's Easy for Humans

https://teodordyakov.github.io/the-impossible-promt/
2•ssdsa•1h ago•2 comments

Why GitHub's War on Toasts Is Bad News for Accessibility

https://medium.com/offmessageorg/why-githubs-war-on-toasts-is-bad-news-for-accessibility-a88ddbad...
3•bochoh•1h ago•0 comments

Beijing's prison silences Chinese journalist and lawyer of Covid19 in Wuhan fame

https://www.bushcenter.org/publications/the-struggle-for-freedom-beijings-revolving-prison-doors-...
4•737min•1h ago•0 comments

Show HN: MCP for finding the better NPM dependencies

https://web-production-0200a.up.railway.app
1•jsafaiyeh•1h ago•0 comments

Show HN: Native macOS timeout (Rust) – handles system sleep, no coreutils

https://github.com/denispol/darwin-timeout
1•denispol•1h ago•0 comments

Show HN: TimeProof – Timelapse your computer based workday! (MacOS)

https://apps.apple.com/us/app/timeproof/id6751671026?mt=12
1•Viper117•1h ago•1 comments

Infosys co-founder once again calls for longer than 70-hour weeks – and no, he's

https://www.techradar.com/pro/infosys-co-founder-once-again-calls-for-longer-than-70-hour-weeks-a...
12•sys_64738•1h ago•2 comments

Tesla struggles to course correct from sales skid

https://www.reuters.com/business/autos-transportation/tesla-struggles-course-correct-sales-skid-2...
4•breve•1h ago•1 comments

Show HN: Watsn.ai – Bullshit Detector

https://watsn.ai/
1•flx1012•1h ago•0 comments

Walrus: Distributed message queue written in Rust

1•peterjkl•1h ago•1 comments

How Workplace Fashion Has Changed over the Decades

https://www.wsj.com/style/fashion/office-attire-changes-history-e6e9147b
2•fortran77•1h ago•1 comments