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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

University libraries are being swarmed by AI bots, putting public access at risk

https://www.cbc.ca/news/world/university-libraries-ai-data-scraping-bots-9.7408287
1•blakesterz•1m ago•0 comments

Ask HN: How to resist endless app directories listing your product?

1•gosen•1m ago•0 comments

They War-Gamed Dimming the Sun. It Went Worse Than You Think

https://www.wired.com/story/they-war-gamed-dimming-the-sun-it-went-even-worse-than-you-think/
2•mooreds•3m ago•0 comments

Phone Camera Guides – Get the most out of the camera in your pocket

https://camerasettings.com/guides/phone/
1•thehoff•5m ago•0 comments

Advisory for OpenSSH+musl Users

https://www.openwall.com/lists/musl/2026/11/05/4
2•acossta•5m ago•0 comments

European governmental DNSSEC: policy and promotion drive adoption

https://internetcleanup.foundation/2026/11/european-governmental-dnssec-policy-and-promotion-driv...
1•aequitas•6m ago•0 comments

Citable – Get recommended by AI and create blog posts automatically

https://get-citable.com
1•pol-domingo•9m ago•0 comments

Trustworthy AI

https://timmykokke.com/blog/2026/2026-11-04-trustworthy-ai/
1•speckx•9m ago•0 comments

The forest has no census

https://ffflllllooooooo.github.io/the-forest-has-no-census/
1•flohrian•11m ago•0 comments

Show HN: Mercury 3 cost calculator (launch promo vs. list pricing)

https://pulse.llmendpoint.com/mercury-3/calculator/
1•pulseguide•11m ago•0 comments

The next evolution of software engineering

https://taylordesseyn.beehiiv.com/p/the-next-evolution-of-software-engineering
1•mooreds•11m ago•0 comments

Who Goes Nazi? (1941)

https://web.archive.org/web/20121204180249/http://harpers.org/archive/1941/08/who-goes-nazi/
2•firefax•14m ago•0 comments

Recent Terence Tao Interviews and Talks

https://terrytao.wordpress.com/2026/11/04/more-of-my-interviews-and-talks/
1•digital55•15m ago•0 comments

How octopuses squeeze through too small gaps

https://journals.biologists.com/jeb/article/229/21/jeb253615/373332/How-octopuses-squeeze-through...
1•bookofjoe•17m ago•1 comments

Show HN: Grid – A Hold'em arena where your AI agent plays your strategy (Beta)

https://penguinbase.com/game-install?game=192471728&ref=hn
1•taelimoh•17m ago•1 comments

Epic framework for spec-driven development

https://medium.com/@visrow/how-bad-is-your-spec-scoring-specs-for-ai-coding-agents-a7f2f0b5ed56
2•damevski•18m ago•0 comments

Protesters break into Microsoft data center site in Amsterdam

https://www.theverge.com/news/1028549/protesters-microsoft-data-center-site-amsterdam
2•novaRom•18m ago•0 comments

Influence Operations in Social Networks

https://arxiv.org/abs/2502.11827
1•rbanffy•20m ago•0 comments

Show HN: ECX – My Claude Code and Codex setup, where both agents share memory

https://github.com/saksham10arora-dotcom/everything-claude-codex
1•saksham_07•21m ago•0 comments

Microsoft's Buyout Offer Sets Its Workforce on Edge

https://www.nytimes.com/2026/11/06/technology/microsoft-buyouts.html
1•mooreds•22m ago•0 comments

Ryph: Open-Source Incident Response Agents on Your Infrastructure

https://github.com/ryph-hq/ryph
2•lftherios•25m ago•0 comments

Nvidia was in 1 in 11 startup rounds over $100M last year

https://datahyena.com/research/a-chipmaker-was-in-one-of-every-eleven-100m-rounds/
1•ghostfoxgod•26m ago•0 comments

Autoencoders, VAEs, and GANs on Digits

https://stochastic.blog/autoencoders-vaes-and-gans-on-digits/
1•Anon84•26m ago•0 comments

Show HN: Splitsetter – my attempt at a bill splitting app

https://app.splitsetter.com/
1•tantanel•29m ago•0 comments

Huawei Kirin 2026: LogicFolding – A Deep Dive into the Future of Mobile SoCs

https://chinaresearchcollective.substack.com/p/huawei-kirin-2026-logicfolding-a
2•remix2000•29m ago•0 comments

The best-designed websites in AI. Hand-picked

https://token-gallery.netlify.app/
1•pierrebressonIO•29m ago•0 comments

Show HN: An open source webbluetooth and NFC browser for iOS

https://github.com/hito-dev/wand-browser
1•hito•29m ago•0 comments

Dekopon

https://en.wikipedia.org/wiki/Dekopon
1•tosh•32m ago•0 comments

Tea In, Tea Out

https://diamondgeezer.blogspot.com/2026/11/tea-in-tea-out.html
1•louis-paul•33m ago•0 comments

Can Democrats effectively abolish Electoral College after midterm wins?

https://www.snopes.com/news/2026/11/05/democrats-abolish-electoral-college/
5•skadamat•33m ago•0 comments