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Amazon announces Leo Ultra, satellite internet antenna

https://www.threads.com/@ajassy/post/DRcZNKWDVlR
2•dr_•2m ago•0 comments

Developers still need the right to challenge junk patents

https://github.blog/news-insights/policy-news-and-insights/developers-still-need-the-right-to-cha...
1•quapster•2m ago•0 comments

Victorian-Style Lines for the Web: Elements of Identical Width

https://jacobfilipp.com/victorian-line/
1•surprisetalk•3m ago•0 comments

How have anxiety treatments evolved over the last 70 years?

https://ourworldindata.org/timeline-anxiety-medications
1•surprisetalk•3m ago•0 comments

Show HN: Tiptap AI Toolkit – Now exploring server-side agentic document editing

4•philipisik•4m ago•0 comments

Cyber Warfare and Its Limits: A Response to Soesanto and Gajos

https://www.lawfaremedia.org/article/cyber-warfare-and-its-limits--a-response-to-soesanto-and-gajos
1•hn_acker•6m ago•0 comments

Ask HN: What did you force yourself to do and now you're glad you did?

1•atentaten•7m ago•0 comments

Within the Chrysalis of Prime Intellect

https://www.yacinemahdid.com/p/within-the-chrysalis-of-prime-intellect
1•research_pie•7m ago•0 comments

Why is web becoming soulless?

https://www.jaydip.me/blog/typography-in-the-wild
1•jdsane•7m ago•1 comments

The Bernoulli Manifesto

http://luschny.de/math/zeta/The-Bernoulli-Manifesto.html
1•speckx•8m ago•0 comments

The Penicillin Myth

https://www.asimov.press/p/penicillin-myth
2•mailyk•10m ago•0 comments

Will AI require the same kind of socialized insurance as nuclear energy?

https://www.unite.ai/will-ai-require-the-same-kind-of-socialized-insurance-as-nuclear-energy/
1•50kIters•12m ago•0 comments

Tell HN: Declaration of Independence is 100% AI, according to AI Checker

2•whatamidoingyo•13m ago•0 comments

Open Source Has Too Many Parasocial Relationships

https://pivotnine.com/blog/open-source-has-too-many-parasocial-relationships/
1•zdw•15m ago•0 comments

What Is Toon?

https://jsonmaster.com/what-is-toon
1•rkmahale•17m ago•0 comments

Animation Hasn't Been the Same Since 'Toy Story'

https://www.nytimes.com/2025/11/21/movies/toy-story-anniversary-animation.html
2•thm•17m ago•0 comments

Scientists Just Discovered How Rabies Hijacks Human Cells

https://scitechdaily.com/scientists-just-discovered-how-rabies-hijacks-human-cells/
2•thunderbong•18m ago•0 comments

Show HN: Contrarian Signals – market sentiment indicators

https://contrariansignals.com/
1•victordg•18m ago•0 comments

Valve makes almost $50M per employee

https://twitter.com/cantworkitout/status/1989003859700662727
1•HelloUsername•18m ago•0 comments

A Stand Against Coal Could Push Oakland Toward Bankruptcy

https://www.nytimes.com/2025/11/24/us/oakland-coal-port-budget-bankruptcy.html
2•mitchbob•19m ago•1 comments

Fruits and Decibels: Why your best features are hard to sell

https://quietmoats.substack.com/p/fruits-and-decibels
2•okossi•20m ago•0 comments

Show HN: Creating Multi-Page Manga with Google's Nano Banana Pro

https://github.com/Yutarop/comic-generator
2•ponta17•20m ago•0 comments

Cooking in Maximum Security

https://pluralistic.net/2025/11/24/moca-moka/
2•hn_acker•20m ago•0 comments

Automating Updates to a Digital Vigil

https://ntietz.com/blog/automating-updates-to-a-digital-vigil/
1•todsacerdoti•20m ago•0 comments

Comments on "Glauert's optimum rotor disk revisited"

https://wes.copernicus.org/preprints/wes-2025-105/
1•bouchard•20m ago•1 comments

Container Security: A Developer Guide

https://developer.okta.com/blog/2019/07/18/container-security-a-developer-guide
1•fanf2•21m ago•0 comments

Yaoundé set to sizzle at 38° by 2030: green design could cool Cameroon's capital

https://theconversation.com/yaounde-is-set-to-sizzle-at-38-c-by-2030-how-green-design-could-cool-...
2•PaulHoule•21m ago•0 comments

Why Judging APIs by Syntax Is Misleading You

https://jjenzz.com/judging-apis-by-syntax-is-misleading/
1•speckx•22m ago•0 comments

How Trump is trying to remake American culture

https://www.semafor.com/article/11/23/2025/how-trump-is-trying-to-remake-american-culture-startin...
5•HelloUsername•22m ago•0 comments

Turns out Windows has a package manager

https://rosipov.com/blog/turns-out-windows-has-a-package-manager/
1•8organicbits•23m ago•0 comments
Open in hackernews

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