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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

Ultrafine Martian dust presents additional risks for future crewed missions

https://www.pnas.org/doi/10.1073/pnas.2620747123
1•caiobegotti•3m ago•0 comments

Show HN: DropMyPage – turn an HTML file or PDF into a link and QR code

https://dropmypage.com
1•mukeshdotnet•8m ago•0 comments

Crushed Shells Protect Against Ocean Acidification

https://www.ucdavis.edu/news/how-crushed-shells-protect-against-ocean-acidification
1•gmays•8m ago•0 comments

Is hosting an open-source inference engine profitable?

https://userecurrence.ai/research/is-hosting-open-source-inference-profitable
1•jinqueeny•9m ago•0 comments

Silicon Valley Promises AI Will Cure Disease. Drugmaker CEOs Aren't Buying It

https://www.wsj.com/tech/ai/silicon-valley-promises-ai-will-cure-disease-drugmaker-ceos-arent-buy...
1•nradov•9m ago•0 comments

Unlocking the (Nintendo) lockout (see pages 6-9) [pdf]

https://archive.nes.science/nintendoage-forums/static.nintendoagemedia.com/ezine/Issue_07-2008.pdf
1•pseudohadamard•12m ago•0 comments

Show HN: No-JS <dialog> in Blades CSS v3.1.1 (a Pico CSS fork)

https://blades.dev/css/modal/
1•anydigital•13m ago•0 comments

I Built an AI That Works Through the Apocalypse – Will Prowse [video]

https://www.youtube.com/watch?v=E2N7IsZ_Xio
1•bbrookshier•14m ago•0 comments

Old, Polluting Jet Engines Are Being Scavenged to Power Data Centers

https://www.nytimes.com/2026/11/03/climate/jet-engines-ai-data-center-generators-boneyard.html
2•JumpCrisscross•20m ago•0 comments

Failed Experience → Hypothesis → Refutation → Principle → Worldview

https://zenodo.org/records/22706328
1•shoman3003•21m ago•0 comments

Is Your TV Spying on You

https://zlu.me/2026/11/02/is-your-tv-spying-on-you.html
1•zlu•21m ago•0 comments

Tell HN: Don't use Postman, they proxy your info without your permission

1•neya•23m ago•0 comments

Design Tenets for Agent Identity Management Systems

https://www.nist.gov/blogs/cybersecurity-insights/design-tenets-agent-identity-management-systems
1•mooreds•25m ago•1 comments

Terence Tao: Math 2.0 [video]

https://www.youtube.com/watch?v=aHpPoNNTOKY
1•vismit2000•28m ago•0 comments

The easiest Chrome extension to fix your GEO and SEO

https://lumi-geo.pages.dev/
1•GoarDev•29m ago•0 comments

Zero Wire, a hub for investigating critical Internet vulnerabilities

https://blog.cloudflare.com/zero-wire/
1•882542F3884314B•31m ago•0 comments

American military unit which collects lines of thought has this technology

1•whiteangel1984•31m ago•0 comments

Astrology became a big bucks business in India

https://finshots.in/archive/how-astrology-became-a-big-bucks-business-in-india/
2•vismit2000•32m ago•0 comments

The Deadly 1.5-Mile Corridor That Shows the Fatal Flaw in America's Road Design

https://www.wsj.com/us-news/the-deadly-1-5-mile-corridor-that-shows-the-fatal-flaw-in-americas-ro...
2•gmays•34m ago•0 comments

How do you evaluate proxy reliability beyond speed tests?

https://hideproxy.io/
2•MeadowMayer•35m ago•0 comments

Gefs: A new file system built for Plan 9

https://orib.dev/gefs.html
3•vismit2000•36m ago•0 comments

Ruffle – Stable Releases, API, Text and Everything Else

https://ruffle.rs/blog/2026/11/04/stable-releases-and-everything-else
3•tigger0jk•38m ago•0 comments

Show HN: ADB dock a macOS menu bar app to wirelessly connect Android devices

https://github.com/tripathiamritansh/adbdock
2•thisisamri•42m ago•0 comments

Ask HN: AI Side/personal projects to improve hireability?

2•tayo42•43m ago•0 comments

Brand Triad – Desire · Thoughtfulness · Belonging

https://luxury-triad.surge.sh/
2•motohagiography•44m ago•1 comments

Greece has its own Pompeii: Thera buried Akrotiri in ash 17th-16th century BCE

https://www.smithsonianmag.com/history/greece-has-its-own-pompeii-and-the-ruins-tell-a-captivatin...
2•derbOac•48m ago•0 comments

Whose words are these? Testing agentic provenance

https://latentmirror.com/posts/the-verdict-layer-test/
2•latentmirror•1h ago•1 comments

Continual learning and 150KB timing models without backpropagation

https://buildcivilization.com/learner/results
4•marsargeadai•1h ago•0 comments

The Grid Protectors Program

https://openai.com/index/grid-protectors-program/
2•gnabgib•1h ago•0 comments

Running 17 Claude Code bots in a real company for $100/month

https://botsinproduction.com/blog/what-10-claude-code-bots-cost-per-month/
10•oi_ops•1h ago•3 comments