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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

Apple in Talks to Pay Publishers for News Content to Power Siri AI

https://www.macrumors.com/2026/08/12/apple-siri-ai-publisher-talks/
1•mgh2•52s ago•0 comments

Silurian Hypothesis

https://en.wikipedia.org/wiki/Silurian_hypothesis
1•evo_9•2m ago•0 comments

The Appwrite CLI is now written in Go

https://appwrite.io/blog/post/rewriting-the-appwrite-cli-in-go
2•chiragagg5k•6m ago•0 comments

Watermarks-remover: Strip multi-vendor AI provenance marks

https://github.com/guillaumemeyer/watermarks-remover
2•thunderbong•7m ago•0 comments

Astronomers discover a new kind of cosmic object – a black hole 'star'

https://www.theguardian.com/science/2026/aug/12/astronomy-discovery-new-cosmic-object-black-hole-...
1•sandebert•8m ago•0 comments

Show HN: Fab Friends a crowdfunding site for Rwandan college students

https://www.joinfabfriends.org/donate
1•muramira•9m ago•1 comments

New Study Shows Hiking with an Engineer Has No Effect on Daily Enjoyment

https://thetrek.co/pacific-crest-trail/new-study-shows-hiking-with-an-engineer-has-no-effect-on-d...
1•theanonymousone•9m ago•0 comments

Made by Google 2026

https://blog.google/products-and-platforms/devices/pixel/made-by-google-2026/
1•saikatsg•15m ago•0 comments

Did poop enable the evolution of complex animals?

https://arstechnica.com/science/2026/08/feces-fueled-a-flurry-of-evolution-during-the-cambrian-st...
2•jnord•18m ago•0 comments

DeepMind Models

https://deepmind.google/models/
1•nimsarajay•19m ago•0 comments

How do I self-host a good-looking AI generated website

1•pcblues•19m ago•0 comments

How much memory is needed to render a TrueType font to bitmap

https://nothings.org/gamedev/font_rendering_malloc.txt
1•anitil•21m ago•1 comments

The Strongest El Niño Ever Forecast and the Hunger It Will Leave Behind

https://www.4hunger.org/p/scorched-harvest-the-strongest-el
4•fredski42•23m ago•0 comments

Show HN: LinkShip – Turn any file into a trackable, shareable link

https://linkship.net
1•sunpy•25m ago•0 comments

Show HN: Find the jobs that fit your resume in 60 seconds

https://www.seekerscore.com
3•not_wowinter14•30m ago•0 comments

ChatGPT Desktop (Codex Desktop) for Linux

https://openai.com/codex/
5•allanrbo•35m ago•0 comments

Size and Lifespan

https://xkcd.com/3283/
4•dgudkov•35m ago•0 comments

Vibe Coding Interview

http://funcall.blogspot.com/2026/08/vibe-coding-interview.html
5•zombot•36m ago•2 comments

Ratings Firm Accused of Grade Inflation Vouched for $40B of Insurer Debt

https://www.wsj.com/finance/ratings-firm-accused-of-grade-inflation-vouched-for-40-billion-of-ins...
5•petethomas•45m ago•0 comments

Patterns and problems in emerging multiagent systems

https://www.anthropic.com/research/multiagent-systems
4•ledoge•47m ago•0 comments

BrowserMesh – isolated Playwright sessions for MCP clients

https://github.com/scrollDynasty/multi-agent-browser-mcp
4•scroll11•50m ago•0 comments

Celld: Self-hosted, distributed Durable Objects

https://celld.dev/
5•godisdad•51m ago•0 comments

CFTC Advisory on Self-Certification of Incentive Programs for Prediction Markets

https://www.cftc.gov/PressRoom/PressReleases/9282-26
5•petethomas•52m ago•0 comments

Living with Depression: The Part I Never Say Out Loud

https://medium.com/freedomofthought/living-with-depression-the-part-i-never-say-out-loud-3e9c218b...
5•raynchad•52m ago•0 comments

What Kind of Particularism?

https://medium.com/freedomofthought/what-kind-of-particularism-489c113a8a9c
5•raynchad•53m ago•0 comments

Lossless codec for AI agent messages – 36% fewer tokens, overhead counted

https://github.com/reh8n/a2acompress
5•reh8n•55m ago•0 comments

Who invented the great numerical algorithms? [pdf]

https://math.pku.edu.cn/teachers/litj/notes/numer_anal/inventorstalk.pdf
4•nill0•55m ago•0 comments

My First Post

5•VimalRB•57m ago•0 comments

Show HN: CoreTrace, a visual 16-bit CPU simulator

https://coretrace.srianjaneyam.me/
5•mr-anjaneyam•1h ago•2 comments

AI to Kids by Letting Them Tweak Local Chatbots [video]

https://www.youtube.com/watch?v=fNkt41q7eqs
5•dbreunig•1h ago•0 comments