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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Foreign-dlopen: call dlopen from static programs

https://github.com/pfalcon/foreign-dlopen
1•todsacerdoti•3m ago•0 comments

Why our AI future may look less like Skynet and more like Olympus

https://awesomeworld.substack.com/p/why-our-ai-future-may-look-less-like
1•dstavisky•4m ago•1 comments

Gex X Rocks but Whatever

https://medium.com/@jonathacz99/what-a-sex-worker-notices-about-gen-x-and-gen-z-men-fd0d13b6c203
1•karmaniverous•7m ago•0 comments

Show HN: A Minimal Monthly Task Planner (printable, offline, no signup)

https://printcalendar.top/
1•defcc•8m ago•0 comments

Google has released Android 16 QPR2's source code

https://www.androidauthority.com/android-16-qpr2-source-code-3621513/
1•thunderbong•8m ago•0 comments

Faith

https://en.wikipedia.org/wiki/Faith
2•marysminefnuf•9m ago•1 comments

AI agent achieves Rank 1 across major CTFs – a defining moment for cybersecurity

https://arxiv.org/abs/2512.02654
1•vmayoral•15m ago•1 comments

Show HN: Nano Banana Pro MCP

https://github.com/mrafaeldie12/nano-banana-pro-mcp
1•ohtarnished•15m ago•0 comments

Show HN: Kling 2.6 – Unified Audio-Video Generation from a Single Prompt

https://www.klingo1ai.net/kling-2.6
1•lu794377•16m ago•0 comments

Satellite megaconstellations will threaten space-based astronomy

https://www.nature.com/articles/s41586-025-09759-5
4•jdnier•17m ago•0 comments

Jensen Huang on Joe Rogan Experience Podcast [video]

https://www.youtube.com/watch?v=3hptKYix4X8
2•vinhnx•19m ago•0 comments

Should CSS Be Constraints?

https://pavpanchekha.com/blog/why-css-bad.html
2•pavpanchekha•22m ago•0 comments

Show HN: Honor Quote – a new way to spot AI cheating on schoolwork

https://honorquote.com
1•ckrapu•24m ago•0 comments

A natural experiment on the effect of herpes zoster vaccination on dementia

https://www.nature.com/articles/s41586-025-08800-x
3•joebig•26m ago•0 comments

Show HN: BackMark – Markdown task manager built for AI-assisted coding

https://backmark.tech/
1•grazulex•28m ago•0 comments

Show HN: Shipmark – Git release management CLI with zero dependencies

https://shipmark.tech/
1•grazulex•29m ago•0 comments

AI Agents and Agentic Commerce: Strategic Insights for Business Leaders

https://lightrains.com/blogs/ai-agentic-commerce-business-insights/
1•niksmac•30m ago•0 comments

San Francisco's Homeless Crackdown – It's Sorta Working [video]

https://www.youtube.com/watch?v=DGYGDxnmWdI
2•keepamovin•37m ago•0 comments

Ask HN: What would you imagine AI looks like in the future?

2•HsuWL•42m ago•0 comments

AI Might Not Harm Us in the Way You Think

https://nautil.us/ai-might-not-harm-us-in-the-way-you-think-1248498/
2•the-mitr•43m ago•1 comments

Bad Dye Job

https://daringfireball.net/2025/12/bad_dye_job
3•latexr•49m ago•0 comments

Show HN: TidesDB – A storage engine that outperforms RocksDB

https://github.com/tidesdb/tidesdb
1•alexpadula•59m ago•0 comments

Russia Bans Roblox

https://www.bbc.com/news/articles/cn41q11gy58o
28•disqard•1h ago•15 comments

Cassette tapes are making a comeback. Yes

https://theconversation.com/cassette-tapes-are-making-a-comeback-yes-really-268108
7•devonnull•1h ago•1 comments

Trees – J Wiki

https://code.jsoftware.com/wiki/User:Devon_McCormick/Trees
1•todsacerdoti•1h ago•0 comments

I Think I Found Something Weird About Physical Constants

https://quantummarmelade.substack.com/p/i-think-i-found-something-weird-about
4•obius_prime•1h ago•1 comments

Thieves are starting to steal RAM now that it's as expensive as gold

https://www.tomshardware.com/pc-components/ddr5/package-theft-leaves-pc-builder-without-ddr5
3•pabs3•1h ago•0 comments

Why is Anthropic saying "software engineering is done"?

https://www.augmentedswe.com/p/ai-augmented-software-engineering
4•wordsaboutcode•1h ago•4 comments

Rare earths startup Vulcan Elements scores $600M US federal government deal

https://www.ft.com/content/952f37ba-78b4-42a4-8d1b-2258de65f2c0
2•petethomas•1h ago•0 comments

Nano Banana Pro – AI Image Editor with Perfect Text Rendering and 4K

https://nanobanana.org
2•MikeMoh•1h ago•1 comments