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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

Megabonk

1•dimastopel•6m ago•0 comments

Energy Revolution System

https://sites.google.com/view/energy-revolution-systems/
1•healthcareuss•8m ago•0 comments

Software Freedom Conservancy vs. Vizio Inc

https://sfconservancy.org/copyleft-compliance/vizio.html
2•pabs3•13m ago•0 comments

Waterfox 6.6.6 release notes: Privacy hardening

https://www.waterfox.com/releases/6.6.6/
3•thomassmith65•13m ago•1 comments

Photo of skydiver 'falling' past the sun's surface

https://www.livescience.com/space/the-sun/astrophotographer-snaps-absolutely-preposterous-photo-o...
1•Anon84•14m ago•0 comments

Humans rank above meerkats but below beavers in monogamy league table

https://www.theguardian.com/science/2025/dec/10/humans-rank-among-leading-monogamous-mammals-stud...
1•wjSgoWPm5bWAhXB•19m ago•0 comments

The Code That Revolutionized Orbital Simulation [video]

https://www.youtube.com/watch?v=nCg3aXn5F3M
1•RossBencina•23m ago•1 comments

The real lock-in in GitHub is not the code, but the stars

https://ashishb.net/tech/github-stars/
3•ashishb•26m ago•0 comments

'Food and fossil fuel production causing $5B of environmental damage an hour'

https://www.theguardian.com/environment/2025/dec/09/food-fossil-fuel-production-5bn-environmental...
1•robtherobber•37m ago•0 comments

Attitudes towards AI by country (2025)

https://old.reddit.com/r/dataisbeautiful/comments/1pl7xbe/oc_attitudes_towards_ai_by_country_2025/
1•embedding-shape•39m ago•1 comments

Pixel advertising wall for influencers with real-time reservation

https://influencerswall.com/
2•YurGrhm•41m ago•1 comments

Rich Headers: leveraging this mysterious artifact of the PE format

https://www.virusbulletin.com/virusbulletin/2020/01/vb2019-paper-rich-headers-leveraging-mysterio...
2•todsacerdoti•44m ago•0 comments

Building a Multiplayer Game with Polyglot Microservices: Architecture Lessons

https://gitlab.com/RobinTrassard/codenames-microservices/-/tree/account-java-version
1•birdculture•44m ago•0 comments

I was tired of removing video backgrounds, so I built a simpler solution

https://removebgvideo.com/
1•quchao•45m ago•2 comments

Unpredictable code behavior is a hidden driver of cloud waste

https://portugalstartupnews.com/2025/12/12/the-cloud-mistake-that-quietly-drains-startup-runway/
1•rodriguejr•45m ago•1 comments

Building Trustworthy AI Agents

https://www.schneier.com/blog/archives/2025/12/building-trustworthy-ai-agents.html
1•Garbage•45m ago•0 comments

'It May Be Worse'–No Fix for New Google Chrome Attacks

https://www.forbes.com/sites/zakdoffman/2025/12/12/it-may-be-worse-no-fix-for-new-threat-to-googl...
4•ColinWright•51m ago•0 comments

The simple cult camera that inspired Instagram (2017)

https://www.bbc.com/future/article/20171113-the-toy-camera-that-inspired-instagram
1•mastazi•52m ago•0 comments

Over 12,000 Startup Ideas Right Here

2•suhaspatil101•53m ago•1 comments

Clean, Limitless Energy Exists. China Is Going Big in the Race to Harness It

https://www.nytimes.com/2025/12/13/climate/china-us-fusion-energy.html
5•fleahunter•56m ago•0 comments

Get your social Media to explode

https://magiclip.io/article-subtitles.html
2•Sabr0•1h ago•1 comments

I think I might be done for a while

https://varunraghu.com/i-think-i-might-be-done-for-a-while/
4•Lagogarda•1h ago•2 comments

Can I use HTTPS RRs?

https://www.netmeister.org/blog/https-caniuse.html
1•fanf2•1h ago•0 comments

How much AI do we need, really?

https://newsletter.alastairrushworth.com/p/how-much-ai-do-we-need-really
2•alastairr•1h ago•0 comments

Tell HN: Cloudflare now censors Polymarket in Germany

3•baobabKoodaa•1h ago•3 comments

The secretive world of North Korean science fiction (2023)

https://arstechnica.com/culture/2023/08/the-strange-secretive-world-of-north-korean-science-fiction/
2•doener•1h ago•0 comments

Windows 3.1 in the Browser

https://www.pcjs.org/software/pcx86/sys/windows/3.10/
4•memalign•1h ago•0 comments

Show HN: Hands on tutorial for open source contribution

https://github.com/firstcontributions/first-contributions
3•promptmike•1h ago•0 comments

New Solitaire Gaming Website

https://www.trysolitaire.com
1•ssmallya•1h ago•0 comments

Show HN: League of Legends AI Assistant (OpenSource)

https://github.com/sorena-ai/LeagueAiCoach
2•legalcriminal•1h ago•0 comments