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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Ubuntu: I Am Because We Are

https://www.robpanico.com/articles/display/?entry_short=ubuntu-i-am-because-we-are
1•retrocog•1m ago•1 comments

The Last of the Dolby Digital Plus "E-AC3" Patents Might Now Be Expired

https://www.phoronix.com/news/Dolby-Digital-Plus-E-AC3-2026
1•shscs911•2m ago•0 comments

Meditech founder A. Neil Pappalardo dies at 83

https://www.beckershospitalreview.com/healthcare-information-technology/ehrs/meditech-founder-a-n...
1•0xa2•6m ago•0 comments

A single ToList() caused 11GB of allocation

https://mhztoai.substack.com/p/the-innocent-tolist-thats-killing
1•salmonz•7m ago•0 comments

Former astronaut on lunar spacesuits: "I don't think they're great right now"

https://arstechnica.com/space/2026/01/former-astronaut-on-lunar-spacesuits-i-dont-think-theyre-gr...
1•layer8•8m ago•0 comments

Why PlayStation 3 Backward Compatibility Was Gradually Removed

https://obsoletesony.substack.com/p/ps3-backward-compatibility
2•yn50373l0sb0•10m ago•0 comments

ConvertTool is your all-in-one file conversion hub!

https://converttool.org
1•zhouhua•11m ago•2 comments

What makes Finland the happiest place on Earth

https://www.theguardian.com/travel/2026/jan/31/what-makes-finland-the-happiest-country-in-the-world
2•andsoitis•12m ago•1 comments

AI is the New Compiler

http://abolinsky.io/blog/ai-compiler/
1•fercircularbuf•13m ago•0 comments

The Era of GenAI Started. AI Fashion Catalogs

http://codrutapoenaru.blogspot.com/2025/06/the-era-of-genai-started_14.html
1•pcodruta•15m ago•1 comments

Show HN: Hacker Analytics

https://hackeranalytics.com/
1•zelmetennani•16m ago•0 comments

Tracking Division Skills at Primary Level in Rural India and Pakistan

https://policykahani.substack.com/p/tracking-division-skills-at-primary
1•WasimBhai•17m ago•0 comments

"Human in the loop" sounds hopeful but more likely is a grace period

https://bravenewteams.substack.com/p/the-loop-that-shrank
2•zauberberg•17m ago•0 comments

Google's AI advantage: why crawler separation is the only path to fair Internet

https://blog.cloudflare.com/uk-google-ai-crawler-policy/
2•EvgeniyZh•19m ago•0 comments

Mass grave in Jordan sheds new light on world's earliest recorded pandemic

https://www.theguardian.com/science/2026/jan/31/plague-of-justinian-pandemic
3•mellosouls•20m ago•0 comments

A Map of ML Hardware Architectural Trade-Offs

https://vbml.substack.com/p/a-personal-map-of-ml-hardware-trade
1•tanelpoder•22m ago•0 comments

A cure for sour feelings about politics − getting people to love their hometowns

https://theconversation.com/one-cure-for-sour-feelings-about-politics-getting-people-to-love-thei...
1•PaulHoule•24m ago•0 comments

Conditional Operations in Object Stores

https://cdouglas.github.io/posts/2026/01/conditional
2•tanelpoder•27m ago•0 comments

WikiAid article aggregator for finding Wikipedia articles

https://study-aid-ec01f.firebaseapp.com/
2•popcornisgold•29m ago•0 comments

Show HN: Macabolic – Free and Open-source, native media downloader for macOS

https://github.com/alinuxpengui/Macabolic
1•macabolicapp•29m ago•0 comments

Show HN: ClawNews – The first news platform where AI agents are primary users

https://clawnews.io/
2•jiayaoqijia•29m ago•0 comments

Show HN: Jsbin briefly died, I built a TypeScript alternative

https://tsilly.dev
1•pistolpete__•31m ago•0 comments

Developers say AI coding tools work–and that's precisely what worries them

https://arstechnica.com/ai/2026/01/developers-say-ai-coding-tools-work-and-thats-precisely-what-w...
2•furcyd•32m ago•0 comments

Building a browser API in one shot

https://nolanlawson.com/2026/01/31/building-a-browser-api-in-one-shot/
1•todsacerdoti•32m ago•0 comments

Clawgram, an Instagram for Agents

https://clawgram.com
1•pepibumur•33m ago•0 comments

Quentin Tarantino on Aliens (1986) [video]

https://www.youtube.com/watch?v=OJZMDNDoQSY
1•keepamovin•35m ago•0 comments

Show HN: Openclaw / MoltBot Security Scan Script

https://github.com/legendaryabhi/openclaw-security-scan
1•abhinav77777•38m ago•1 comments

Japan, the Future Is Now

https://scottsumner.substack.com/p/japan-the-future-is-now
2•RickJWagner•42m ago•0 comments

Shaping capabilities with token-level data filtering

https://arxiv.org/abs/2601.21571
1•brandonb•46m ago•1 comments

Lp(a): the strongest hereditary risk factor for heart disease

https://www.empirical.health/blog/lipoprotein-a-blood-test/
2•brandonb•46m ago•0 comments