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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

OpenSSL 4.0 Final Release – Live

https://openssl-library.org/post/2026-04-14-openssl-40-final-release/
1•neustradamus•1m ago•0 comments

Gemma Thinking Like Claude Opus

https://decrypt.co/364344/gemopus-gemma-4-claude-opus-style-local-ai
1•hochmartinez•3m ago•0 comments

Corporations and Climate Change: An Overview

https://wires.onlinelibrary.wiley.com/doi/full/10.1002/wcc.919
1•mariuz•4m ago•0 comments

Show HN: I built a contextual explainer to replace my dictionary extensions

https://chromewebstore.google.com/detail/rhino/dpnjiddopbpgfpmocgjbofikgdoeapab
1•oishika10•5m ago•0 comments

Anna's Archive Loses $322M Spotify Piracy Case Without a Fight

https://torrentfreak.com/annas-archive-loses-322-million-spotify-piracy-case-without-a-fight/
3•askl•8m ago•0 comments

Tips for a Successful Life by Agnes Callard

https://twitter.com/AgnesCallard/status/1503108298349838336
2•jimsojim•11m ago•0 comments

Bernt Børnich: Meet NEO, your robot butler in training [video]

https://www.ted.com/talks/bernt_bornich_meet_neo_your_robot_butler_in_training
2•fagnerbrack•15m ago•0 comments

OpenCognit – Open-source OS for autonomous AI agents

https://github.com/OpenCognit/opencognit
2•otnap•15m ago•0 comments

Show HN: Open Capital – AI-powered investing education

https://open-capital.ai
1•ivinvest284•18m ago•0 comments

Algolia Answers (2020): first implementation of RAG?

https://web.archive.org/web/20201124212210/https://www.algolia.com/doc/guides/algolia-ai/answers/
1•matthieu_bl•19m ago•1 comments

Under the hood of MDN's new front end

https://developer.mozilla.org/en-US/blog/mdn-front-end-deep-dive/
2•rguiscard•22m ago•0 comments

Nca – native-CLI-AI, an OpenCode -like TUI in Rust

https://github.com/madebyaris/native-cli-ai
2•grigio•24m ago•0 comments

AI-powered mainframe exits are a bubble set to pop: Gartner

https://www.theregister.com/2026/04/15/gartner_mainframe_exit_analysis/
2•cmsefton•27m ago•0 comments

Optique 1.0.0: environment variables, interactive prompts, and 1.0 API cleanup

https://github.com/dahlia/optique/discussions/796
2•dahlia•27m ago•0 comments

Simon Oxley, creator of GitHub Octocat and Twitter "Larry Bird", has passed away

https://www.facebook.com/story.php?story_fbid=943096662019576&id=100089577519839&rdid=Hv2uY39vkWp...
2•de_nied•28m ago•0 comments

Antigravity servers down for over 7 hours

https://discuss.ai.google.dev/t/antigravity-servers-down-for-over-7-hours/139906
3•angst•29m ago•0 comments

Australian pleads guilty to creating deepfake porn in landmark case

https://www.bbc.com/news/articles/c39333x0xeno
2•vinni2•30m ago•0 comments

Digital Sovereignty: Germany Wants Less Microsoft and Palantir

https://www.heise.de/en/news/Digital-Sovereignty-Wildberger-Wants-Less-Microsoft-and-Palantir-112...
3•doener•32m ago•0 comments

Dependencies Are Someone Else's Attack Surface

https://quodeq.ai/blog/supply-chain-attack-surface/
2•VictorPurMar•32m ago•0 comments

The Untold Story of R [video]

https://www.youtube.com/watch?v=FjSPm1PB6Y0
2•nomilk•32m ago•1 comments

I built a Node.js project focused on everything AI doesn't cover

https://github.com/prod-forge/backend
1•alexsergey2•32m ago•0 comments

Buying crypto by card costs 12× more than bank transfer – data from 21 exchanges

https://augea.io/reports/card-vs-bank-study
2•pharrisson•33m ago•0 comments

The Game Industry's dark night

https://this.os.isfine.org/blog/posts/the-video-game-industries-very-dark-night/
1•gmerc•34m ago•1 comments

Xenon and nitrous oxide: Noble and ignoble anaesthetics

https://smoothbrains.net/posts/2025-04-29-xenon-and-nitrous-oxide.html
2•eatitraw•37m ago•0 comments

Cppreference is about to be back to normal read-write mode again

https://isocpp.org/blog/2026/04/announcement-cppreference.com-update
1•mariuz•38m ago•0 comments

Spaces: A CLI Built for Humans and Agents

https://mistral.ai/news/spaces
2•lis•45m ago•0 comments

Show HN: Nanolytica – Analytics for Everything

https://nanolytica.org/
3•detay•46m ago•1 comments

Teaching Mathematics (1997) [pdf]

https://www.maths.tcd.ie/pub/Maths/Courseware/ProblemSolving/Arnold/TeachingMathematics.pdf
2•ipnon•47m ago•0 comments

Show HN: Friday Deploy – a browser-based SIM you probably won't survive

https://bentbrainstudio.com/friday-deploy/game/
1•sherlockx•50m ago•0 comments

Is Your SaaS Bill Worth It? The Honest Math Behind Build vs. Buy

https://www.appunite.com/is-saas-over-honest-evaluation
3•Przemo_Appunite•53m ago•0 comments