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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

Erasmus Rejoining: The Brexit Premium and Strategic Endgame

https://rodgercuddington.substack.com/p/erasmus-rejoining-the-brexit-premium
1•freespirt•3m ago•0 comments

'This is worse than the dot-com bubble' – Ed Zitron [video]

https://www.youtube.com/watch?v=C35bMFVDrlo
1•willvarfar•4m ago•1 comments

The Deadweight Loss of Entertainment

https://moultano.wordpress.com/2025/12/09/the-dead-weight-loss-of-entertainment/
1•barry-cotter•7m ago•0 comments

"You Just Need Better Prompts" Is Cope

https://x.com/fullstacktard/article/2001556688441348325
1•fullstacktard•10m ago•0 comments

A2UI: An open project for agent-driven interfaces

https://developers.googleblog.com/introducing-a2ui-an-open-project-for-agent-driven-interfaces/
2•duck•11m ago•0 comments

Show HN: DocsRouter – The OpenRouter for OCR and Vision Models

https://docsrouter.com
2•misbahsy•12m ago•0 comments

Ask HN: How did you learn to debug production incidents?

1•binora•13m ago•0 comments

Systemic territoriality in academia: The Gollum effect's impact

https://www.cell.com/one-earth/fulltext/S2590-3322%2825%2900140-X
1•taubek•17m ago•0 comments

Notes on Making Stuff with Decker

https://ahmwma.itch.io/phield-notes
1•celadevra_•19m ago•0 comments

Show HN: Lightning-extra, cloud-native plugins for PyTorch Lightning

https://github.com/ocramz/lightning-extra
1•marco_z•23m ago•0 comments

Amazon AI chief Prasad leaving; Infrastructure exec to lead unified AI group

https://www.geekwire.com/2025/amazon-ai-chief-rohit-prasad-leaving-infrastructure-exec-peter-desa...
1•JamesAdir•24m ago•0 comments

Show HN: I made a browser extension to translate random words to Japanese

https://gitlab.com/sudachidev/kanahover
2•Sudachidev•25m ago•0 comments

Ask HN: Is RSS Still Alive?

1•militanz•29m ago•0 comments

Denmark scraps controversial VPN ban proposal after public backlash

https://www.techradar.com/vpn/vpn-privacy-security/denmark-scraps-controversial-vpn-ban-proposal-...
1•maxloh•30m ago•0 comments

Advent of GitHub

https://github.com/vitoc/siege
1•vitoc•31m ago•0 comments

Update 18 December 2025: Apple ID Unblocked by Apple Executive Relations

https://bsky.app/profile/hey.paris/post/3ma3of537kk2d
4•da_grift_shift•40m ago•2 comments

MI6 chief: We'll be as fluent in Python as we are in Russian

https://www.theregister.com/2025/12/16/mi6_chief_well_be_as/
2•maxloh•42m ago•1 comments

MPs warn that UK agreements with Donald Trump are 'built on sand'

https://www.theguardian.com/politics/2025/dec/17/mps-warn-that-uk-agreements-with-donald-trump-ar...
3•KnuthIsGod•43m ago•0 comments

GitHub walks back plan to charge for self-hosted runners

https://www.theregister.com/2025/12/17/github_charge_dev_own_hardware/
4•ozgune•44m ago•2 comments

Show HN: A Save Data Calculator for the Roguelike Gacha Chaos Zero Nightmare

https://www.cznsavedata.com/
1•zittur•45m ago•0 comments

Show HN: Campers – Remote cloud dev environments that feel like localhost

https://github.com/kamilc/campers
1•kamilc•51m ago•0 comments

UK Puberty Blockers Controversy

https://rodgercuddington.substack.com/p/uk-puberty-blockers-controversy
2•freespirt•53m ago•0 comments

Exergy Economics [video]

https://www.youtube.com/watch?v=qqAzhmW4_gQ
1•measurablefunc•58m ago•0 comments

UX Is Dead, Long Live UX

https://www.nngroup.com/articles/long-live-ux/
1•kaizenb•59m ago•0 comments

Stop using dotenv and switch to dotenvx today

https://medium.com/@_mfk/why-you-should-stop-using-dotenv-and-switch-to-dotenvx-today-ff7c05a24c20
4•_mfk•1h ago•1 comments

BrainPredict – 445 on‑prem AI models for business predictions, no LLMs

https://brainpredict.ai
2•brainpredict•1h ago•1 comments

Building Open Source Manus

https://github.com/boxlite-labs/boxlite
1•dorianzheng•1h ago•0 comments

Scammers, spies and triads: inside cyber-crime's $15T global empire

https://www.youtube.com/watch?v=a9cugMoM89w
1•zoenolan•1h ago•0 comments

Hacker News Dark Mode Extension

https://www.icsusa.com/hndarkmode.html
1•lastdong•1h ago•1 comments

Nuno Loureiro – Plasma Physics: from fusion energy to cosmic magnetogenesis [video]

https://www.youtube.com/watch?v=0hiy7hxjZ5s
2•Jimmc414•1h ago•0 comments