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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

Apple's chief chip architect has reportedly talked to Tim Cook about leaving

https://www.tomshardware.com/tech-industry/apples-chief-chip-architect-for-the-last-decade-has-re...
1•pseudolus•2m ago•0 comments

Asynchronous Circuit

https://en.wikipedia.org/wiki/Asynchronous_circuit
1•DustinEchoes•6m ago•0 comments

Programming Party Tricks [video]

https://www.youtube.com/watch?v=4KdvcQKNfbQ
1•marvinborner•6m ago•0 comments

Lessons Learned After Trying MeshCore for Off-Grid Text Messaging

https://hackaday.com/2025/12/06/lessons-learned-after-trying-meshcore-for-off-grid-text-messaging/
2•lxm•13m ago•0 comments

The Authentication Rabbit Hole: What I Learned from Vibe-Coding Auth with AI

https://fusionauth.io/blog/vibe-coding-authentication
2•mooreds•15m ago•0 comments

Show HN: Enterprise ad-blocker and privacy guard

https://zen.irbis.sh/enterprise
2•anfragment•25m ago•0 comments

Claude Diary

https://rlancemartin.github.io/2025/12/01/claude_diary/
2•aratahikaru5•29m ago•1 comments

HiRTOS: A high-integrity multi-core RTOS kernel written in SPARK Ada

https://github.com/jgrivera67/HiRTOS
2•jacques_chester•34m ago•0 comments

Multiplying our way out of division

https://xania.org/202512/07-division-again
2•ibobev•39m ago•0 comments

Show HN: I replaced my premium workout app with vibecode

https://strengthquest.lovable.app/
2•maddmann•39m ago•0 comments

NY judge orders ChatGPT conversation handover in newspaper copyright win

https://www.nydailynews.com/2025/12/03/ny-judge-orders-openai-to-hand-over-chatgpt-conversations-...
4•gnabgib•47m ago•0 comments

Oath of the Horatii

https://en.wikipedia.org/wiki/Oath_of_the_Horatii
1•andsoitis•49m ago•0 comments

AI chatbots can sway voters better than political advertisements

https://www.technologyreview.com/2025/12/04/1128824/ai-chatbots-can-sway-voters-better-than-polit...
1•gnabgib•51m ago•1 comments

Linux GPIB Drivers Declared Stable 53 Years After HP Introduced the Bus

https://www.phoronix.com/news/GPIB-De-Staged-Linux-6.19
3•LorenDB•52m ago•0 comments

Spinlocks vs. Mutexes: When to Spin and When to Sleep

https://howtech.substack.com/p/spinlocks-vs-mutexes-when-to-spin
18•birdculture•55m ago•1 comments

What Folk Can Do

https://folk.computer/guides/what-folk-can-do
3•luu•56m ago•1 comments

List of Common Misconceptions (Wikipedia)

https://en.wikipedia.org/wiki/List_of_common_misconceptions
3•greazy•59m ago•0 comments

Energy efficiency task scheduling algorithm for multi-core embedded platforms

https://www.sciencedirect.com/science/article/abs/pii/S0045790625008298
1•stevenjgarner•1h ago•1 comments

A Look into NASA's Coding Philosophy (2017)

https://observer.com/2017/07/a-look-into-nasa-coding-philosophy-kennedy-space-center-programming/
2•kristianp•1h ago•0 comments

Toyota Unintended Acceleration and the Big Bowl of "Spaghetti" Code(2013)

https://www.safetyresearch.net/toyota-unintended-acceleration-and-the-big-bowl-of-spaghetti-code/
3•SoKamil•1h ago•1 comments

The Ilya Sutskever interview – my key takeaways

https://quickchat.ai/post/ilya-sutskever-interview
2•piotrgrudzien•1h ago•0 comments

Show HN: Cdecl-dump - represent C declarations visually

https://github.com/bbu/cdecl-dump
3•bluetomcat•1h ago•0 comments

An Attempt at a Compelling Articulation of Forth's Practical Strengths and Eter

https://im-just-lee.ing/forth-why-cb234c03.txt
2•todsacerdoti•1h ago•0 comments

Algebraic Constraints [pdf]

http://reports-archive.adm.cs.cmu.edu/anon/scan/CMU-CS-83-132.pdf
1•andsoitis•1h ago•0 comments

A Grand Social Media Experiment Begins in Australia

https://www.nytimes.com/2025/12/07/world/asia/australia-social-media-ban-under-16.html
1•apparent•1h ago•0 comments

The era of jobs is ending

https://www.thepavement.xyz/p/the-era-of-jobs-is-ending
4•SturgeonsLaw•1h ago•4 comments

India's request for satellite-aided iPhone location data is a privacy nightmare

https://appleinsider.com/articles/25/12/06/indias-request-for-satellite-aided-iphone-location-dat...
3•walterbell•1h ago•0 comments

Network extensible Window System (1986)

https://en.wikipedia.org/wiki/NeWS
1•hbbio•1h ago•1 comments

Show HN : WealthYogi - Net worth Tracker

https://apps.apple.com/gb/app/wealthyogi-net-worth-tracker/id6753881658
3•aalbatross•1h ago•0 comments

Show HN: LLM-Powered Log Analysis Wrapper (Python)

https://github.com/IncidentAI-Dev/incident-summarizer-wrapper/blob/main/README.md
1•joe117•1h ago•1 comments