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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

What Works: The Hardware Compatibility Filter in Neural Architecture

https://lambpetros.substack.com/p/what-actually-works-the-hardware
1•speiroxaiti•40s ago•1 comments

A Sound of Thunder (1952) [pdf]

https://www.astro.sunysb.edu/fwalter/AST389/ASoundofThunder.pdf
1•bookofjoe•1m ago•0 comments

TPUs Power the Death Star

https://theahura.substack.com/p/tech-things-tpus-power-the-death
1•theahura•2m ago•0 comments

Show HN: TnL – an exotic ETL nobody asked for

https://github.com/Griaustinis-Media/tnl
1•zaibacu•2m ago•0 comments

Show HN: SFX – A language where 0.1 and 0.2 = 0.3 and Context is first-class

https://github.com/roriau0422/sfex-lang
2•roriau•7m ago•0 comments

Show HN: Hodu – User-friendly ML toolkit built in Rust

https://github.com/daminstudio/hodu
1•HanDamin•15m ago•0 comments

iCalendar.org – Promoting the iCalendar Standard

https://icalendar.org/Home.html
2•smartmic•17m ago•0 comments

Never lose track of your spending

https://spendlog.app
1•sumonoahid•19m ago•1 comments

Ember: A hot plate controller powered by USB-C Power Delivery

1•NotARoomba•20m ago•0 comments

Comparing genuine and fake Casio F91-W watches

https://www.burningimage.net/genuine-and-fake-casio-f91w/
1•rwmj•24m ago•0 comments

Beijing-linked hackers are hammering max-severity React bug, AWS warns

https://www.theregister.com/2025/12/05/aws_beijing_react_bug/
5•alsetmusic•24m ago•0 comments

Ireland's Inability to Defend Itself

https://www.irishpoliticsnewsletter.ie/p/ireland-neutrality
2•arthurz•25m ago•0 comments

Science Communications on YouTube

https://blogs.memphis.edu/awindsor/2025/02/25/science-communication-on-youtube/
2•azhenley•26m ago•0 comments

How to Fix a Typewriter and Your Life

https://www.nytimes.com/interactive/2025/11/20/us/typewriter-repair-seattle-bremerton.html
2•bookofjoe•29m ago•3 comments

Show HN: FingerGo – lightweight cross-platform touch-typing trainer

https://github.com/AshBuk/FingerGo
1•AshBuk•31m ago•1 comments

Show HN: Open-source tool to detect breaking changes and generate WAF rules

https://github.com/clay-good/blastauri
1•hireclay•34m ago•0 comments

Agentic e-commerce and OpenAI Shopping Agent

https://nextword.substack.com/p/agentic-e-commerce-is-a-big-deal
2•walterbell•38m ago•0 comments

Building a Dumber Team

https://dandreamsofcoding.com/2025/07/13/building-a-dumber-team/
3•Gooblebrai•42m ago•0 comments

Working from Home Is Harming Young Employees. They're Starting to See That

https://www.nytimes.com/2025/12/01/business/young-workers-office.html
5•ghaff•43m ago•1 comments

Chamberlain blocks smart home integrations with its garage door openers – again

https://www.theverge.com/tech/839294/chamberlain-myq-garage-door-opener-update-blocks-aftermarket...
3•josephcsible•43m ago•0 comments

Could machine learning save this sea cow? (2016)

https://blog.google/technology/ai/could-machine-learning-save-sea-cow/
3•surprisetalk•44m ago•0 comments

High Performance Browser Networking

https://hpbn.co/
2•udev4096•45m ago•0 comments

The Misconceptions About Vibe-Coding

https://blog.fka.dev/blog/2025-12-06-the-misconceptions-about-vibe-coding/
3•fka•47m ago•0 comments

Power banks sold on Amazon cause $380k in property damage

https://www.abc27.com/news/consumer/recalls/power-banks-sold-on-amazon-cause-380000-in-property-d...
1•josephcsible•49m ago•1 comments

Netflix Business Metrics and the Slow Death of Hollywood

https://www.thebignewsletter.com/p/the-slow-death-of-hollywood
2•walterbell•49m ago•0 comments

Diffie-Hellman Key Exchange Visualizer

https://sidney.sh/projects/diffie-visualizer/
1•todsacerdoti•51m ago•0 comments

VCMI: An open-source engine for Heroes III

https://vcmi.eu/
1•eamag•52m ago•0 comments

Jon Voight's Plan to Save Hollywood

https://deadline.com/2025/05/jon-voight-hollywood-plan-read-in-full-trump-tariffs-1236387042/
2•walterbell•52m ago•1 comments

Anthropic's philosopher answers your questions [video]

https://www.youtube.com/watch?v=I9aGC6Ui3eE
3•Topfi•55m ago•0 comments

Lithuanian Watchdog Fines Torrent Tracker Users for Pirating Local Blockbuster

https://torrentfreak.com/lithuanian-watchdog-fines-torrent-tracker-users-for-pirating-local-block...
1•gslin•59m ago•1 comments