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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

Quirks of Human Anatomy

https://www.sdbonline.org/sites/fly/lewheldquirk/figlegq6.htm
1•gurjeet•3m ago•0 comments

GitHub Copilot: GPT-5.5 7.5x more expensive under promotional pricing than 5.4

https://docs.github.com/en/enterprise-cloud@latest/copilot/concepts/billing/copilot-requests
1•deaux•5m ago•0 comments

Firebase Competitor hits 1.3M Session Replays

https://rejourney.co/engineering/2026-04-23/rejourney-1-3-million-session-replays
3•mrashiddev•14m ago•0 comments

Turbo Vision 2.0 – a modern port

https://github.com/magiblot/tvision
1•andsoitis•16m ago•0 comments

Show HN: Built an AI that maps 17 facial dimensions and shows what to improve

https://realsmile.online
1•realsmile•17m ago•0 comments

138k LOC removed from Linux kernel to defend against LLMs

https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/linux.git/commit/?id=64edfa65062dc4509ba...
2•stroebs•17m ago•0 comments

Show HN: Collaborative sentence builder with real-time voting

https://www.sentensus.com/
1•cd-4•23m ago•0 comments

Explaining Projects Need to Scale

https://lowhangingdata.com/article/tool-job-fit/
1•mryagerr•34m ago•0 comments

ratarmount: Access large tarballs as a filesystem efficiently

https://github.com/mxmlnkn/ratarmount
1•sillysaurusx•36m ago•0 comments

Superfetation

https://en.wikipedia.org/wiki/Superfetation
2•leecoursey•38m ago•1 comments

When Your Digital Life Vanishes

https://www.newyorker.com/magazine/2026/04/27/when-your-digital-life-vanishes
1•mitchbob•41m ago•1 comments

I scraped Reddit for 51 founder complaints and turned them into 17 SaaS ideas

https://webmatrices.com/app-ideas
1•bishwasbh•42m ago•0 comments

Frontman is an open-source AI coding agent that lives in the browser

https://github.com/frontman-ai/frontman
1•danboarder•51m ago•0 comments

Need 12 testers for 14 days

1•apoorvdarshan•54m ago•0 comments

What's New in Firefox 150

https://www.firefox.com/en-GB/whatsnew/150/
1•dotcoma•54m ago•1 comments

A pipeline that forces AI to justify decisions before acting (I'm a florist)

https://github.com/anchor-cloud/solace-vera-observability
1•ammulnix•55m ago•0 comments

I just beat AI traders with math

https://pypi.org/project/sagan-trade/
3•thattechgeek•55m ago•2 comments

Global Telecom Exploitation by Covert Surveillance Actors

https://citizenlab.ca/research/uncovering-global-telecom-exploitation-by-covert-surveillance-actors/
2•pabs3•1h ago•0 comments

Show HN: Bunny Agent – Build Coding Agent SaaS via Native AI SDK UI

https://github.com/buda-ai/bunny-agent
1•chepy•1h ago•0 comments

The Observer Effect – Abelian Probability Theory

https://lcsig.github.io/Observer-Effect/
1•lcsig•1h ago•0 comments

Can jarrah forests be recovered after bauxite mining?

https://particle.scitech.org.au/earth-water/can-jarrah-forests-be-recovered-after-bauxite-mining/
2•defrost•1h ago•0 comments

Show HN: VT Code – Rust TUI coding agent with multi-provider support

https://github.com/vinhnx/VTCode
2•vinhnx•1h ago•0 comments

Musk Drops Fraud Claims Against OpenAI, Altman Ahead of Trial

https://www.bloomberg.com/news/articles/2026-04-25/musk-drops-fraud-claims-against-openai-altman-...
6•dancric•1h ago•0 comments

2026 Hugo Nominees

https://www.thehugoawards.org/hugo-history/2026-hugo-awards/
1•zmj•1h ago•0 comments

Midori Browser with VPN 11.7 has arrived

https://astian.org/midori-en/awesome-midori-11-7-with-vpn-has-arrived/
1•ponchale•1h ago•0 comments

Conspiracy about missing/dead scientists from online forums to the White House

https://apnews.com/article/scientists-missing-dead-conspiracy-theories-c046ce6d0a004e6a3e1971ff76...
2•EA-3167•1h ago•0 comments

AI Socratic – The Latest in AI of April 2026

https://aisocratic.org/blog/ai-socratic-april-2026
1•feulf•1h ago•1 comments

Why the Washington Post Lost in Virginia

https://www.semafor.com/article/04/22/2026/why-the-washington-post-lost-in-virginia
2•lando2319•1h ago•0 comments

BugBash'26 Keynote

http://muratbuffalo.blogspot.com/2026/04/bugbash26-keynote.html
2•zdw•1h ago•0 comments

ICLR 2026 Outstanding Papers

https://blog.iclr.cc/2026/04/23/announcing-the-iclr-2026-outstanding-papers/
1•matt_d•1h ago•0 comments