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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

12-hour days, no weekends: AI's brutal work culture is a warning for all of us

https://www.theguardian.com/technology/ng-interactive/2026/feb/17/ai-startups-work-culture-san-fr...
1•Stratoscope•36s ago•0 comments

The Programming Language Doesn't Matter So You Should Use Rust

https://tavakyan.substack.com/p/the-programming-language-doesnt-matter
1•tavakyan•2m ago•0 comments

Drizz.dev

1•drizz_dev•5m ago•0 comments

Berkshire Hathaway's website today resembles its 1997 design

https://web.archive.org/web/19970530212007/http://www.berkshirehathaway.com/
1•thewavelength•5m ago•2 comments

Drizz.dev

1•drizz_dev•6m ago•0 comments

Open Sesame – I Now Have to Ask My Internet Router to Give Me Internet

https://kryptokommun.ist/tech/2026/02/19/llm-gatekeeper-router.html
1•kryptokommunist•6m ago•1 comments

Ask HN: Why Science and philosophy are together?

1•modinfo•7m ago•0 comments

Advent of Compiler Optimisations 2025

https://www.youtube.com/playlist?list=PL2HVqYf7If8cY4wLk7JUQ2f0JXY_xMQm2
1•tosh•10m ago•0 comments

Show HN: Heroku/Fly.io-like app deployments to Cloudflare Containers

https://github.com/michaloo/flarepilot
1•michaloo•11m ago•0 comments

Zuna: A 380M-parameter foundation model for EEG signals

https://huggingface.co/Zyphra/ZUNA
1•victormustar•11m ago•1 comments

I reverse-engineered Zomato's Food Rescue real-time notification system

https://medium.com/@jatin.b.rx3/i-reverse-engineered-zomatos-food-rescue-feature-here-s-what-i-fo...
1•jatin-dot-py•11m ago•0 comments

On-the-fly code generation with OpenClaw won't fly

https://medium.com/versanova/on-the-fly-code-generation-wont-fly-0f7b02e69195
1•gauravsc•12m ago•0 comments

State of Clojure 2025 Results

https://clojure.org/news/2026/02/18/state-of-clojure-2025
1•adityaathalye•14m ago•0 comments

Permissive, then restrictive: concrete solutions and examples in Haskell (2020)

https://www.williamyaoh.com/posts/2020-05-03-permissiveness-solutions.html
1•todsacerdoti•15m ago•0 comments

AI, Entropy, and the Illusion of Convergence in Modern Software

https://www.abelenekes.com/p/when-change-becomes-cheaper-than-commitment
2•enekesabel•16m ago•1 comments

Baking the Context Cake

https://theelderscripts.com/baking-the-context-cake/
1•haarlemist•17m ago•0 comments

Signal launches version 8.0 with Signal Secure Backups

https://aboutsignal.com/news/signal-launches-version-8-0-with-signal-secure-backups/
1•mikae1•19m ago•0 comments

UK Names Antonia Romeo as First Woman to Head Civil Service

https://www.bloomberg.com/news/articles/2026-02-19/uk-names-antonia-romeo-as-first-woman-to-head-...
1•JustSkyfall•19m ago•0 comments

We don't need AI to cure cancer

https://outspeaker.com/post/12
1•onesandofgrain•21m ago•7 comments

/Deslop

https://tahigichigi.substack.com/p/12-red-flags-of-ai-writing-and-how
1•yayitswei•25m ago•0 comments

Ask HN: Since of humanity do we have made any difference in the universe?

1•modinfo•27m ago•0 comments

Oral history of Robert P. Colwell, Intel Pentium / IA32 lead architect [pdf]

https://www.sigmicro.org/media/oralhistories/colwell.pdf
1•fanf2•28m ago•0 comments

Wellington rages as litres of raw sewage pour into ocean

https://www.theguardian.com/world/2026/feb/19/wellington-raw-sewage-leak-spill-water-new-zealand
3•rguiscard•28m ago•0 comments

Bitwarden ignored serious CVEs reported 4 years ago

https://www.reddit.com/r/Bitwarden/s/LsJWCaQ6YD
1•cromka•30m ago•1 comments

Music Generation comes to Gemini [video]

https://www.youtube.com/watch?v=TD6FPndjhoE
1•Alifatisk•32m ago•0 comments

Boundary Point Jail A new way to break the strongest AI defences

https://www.aisi.gov.uk/blog/boundary-point-jailbreaking-a-new-way-to-break-the-strongest-ai-defe...
1•iNic•41m ago•0 comments

Show HN: Nanbeige 4.1-3B running in the browser via WebGPU

https://huggingface.co/spaces/victor/nanbeige
1•victormustar•45m ago•1 comments

On-the-fly code generation with OpenClaw won't fly

https://medium.com/versanova/on-the-fly-code-generation-wont-fly-0f7b02e69195xa
1•gauravsc•45m ago•2 comments

Forward propagation of errors through time

https://nicolaszucchet.github.io/Forward-propagation-errors-through-time/
1•iNic•46m ago•0 comments

Firms must remove 'revenge porn' in 48 hours or risk being blocked, says Starmer

https://www.theguardian.com/society/2026/feb/18/tech-firms-must-remove-revenge-porn-in-48-hours-o...
4•chrisjj•53m ago•2 comments