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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

Startup idea validator – Get brutal verdict

https://dontbuild.it/
1•hackerbo•5m ago•0 comments

Students Are Skipping the Hardest Part of Growing Up

https://larrycuban.wordpress.com/2026/02/28/students-are-skipping-the-hardest-part-of-growing-up-...
1•Tomte•12m ago•0 comments

Packaging AI/ML Models as Conda Packages

https://prefix.dev/blog/packaging-ai-ml-models-as-conda-packages
1•droelf•12m ago•0 comments

OpenAI: Food First, Then Morals

1•goloroden•13m ago•0 comments

Show HN: News Pulse – Real-time global news feed, 475 sources, no algorithm

https://news-alert-eta.vercel.app
4•trevwebdev•17m ago•0 comments

Show HN: Standup.so – Paste your commits, get a standup report in seconds

https://standup-so.vercel.app
1•neoloong•23m ago•1 comments

Redirector Privacy Alternatives: forward links to privacy aware front ends

https://github.com/duyfken/RedirectorPrivacyAlternatives
2•Baljhin•28m ago•1 comments

NASA announces change to its Moon landing plans

https://www.bbc.co.uk/news/articles/c6270030neyo
2•iamflimflam1•29m ago•1 comments

Israel and the U.S. launch strikes against Iran

https://www.npr.org/2026/02/28/nx-s1-5730158/israel-iran-strikes
2•0in•30m ago•0 comments

Show HN: API checks show three suppression strategies on X

https://blog.karljtaylor.com/blog/2026-02-28-xai-search-api-suppression/
1•karljtaylor•31m ago•0 comments

When Do We Become Adults, Really?

https://www.newyorker.com/culture/annals-of-inquiry/when-do-we-become-adults-really
1•fortran77•31m ago•1 comments

Google quantum-proofs HTTPS by squeezing 2.5kB of data into 64-byte space

https://arstechnica.com/security/2026/02/google-is-using-clever-math-to-quantum-proof-https-certi...
2•maxloh•32m ago•0 comments

What Do the People Building AI Believe?

https://www.theatlantic.com/podcasts/2026/02/what-do-the-people-building-ai-believe/686173/
1•fortran77•34m ago•0 comments

Inferring Car Movement Patterns from Passive TPMS Measurements

https://dspace.networks.imdea.org/handle/20.500.12761/2011
2•wisdomseaker•35m ago•0 comments

Show HN: Mdc – Orchestrate multi-repo Docker environments with one command

https://github.com/tominaga-h/multi-docker-commander
1•tominaga-h•36m ago•0 comments

Human brain cells on a chip learned to play Doom in a week

https://www.newscientist.com/article/2517389-human-brain-cells-on-a-chip-learned-to-play-doom-in-...
2•urban_winter•38m ago•1 comments

Dario, come to Europe. Here you are allowed to do your job

2•Trickery5837•40m ago•0 comments

Show HN: Can we have Flutter-like portability without the bloated web binaries?

1•io_eric•41m ago•0 comments

Vinext: Vibe-Hacking Cloudflare's Vibe-Coded Next.js Replacement

https://www.hacktron.ai/blog/hacking-cloudflare-vinext
1•zeyu1337•41m ago•0 comments

The Day an AI Company Told The Pentagon to Go F*** Itself

https://defragzone.substack.com/p/the-day-an-ai-company-told-the-pentagon
1•frag•42m ago•0 comments

How to Cancel Claude Code

https://support.claude.com/en/articles/8325617-how-do-i-cancel-my-paid-claude-subscription
1•JasonHEIN•43m ago•1 comments

Alternative Privacy-respecting Web Front-ends to popular online platforms

https://github.com/duyfken/alternative-front-ends
1•Baljhin•47m ago•1 comments

Feature Flags: Power, Risk and Responsibility

http://emanueleminotto.github.io/blog/feature-flags-power-risk-responsabilities
1•EmanueleMinotto•53m ago•0 comments

Show HN: Open Vernacular AI Kit – preprocessing for Indian code-mixed text

https://github.com/SudhirGadhvi/open-vernacular-ai-kit
1•sudhirgadhvi•55m ago•0 comments

Monitor the Situation Dashboard

https://monitor-the-situation.com
2•aiddun•56m ago•0 comments

Show HN: FeatureDrop – Open-source product adoption toolkit

https://featuredrop.dev
1•thegdsks•59m ago•0 comments

Video Conferencing with Postgres

https://planetscale.com/blog/video-conferencing-with-postgres
2•tosh•1h ago•0 comments

Surge in giant sinkholes threatens Turkey's farmers

https://www.theguardian.com/world/2026/feb/28/i-live-in-constant-fear-surge-in-giant-sinkholes-th...
2•FailMore•1h ago•0 comments

Show HN: A VCluster in Docker with Terraform and Istio

https://github.com/madduci/vind-with-mesh
1•madduci•1h ago•0 comments

Show HN: Colored Title Bar – unique colors per VS Code workspace

https://github.com/wstuckey/colored-title-bar
2•wstuckey•1h ago•0 comments