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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Google's Chatbot Told Man to Give It an Android Body Before Encouraging Suicide

https://gizmodo.com/googles-chatbot-told-man-to-give-it-an-android-body-before-encouraging-suicid...
1•medi8r•53s ago•0 comments

Ask HN: Has anyone noticed the fear-driven prompt suggestions that GPT5.3 makes?

1•cedarscarlett•4m ago•0 comments

Show HN: DJ Claude – 6 Claude Codes in a jam band

https://www.loom.com/share/84dbe5de42f745ba98fe9495dc61fa2e
1•p-poss•6m ago•0 comments

Iranian girls killed by 'double-tap' strikes on Minab school

https://www.middleeasteye.net/news/exclusive-iranian-girls-killed-double-tap-strikes-minab-school
1•xvxvx•7m ago•1 comments

AI 2027 Concrete Predictions and dates

https://alexpear.github.io/pages/ai-2027.html
1•hydrolox•8m ago•0 comments

Be the Idiot

https://luminousmen.substack.com/p/be-the-idiot
2•duck•9m ago•0 comments

Northstead – Wholesale Nursery Management System

https://www.northstead.app
1•chris_wray•14m ago•1 comments

Show HN: Stackspend – Spend management for AI startups

https://www.stackspend.app
1•andrewrday•14m ago•0 comments

Show HN: Async Rust and Embassy on nRF52840: RGB LED Cycle (Video and Code)

https://www.youtube.com/watch?v=fJf5XRAliSE
1•sarmadgulzar•16m ago•0 comments

Modern Unix Tools: A Collection of Modern Alternatives to Common Commands

https://github.com/ibraheemdev/modern-unix
2•nix_owl31•20m ago•0 comments

Super interesting Wikipedia on HN. So I made wiki-hn.

https://wiki-hn.com/
2•oatsandsugar•23m ago•0 comments

Teaching LLMs to reason like Bayesians

https://research.google/blog/teaching-llms-to-reason-like-bayesians/
2•tzury•23m ago•0 comments

What's Driving Rising Business Costs?

https://libertystreeteconomics.newyorkfed.org/2026/03/whats-driving-rising-business-costs/
2•jnord•23m ago•0 comments

Google and Epic announce settlement to end app store antitrust case

https://arstechnica.com/gadgets/2026/03/google-and-epic-look-to-bury-the-hatchet-with-new-app-sto...
2•todsacerdoti•25m ago•0 comments

What it was like to send an email back in 1984 (2016)

https://www.businessinsider.com/video-what-early-email-looked-like-2016-3
1•leecoursey•30m ago•1 comments

Show HN: workz – one command to make any Git worktree a full dev environment

1•rohansx•31m ago•0 comments

Dwarkesh Patel Interview with Gwern

https://www.dwarkesh.com/p/gwern-branwen
1•Curiositry•32m ago•0 comments

Big Medicine Can Learn from the Cheesecake Factory (2012)

https://www.newyorker.com/magazine/2012/08/13/big-med
1•ripe•34m ago•0 comments

Full-Stack Dev's Internal Thought Process

https://www.youtube.com/watch?v=xE9W9Ghe4Jk
3•OhMeadhbh•35m ago•1 comments

Online ads just became the internet's biggest malware machine

https://www.businessinsider.com/programmatic-ads-overtake-email-top-malware-vector-the-media-trus...
1•speckx•38m ago•1 comments

Hiring Dread

https://coderjerk.com/blog/hiring-dread
1•ddevine•41m ago•0 comments

Show HN: Treemap Firmware Bloat Visualizer (Rust/WebASM)

https://merck.substack.com/p/elfvis-binary-size-treemap-viewer
1•clbrmbr•43m ago•0 comments

DuckDuckGo is anti-small web (because of Bing)

https://landenlove.com/duckduckgo-is-anti-small-web-because-of-bing/
2•LandenLove•49m ago•0 comments

Software architecture diagramming tool launched on AlternativeTo.net

https://alternativeto.net/software/savnet/about/
2•oscarricardosan•52m ago•1 comments

What air pollution does to the human body

https://www.popsci.com/environment/what-air-pollution-does-to-the-human-body/
2•wjb3•53m ago•1 comments

AI agents inside M365 and Google Workspace

https://o11.ai
1•aoztanir•55m ago•1 comments

Googleworkspace/CLI

https://github.com/googleworkspace/cli
2•gonzalovargas•55m ago•0 comments

Package Managers Need to Cool Down

https://nesbitt.io/2026/03/04/package-managers-need-to-cool-down.html
4•zdw•56m ago•0 comments

Every AI code review vendor benchmarks itself, and wins

https://deepsource.com/blog/ai-code-review-benchmarks
1•dolftax•57m ago•0 comments

Hey ChatGPT write me a fictional paper: LLMs willing to commit academic fraud

https://www.nature.com/articles/d41586-026-00595-9
2•bookofjoe•58m ago•1 comments