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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

How Much Should We Spend on Scientific Replication?

https://ifp.org/how-much-should-we-spend-on-replication/
1•surprisetalk•57s ago•0 comments

Where's My Orbital Habitat?

https://asteriskmag.com/issues/12-books/wheres-my-orbital-habitat
1•surprisetalk•1m ago•0 comments

Disaster Costs, 1900–2024

https://entropicthoughts.com/disaster-costs-1900-to-2024
1•surprisetalk•1m ago•0 comments

Making a Victorian CSS Border: Dual

https://jacobfilipp.com/victorian-dual/
1•surprisetalk•1m ago•0 comments

USCIS will weight H-1B lottery by salary starting Feb 2026

https://theh1brecords.substack.com/p/analysis-of-517874-petitions-reveals
1•codebyaditya•1m ago•1 comments

Show HN: I'm building an API that finds signal in form responses

https://formtone.io
1•lukapg•2m ago•0 comments

Japan suspends restart of biggest nuclear plant

https://www.france24.com/en/live-news/20260122-japan-suspends-restart-of-world-s-biggest-nuclear-...
1•geox•4m ago•0 comments

Show HN: PTA Tax Calculator – Calculate Pakistan mobile import taxes instantly

https://ptataxcalculator.org
1•yaoluxing•4m ago•0 comments

A Travel planning tool for foreigners visiting China

https://www.chinatravelroute.com
1•gwt123•4m ago•1 comments

Gemini Nano in Production: 41% Eligibility, 6x Slower, $0 Cost

http://sendcheckit.com/blog/ai-powered-subject-line-alternatives
1•michaelbuckbee•5m ago•0 comments

Avoiding Failure Is Not an Achievement

https://21yylideri.medium.com/avoiding-failure-is-not-an-achievement-f7015a3a2c58
1•volkanvardar•5m ago•0 comments

The 13

https://the-13.net/
1•brywag•5m ago•0 comments

Building a Real-Time HN Display for $15

https://medium.com/@lee.harding/building-a-real-time-hn-display-for-15-3ea1772051ff
2•kylegalbraith•7m ago•0 comments

Microsoft updates Notepad and Paint with more AI features

https://www.bleepingcomputer.com/news/microsoft/microsoft-updates-notepad-and-paint-with-more-ai-...
1•speckx•7m ago•0 comments

Tell HN: GitHub has experienced issues 60% of days this year

3•petetnt•8m ago•1 comments

Show HN: Doclific – ERD's, Architecture Diagrams, and Snippets, All in Your Repo

https://www.doclific.com
1•luker123•10m ago•0 comments

Tree-sitter vs. Language Servers

https://lambdaland.org/posts/2026-01-21_tree-sitter_vs_lsp/
1•ashton314•11m ago•0 comments

FOSS for Digital Sovereignty in the EU

https://www.more-magic.net/posts/open-source-in-the-eu.html
1•birdculture•12m ago•0 comments

AMD ROCm 7.2 Released

https://www.phoronix.com/news/AMD-ROCm-7.2-Released
1•mindcrime•12m ago•0 comments

Japan suspends largest nuclear plant hours after restart

https://www.bbc.com/news/articles/cx2yy8z91n4o
1•voxadam•13m ago•0 comments

American Decay versus American Dynamism

https://www.economist.com/finance-and-economics/2026/01/21/american-decay-versus-american-dynamism
2•andsoitis•13m ago•0 comments

Show HN: I built a JSON viewer that decodes Base64 media inline

https://viewjson.net
3•dassh•14m ago•0 comments

Speeding up Codebase adoption via new visualization techniques

https://ast-visualizer.com
3•codeviewer•19m ago•2 comments

Should corporate executives be criminally prosecuted for their misdeeds? (2019)

https://www.newstatesman.com/politics/2019/06/should-corporate-executives-be-criminally-prosecute...
1•robtherobber•19m ago•0 comments

Show HN: Codify – From Casual Browser Actions to Reusable Automation Tools

https://codify.codey.eu.org
1•cybrefly•20m ago•0 comments

China Wins as Trump Cedes Leadership of the Global Economy

https://www.nytimes.com/2026/01/22/business/davos-trump-xi-china.html
6•duxup•20m ago•1 comments

Qwen launched new open source TTS models

https://huggingface.co/collections/Qwen/qwen3-tts
2•binsquare•20m ago•0 comments

B-2 Spirit – a browser-based tactical bomber game

https://makari.world/games/B2Spirit.html
1•Emmy4life•20m ago•2 comments

Ask HN: How do you authorize AI agent actions in production?

2•naolbeyene•21m ago•0 comments

Sending Patches via Email with Git

https://en.andros.dev/blog/75beece9/sending-patches-via-email-with-git/
1•andros•21m ago•0 comments