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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Being There: On Working in Person

https://medium.com/@maspinwall22/being-there-5c167dd8b163
1•govmaspy•48s ago•0 comments

Ask HN: Best back end to run models on Google TPU?

1•vood•5m ago•0 comments

Grok is spreading misinformation about the Bondi Beach shooting

https://www.theverge.com/news/844443/grok-misinformation-bondi-beach-shooting
1•alsetmusic•7m ago•1 comments

Ravaan.art

https://ravaan.art/?seed=71dafa3svng
2•nateb2022•8m ago•0 comments

Sam Altman's Sprint to Correct OpenAI's Direction and Fend Off Google

https://www.wsj.com/tech/ai/openai-sam-altman-google-code-red-c3a312ad
1•babelfish•8m ago•1 comments

Larry Wall, the Guru of Perl (1999)

https://www.linuxjournal.com/article/3394
1•susam•10m ago•0 comments

If AI replaces workers, should it also pay taxes?

https://english.elpais.com/technology/2025-11-30/if-ai-replaces-workers-should-it-also-pay-taxes....
3•PaulHoule•13m ago•0 comments

UK Treasury drawing up new rules to police cryptocurrency markets

https://www.theguardian.com/technology/2025/dec/15/uk-treasury-drawing-up-new-rules-to-police-cry...
2•chrisjj•14m ago•0 comments

L5: A Processing Library in Lua for Interactive Artwork

https://l5lua.org/
1•azhenley•15m ago•0 comments

A Year of Not Really Blogging

https://duggan.ie/posts/a-year-of-not-really-blogging
1•duggan•16m ago•0 comments

Adding Bits Beats AI Slop

https://gwern.net/blog/2025/good-ai-samples
2•networked•16m ago•0 comments

JSDoc types are not TypeScript types

https://jcbhmr.com/2024/12/24/jsdoc-is-not-ts/
3•jcbhmr•17m ago•0 comments

Whisper-Turbo – Cross-Platform, GPU Accelerated Whisper

https://github.com/FL33TW00D/whisper-turbo
1•montyanderson•17m ago•0 comments

Scripting on the Lido Deck (2000)

https://web.archive.org/web/20160307004219/http://www.wired.com/2000/10/cruise/
1•susam•19m ago•0 comments

Marc Andreessen and Charlie Songhurst on the past, present, and future [video]

https://www.youtube.com/watch?v=E_1cTlLpNMg
1•montyanderson•21m ago•0 comments

If you hate networking, you're probably bad at it

https://adelwu.substack.com/p/if-you-hate-networking-youre-probably
2•swyx•22m ago•0 comments

The World Is Not a Desktop (1994)

https://dl.acm.org/doi/pdf/10.1145/174800.174801
2•todsacerdoti•26m ago•0 comments

Microsoft AI

https://microsoft.ai/
3•gmays•26m ago•0 comments

I Built an App to Talk to My Dad

https://chadnauseam.com/coding/random/i-built-an-app-to-talk-to-my-dad
2•ChadNauseam•33m ago•0 comments

Breast Cancer Prediction Dashboard · Streamlit

https://breast-cancer-prediction-project-xlaymqx3l7jvnhhhsvjbh8.streamlit.app
2•yasminealiosman•37m ago•0 comments

Mesa shuts down credit card that rewarded cardholders for paying their mortgages

https://techcrunch.com/2025/12/14/mesa-shuts-down-credit-card-that-rewarded-cardholders-for-payin...
5•jnord•37m ago•0 comments

Clean, Limitless Energy Exists. China Is Going Big in the Race to Harness It

https://www.nytimes.com/2025/12/13/climate/china-us-fusion-energy.html
5•donohoe•38m ago•1 comments

Overview of the Memory Market in Mid-December 2025

https://hanchouhsu.substack.com/p/overview-of-the-memory-market-in
1•walterbell•39m ago•0 comments

Our emotional pain became a product

https://www.theguardian.com/us-news/ng-interactive/2025/dec/14/trauma-mental-health
8•worik•39m ago•1 comments

The Case Against Microservices

https://sashafoundtherootcauseagain.substack.com/p/the-case-against-microservices
2•birdculture•40m ago•0 comments

AI agents are starting to eat SaaS

https://martinalderson.com/posts/ai-agents-are-starting-to-eat-saas/
23•jnord•41m ago•13 comments

Risks for public health related to presence of furan and methylfurans in food

https://efsa.onlinelibrary.wiley.com/doi/10.2903/j.efsa.2017.5005
3•pera•44m ago•0 comments

Show HN: G023's OllamaMan – Web-based OS for managing Ollama servers

https://github.com/g023/g023-OllamaMan
1•g023•49m ago•0 comments

Scam Compounds Become Targets in Thai-Cambodian Border War

https://www.wsj.com/world/asia/scam-compounds-become-targets-in-thai-cambodian-border-war-7fbfe575
4•JumpCrisscross•52m ago•0 comments

Building a High-Performance OpenAPI Parser in Go

https://www.speakeasy.com/blog/building-speakeasy-openapi-go-library
2•indybonez•58m ago•1 comments