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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

When software becomes fast food

https://world.hey.com/joaoqalves/when-software-becomes-fast-food-23147c9b
2•kiyanwang•3m ago•0 comments

Putin Wanted AI Supremacy. Now Russia Is Struggling to Stay in the Race

https://www.wsj.com/tech/ai/putin-wanted-ai-supremacy-now-russia-is-struggling-to-stay-in-the-rac...
1•JumpCrisscross•5m ago•0 comments

Nighttime exposure to light may raise cardiovascular risk by up to 50%

https://news.harvard.edu/gazette/story/2025/12/nighttime-exposure-to-light-may-raise-cardiovascul...
1•the-mitr•5m ago•0 comments

The power crunch threatening America's AI ambitions

https://subs.ft.com/products
1•JumpCrisscross•8m ago•0 comments

Agent Definition Language (ADL): An Open Standard for Defining AI Agents

https://github.com/nextmoca/adl
1•swanandrao•10m ago•0 comments

Show HN: Lockenv – Simple encrypted secrets storage for Git

https://github.com/illarion/lockenv
2•shoemann•14m ago•0 comments

Foyer 0.21.0 is out: Hybrid in-memory and disk cache in Rust

https://github.com/foyer-rs/foyer/discussions/1210
1•tison•18m ago•0 comments

Why Is the Internet Becoming TV?

https://calnewport.com/why-is-the-internet-becoming-tv/
3•ingve•19m ago•0 comments

An EU startup just beat Nvidia in AI hardware

https://www.techradar.com/pro/obscure-eu-ai-startup-outs-massive-chip-that-has-16-384-simd-proces...
1•mnewme•20m ago•0 comments

Icons in Menus Everywhere: Send Help

https://blog.jim-nielsen.com/2025/icons-in-menus/
2•ingve•22m ago•0 comments

Agent Definition Language (ADL): An Open Standard for Defining AI Agents

https://www.nextmoca.com/blogs/agent-definition-language-adl-the-open-source-standard-for-definin...
1•swanandrao•23m ago•0 comments

Remaking Globalization for an Era of Trade Wars / Interview with Michael Pettis

https://jacobin.com/2025/12/globalization-free-trade-tariffs-debt-keynes
1•valeg•23m ago•0 comments

Show HN: Goodreads Wrapped - Spotify Wrapped for Goodreads

https://www.goodreadswrapped.com/
1•angelinawwu•24m ago•0 comments

Millions of Locations for Thousands of Brands

https://tech.marksblogg.com/alltheplaces.html
1•marklit•25m ago•0 comments

Microservices Should Form a Polytree

https://bytesauna.com/post/microservices
2•mapehe•26m ago•1 comments

Married millennials, here comes the crypto divorce cliff

https://www.cnbc.com/2025/12/07/millennials-bitcoin-crypto-divorce-law.html
2•em3rgent0rdr•28m ago•0 comments

IBM nears $11B confluent deal

https://www.reuters.com/technology/ibm-nears-roughly-11-billion-deal-confluent-wsj-reports-2025-1...
1•hulahoof•29m ago•1 comments

Chinese phonemakers seize on Apple's AI struggles

https://www.ft.com/content/5bfaf5f3-c92a-41e1-81a6-c065a1bc61c2
2•ashishgupta2209•32m ago•0 comments

Show HN: Cloudflare D1 and Kysely toolkit

https://www.npmjs.com/package/d1-kyt
1•tundrax•33m ago•1 comments

Samsung's recent AI ad spam crushes creativity, and the irony is stunning

https://www.sammobile.com/opinion/samsung-recent-ai-ad-spam-crushes-creativity-and-the-irony-is-s...
2•austinallegro•35m ago•0 comments

Rope Trick Effect

https://en.wikipedia.org/wiki/Rope_trick_effect
2•harryday•39m ago•0 comments

Artificial intelligence research has a slop problem

https://www.theguardian.com/technology/2025/dec/06/ai-research-papers
2•kefabean•39m ago•0 comments

Going direct: notes on Eli Lilly at a trillion

https://atelfo.github.io/2025/12/07/going-direct.html
1•docdeek•41m ago•0 comments

Justin Bieber dislikes Apple's dictate button placement

https://twitter.com/justinbieber/status/1997125645437194682
1•petepete•46m ago•0 comments

Show HN: Leetwrap – A "Spotify Wrapped" for LeetCode

https://www.leetwrap.com/
4•kumarsashank•50m ago•1 comments

Show HN: Preflight – Replace shell validation scripts in Dockerfiles

https://github.com/vertti/preflight
1•vertti•57m ago•0 comments

Speech and Language Processing (3rd ed. draft)

https://web.stanford.edu/~jurafsky/slp3/
1•atomicnature•1h ago•0 comments

Show HN: Crier – Push notifications via TCP or MQTT (no public IP needed)

https://github.com/skorotkiewicz/crier
2•modinfo•1h ago•0 comments

Proposed Link Between Quantum-Corrected Geodesics and Dark-Matter-Like Phenomena

https://zenodo.org/records/17848182
1•Jascon71•1h ago•0 comments

The Path to Mojo 1.0

https://www.modular.com/blog/the-path-to-mojo-1-0
3•chenzhekl•1h ago•0 comments