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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

ARM MTE Performance in Practice (Extended Version)

https://arxiv.org/abs/2601.11786
1•todsacerdoti•3m ago•0 comments

Arctic Ascent with Alex Honnold [video]

https://www.youtube.com/watch?v=ep-xRQDTiOg
1•handfuloflight•4m ago•0 comments

Halide cofounder Sebastiaan de With joins Apple's design team

https://www.threads.com/@sdw/post/DUEeAwFksRt
1•wavelander•4m ago•0 comments

The State of (AI) Code Developer Survey

https://www.sonarsource.com/resources/developer-survey-report/
1•ColinEberhardt•5m ago•0 comments

The cold war maps that can help us rethink today's Arctic conflict

https://theconversation.com/the-cold-war-maps-that-can-help-us-rethink-todays-arctic-conflict-274058
1•bryanrasmussen•6m ago•0 comments

QGIS Expression Language as a Tool for Procedural Cartography

https://geoawesome.com/qgis-expression-language-as-a-tool-for-procedural-cartography/
1•bryanrasmussen•7m ago•0 comments

Free URL Editor with a Twist

https://urleditor.online
1•docnavy•7m ago•0 comments

TikTok uninstalls surge 150% after app's US takeover

https://www.emarketer.com/content/tiktok-uninstalls-surge-150--after-app-s-us-takeover
2•FuturisticLover•11m ago•1 comments

Ask HN: We're Shipping MCPs Blind

1•tiluckdave•13m ago•0 comments

Show HN: I built a digital twin to visualize sensor drift in real-time

https://www.predictability-api.com/demo/industrial
1•OGsus•16m ago•1 comments

Generative Music with the Muse

https://computerhistory.org/blog/generative-music-with-the-muse/
3•andsoitis•18m ago•0 comments

Adding dynamic features to an aggressively cached website

https://simonwillison.net/2026/Jan/28/dynamic-features-static-site/
1•onurkanbkrc•21m ago•0 comments

Show HN: Codex.nvim – Codex inside Neovim (no API key required)

https://github.com/ishiooon/codex.nvim
3•ishiooon•25m ago•0 comments

Show HN: Relnotes.app – Turn GitHub PRs into your Friday's report automatically

https://relnotes.app/
1•hubertusputu•27m ago•0 comments

British 2-year-old breaks two world records playing pool and snooker

https://www.upi.com/Odd_News/2026/01/28/Guinness-World-Records-toddler-pool-snooker/1551769621785/
1•austinallegro•32m ago•0 comments

CATL unveils first mass-production sodium-ion battery for vehicles

https://carnewschina.com/2026/01/22/catl-unveils-worlds-first-mass-production-sodium-ion-battery-...
3•achow•34m ago•0 comments

Show HN: Shorlabs – open-source Vercel for Python/Node back ends

https://github.com/aryankashyap0/shorlabs
10•abyssglass02•35m ago•1 comments

Spanish scientists achieve complete eradication of pancreatic cancer

https://www.gamereactor.eu/spanish-scientists-achieve-complete-eradication-of-pancreatic-cancer-t...
4•blufish•39m ago•1 comments

Grok Imagine

https://grok.com/imagine
2•yihongs•41m ago•0 comments

Grok Imagine API

https://x.ai/news/grok-imagine-api
2•yihongs•41m ago•0 comments

Carnegie Mellon Unversity Computer Club FTP Server

http://128.237.157.9/pub/
1•1vuio0pswjnm7•43m ago•1 comments

Show HN: Quantum Vulnerability Database for 3,700 Japanese Public Companies

https://postqlabs.com
1•yoshi_dev•43m ago•1 comments

Why AI-Mediated Decisions Require a Ledger

https://www.aivojournal.org/reasoning-without-records/
1•businessmate•45m ago•1 comments

TikTok Settles Social Media Addiction Lawsuit Ahead of a Landmark Trial

https://www.nytimes.com/2026/01/27/technology/tiktok-settlement-social-media-addiction-lawsuit.html
7•insane_dreamer•46m ago•0 comments

Who's Hiring: Scab Protocol (Remote, Equity-Only)

https://scab.dev
1•vinnie856•50m ago•1 comments

Thoughtworks Looking Glass 2026

https://www.thoughtworks.com/insights/looking-glass
1•RoadieRoller•53m ago•0 comments

Tesla's Robotaxi Bait and Switch

https://www.thefp.com/p/teslas-robotaxi-bait-and-switch
5•fortran77•54m ago•1 comments

Bluesky in 2026: Predictions

https://bsky.social/about/blog/01-28-2026-bluesky-2026-predictions
1•mefengl•56m ago•1 comments

Global weather data from flying airplanes (2025)

https://clickhouse.com/blog/planes-weather
1•zX41ZdbW•58m ago•0 comments

Why do RSS readers look like email clients?

https://www.terrygodier.com/phantom-obligation
3•zdw•1h ago•1 comments