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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

Make Something Heavy

https://www.workingtheorys.com/p/make-something-heavy
1•herbertl•52s ago•0 comments

The Zurich Protocol

https://werd.io/the-zurich-protocol/
1•benwerd•2m ago•0 comments

Show HN: BmuS Backup tool now supports Docker

https://github.com/back-me-up-scotty/bmus
1•bmus•2m ago•0 comments

We can't have nice things because of AI scrapers

https://blog.metabrainz.org/2025/12/11/we-cant-have-nice-things-because-of-ai-scrapers/
1•LorenDB•3m ago•0 comments

Is it a joke?

https://novalis.org/blog/2025-11-06-is-it-a-joke.html
3•luu•5m ago•0 comments

Roadmap for using transcranial ultrasound to learn more about consciousness

https://news.mit.edu/2026/new-tool-could-tell-us-how-consciousness-works-0112
1•jjoe•5m ago•0 comments

An archaeology of tracking on government websites

https://www.flux.utah.edu/paper/singh-pets26
4•luu•5m ago•0 comments

Small Kafka: Tansu and SQLite on a Free T3.micro (AWS Free Tier)

https://blog.tansu.io/articles/broker-aws-free-tier
2•enether•6m ago•0 comments

Ford CEO Jim Farley Says Physical Buttons Still Being Figured Out

https://fordauthority.com/2026/01/ford-ceo-jim-farley-says-physical-buttons-still-being-figured-o...
1•bookofjoe•7m ago•1 comments

JVM Rainbow – Mixing Java Kotlin Scala Clojure and Groovy

https://github.com/Hakky54/java-tutorials/tree/main/jvm-rainbow
1•hakky54•7m ago•1 comments

Firefox DevTools Hides Unreferenced CSS Variables – Stefan Judis Web Development

https://www.stefanjudis.com/notes/firefox-devtools-unreferenced-css-variables/
2•janandonly•9m ago•0 comments

Categorical Foundations for Cute Layouts

https://arxiv.org/abs/2601.05972
1•zvr•9m ago•1 comments

Hegseth Wants to Integrate Grok into Pentagon Networks

https://arstechnica.com/ai/2026/01/hegseth-wants-to-integrate-musks-grok-ai-into-military-network...
2•zelon88•9m ago•0 comments

Giving coding agents situational awareness (from shell prompts to agent prompts)

https://dave.engineer/blog/2026/01/agent-situations/
1•dave1010uk•10m ago•1 comments

Running Lean at Scale

https://harmonic.fun/news#blog-post-lean
5•eab-•10m ago•0 comments

Atheist's Wager

https://en.wikipedia.org/wiki/Atheist%27s_wager
1•olalonde•10m ago•0 comments

Could police crackdowns help criminal networks?

https://phys.org/news/2025-12-police-crackdowns-criminal-networks.html
1•PaulHoule•11m ago•0 comments

A brilliant warning about the gamification of everyday life

https://www.theguardian.com/books/2026/jan/06/the-score-by-c-thi-nguyen-review-a-brilliant-warnin...
1•herbertl•12m ago•0 comments

2026 Internet Blackout in Iran

https://en.wikipedia.org/wiki/2026_Internet_blackout_in_Iran
2•pykello•13m ago•0 comments

Epic accuses Health Gorilla of improperly accessing medical records

https://www.channel3000.com/news/epic-accuses-silicon-valley-based-network-of-allowing-improper-a...
1•primitivesuave•13m ago•0 comments

Meta Unveils Nuclear-Power Plan to Fuel Its AI Ambitions

https://www.wsj.com/tech/ai/meta-unveils-sweeping-nuclear-power-plan-to-fuel-its-ai-ambitions-65c...
1•gmays•13m ago•0 comments

We built the "Excel of Finance Apps," but the growth isn't there. Next move?

1•caoxhua•14m ago•3 comments

We Synchronize .NET's Virtual Monorepo

https://devblogs.microsoft.com/dotnet/how-we-synchronize-dotnets-virtual-monorepo/
1•jayd16•14m ago•0 comments

Navigating the volatile silicon market: updates on memory and storage pricing

https://frame.work/de/en/blog/updates-on-memory-pricing-and-navigating-the-volatile-memory-market
1•layer8•15m ago•0 comments

Premeditatio Malorum and Anxiety

https://jondeaton.github.io/post/premeditatio_malorum/
2•semiinfinitely•17m ago•0 comments

How does Golang know time.Now?

https://tpaschalis.me/golang-time-now/
1•fanf2•19m ago•0 comments

Bevy 0.18

https://bevy.org/news/bevy-0-18/
3•_han•19m ago•0 comments

StudentRisk AI – Predicting student dropout and wellbeing using AI and analytics

https://studentrisk.admnwizard.com/dashboard
1•sureshwin•21m ago•1 comments

Show HN: DeepFace now supports DB-backed vector search for face recognition

https://sefiks.com/2026/01/01/introducing-brand-new-face-recognition-in-deepface/
1•serengil•23m ago•0 comments

Give the Internet an Infinite Word Search and the Internet Will Draw Dicks on It

https://gizmodo.com/give-the-internet-an-infinite-word-search-and-the-internet-will-draw-a-dick-o...
1•yathern•24m ago•0 comments