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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

A Difference-in-Differences Study of Cursor's Impact on Software Projects

https://arxiv.org/abs/2511.04427
1•kllrnohj•1m ago•0 comments

Show HN: ZigFormer – An LLM implemented in pure Zig

2•habedi0•2m ago•0 comments

Same-day upstream Linux support for Snapdragon 8 Elite Gen 5

https://www.qualcomm.com/developer/blog/2025/10/same-day-snapdragon-8-elite-gen-5-upstream-linux-...
2•mfilion•3m ago•0 comments

I built a startupkit with built in AI agents acting as your product team

https://www.startupkit.today
1•VladCovaci•6m ago•1 comments

Face transplants promised hope. Patients were put through the unthinkable

https://www.theguardian.com/science/2025/nov/27/face-transplant-patients-results-outcomes
3•n1b0m•10m ago•0 comments

A.I.'s Anti-A.I. Marketing Strategy

https://www.nytimes.com/2025/11/26/opinion/ais-anti-ai-marketing-strategy.html
1•mitchbob•11m ago•1 comments

'Extraordinary Discovery' at Orkney's Ness of Brodgar Neolithic Site

https://www.bbc.com/news/articles/c7836wvx4q4o
2•ohjeez•13m ago•0 comments

Beyond the Geometry of Music

https://johncarlosbaez.wordpress.com/2025/11/22/dmitri-tymoczko/
1•surprisetalk•14m ago•0 comments

Understanding the Brilliant Design of an Automatic Center Punch

https://www.core77.com/posts/139029/Understanding-the-Brilliant-Design-of-an-Automatic-Center-Punch
2•surprisetalk•15m ago•0 comments

Show HN: Intrinsic – Desktop app for financial report metric extraction

https://github.com/vctrla/intrinsic
1•vctrla•15m ago•0 comments

The Easiest Way to Build a Type Checker

https://jimmyhmiller.com/easiest-way-to-build-type-checker
2•surprisetalk•15m ago•0 comments

So you want to build AI agent group chat?

https://zknill.io/posts/how-to-build-ai-group-chat/
1•zknill•15m ago•0 comments

Looking for 10–15 apps to test my LLM security scanner (pre-launch,free reports)

https://scanmyllm.com
1•adam_ftt•16m ago•1 comments

This Charming English Village Uses Sleds Instead of Cars

https://www.atlasobscura.com/places/the-sledges-of-clovelly-clovelly-england
1•thunderbong•17m ago•0 comments

Guided Meditation Podcast Aggregator

https://meditation.alastairrushworth.com/
2•alastairr•18m ago•1 comments

Tell HN: Happy Thanksgiving

1•turkeyboi•18m ago•0 comments

Exploring the Beauty of Roger Penrose's Journal

https://abakcus.com/article/exploring-the-beauty-of-roger-penroses-journal/
2•oliverkwebb•19m ago•0 comments

Electric Discharges Detected on Mars

https://phys.org/news/2025-11-electric-discharges-mars.html
1•the-mitr•21m ago•0 comments

Rep+ – Chrome DevTools HTTP Repeater with AI Insights

https://github.com/bscript/rep
1•bscript•23m ago•0 comments

Bolt brings Pony.ai self-driving technology to Europe

https://estonianworld.com/technology/bolt-brings-pony-ai-self-driving-technology-to-europe/
1•vintagedave•26m ago•0 comments

418 I'm a Teapot

https://developer.mozilla.org/en-US/docs/Web/HTTP/Reference/Status/418
3•tomasyany•27m ago•0 comments

From Code Reader to Intent Architect

https://principal-ade.com/blog/From-Code-Reader-to-Intent-Architect
2•NoeticLabs•28m ago•2 comments

Javalab Science Simulations: Structure of an Atom

https://javalab.org/en/structure_of_an_atom_en/
1•882542F3884314B•29m ago•0 comments

Show HN: My portfolio is a retro terminal with a virtual file system and more

https://www.davidesantangelo.com
4•daviducolo•30m ago•0 comments

At the Boundary Between Waking Life and Sleep, What Happens in the Brain?

https://www.smithsonianmag.com/science-nature/at-the-mysterious-boundary-between-waking-life-and-...
1•Brajeshwar•31m ago•0 comments

How AI Is Learning to Think Like a Doctor Across Every Medical Specialty

https://www.media.mit.edu/projects/high-modality-learning-for-healthcare/overview/
1•Brajeshwar•32m ago•0 comments

Quitting My Job for the Way of Pain

https://ludic.mataroa.blog/blog/quitting-my-job-for-the-way-of-pain/
2•Brajeshwar•32m ago•0 comments

The programmers who live in Flatland

https://blog.redplanetlabs.com/2025/11/24/the-programmers-who-live-in-flatland/
3•winkywooster•38m ago•0 comments

Delivering Value Without the Weight of Over-Engineering

https://uberpub.com/posts/delivering-value-without-the-weight-of-over-engineering
1•pcbmaker20•38m ago•0 comments

There Is No Time for This (2015)

https://www.solipsys.co.uk/new/ThereIsNoTimeForThis.html?yk27hn
1•ColinWright•38m ago•0 comments