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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

The woman who sold time – and the man who tried to stop her

https://www.bbc.com/news/articles/c4nn7gew9zxo
1•Phemist•5m ago•0 comments

System Capability Protocol

https://systemcapabilityprotocol.com/
1•ryanm101•7m ago•0 comments

Hawk from Movement Labs clocks in at 22.5% on ARC-AGI-2

https://movementlabs.ai
1•movementlabsAI•10m ago•0 comments

Designating fentanyl as a weapon of mass destruction

https://www.whitehouse.gov/presidential-actions/2025/12/designating-fentanyl-as-a-weapon-of-mass-...
1•KoftaBob•12m ago•0 comments

The Bike Shed: 485: HTTP Basic Auth

https://bikeshed.thoughtbot.com/485
1•amalinovic•14m ago•0 comments

LLMs Are Left-Leaning Liberals: The Hidden Political Bias of LLMs

https://www.scl.org/llms-are-left-leaning-liberals-the-hidden-political-bias-of-large-language-mo...
3•maxloh•16m ago•0 comments

Rkik v2.0.0 – NTP, NTS, PTP diagnostics, presets and config, Docker test lab

1•aguacero7•17m ago•0 comments

AI music licensing is here. Now what?

https://altea.circle.so/c/knowledge/ai-music-licensing-is-here-now-what
1•tmrtn•17m ago•1 comments

The Agentic Shift: How AI Transformed Our Engineering Workflow

https://blog.layerx.xyz/ai-agentic-shift-at-layerx
1•felltrifortence•19m ago•1 comments

Show HN: I made a public traffic counter so websites can share verified views

https://trustviews.io/
1•jeremy0405•19m ago•1 comments

I'm Just Having Fun

https://jyn.dev/i-m-just-having-fun/
1•lemper•20m ago•0 comments

EU household real income per capita up 22% since 2004

https://ec.europa.eu/eurostat/web/products-eurostat-news/w/ddn-20251125-2
5•andrewstetsenko•20m ago•0 comments

English prose has become much easier to read

https://www.worksinprogress.news/p/english-prose-has-become-much-easier
1•ortegaygasset•21m ago•0 comments

The Churn

https://blog.cleancoder.com/uncle-bob/2016/07/27/TheChurn.html
1•BinaryIgor•23m ago•1 comments

Show HN: Add sticky notes to any page on the web

https://leafovers.com/
2•appetizersnack•24m ago•1 comments

Night factory tours provide history lesson of Japan's modern economy

https://immersive.kyodonews.net/night-factory-tours-provide-history-lesson-of-japans-modern-econo...
1•Kaibeezy•25m ago•0 comments

When Everything Is Important, Nothing Matters

https://ramezanpour.net/post/2025/12/16/when-everything-is-important-nothing-is
2•ramezanpour•26m ago•0 comments

AI that helps startups assess technical candidates

https://www.algo-voice.dev/recruiter
3•jarlen•29m ago•1 comments

State of HTML 2025 Results

https://2025.stateofhtml.com/en-US
4•fmerian•29m ago•2 comments

Vampire Ground Finch

https://en.wikipedia.org/wiki/Vampire_ground_finch
1•thunderbong•30m ago•0 comments

Show HN: MethodsAgent – Solves "I can build but can't sell" for founders

https://www.methodsagent.com/
2•pierremouchan•32m ago•0 comments

C++ lowcode toolkit for ERP and Accounting Software

https://fin.in.net
1•basesdk•36m ago•1 comments

An Interview with Rivian CEO RJ Scaringe About Building a Car Company and

https://stratechery.com/2025/an-interview-with-rivian-ceo-rj-scaringe-about-building-a-car-compan...
1•feross•36m ago•0 comments

Show HN: Roam Cinema – Discover worldwide cinema via interactive world map

https://roamcinema.app
1•knlgwr•37m ago•0 comments

Valid Polish: Learn Polish and JSON Schema, Together

https://validpolish.com/
1•kyyt•37m ago•0 comments

Nemotron 3 Nano Technical Report [pdf]

https://research.nvidia.com/labs/nemotron/files/NVIDIA-Nemotron-3-Nano-Technical-Report.pdf
3•todsacerdoti•38m ago•0 comments

Large language models are not about natural language

https://arxiv.org/abs/2512.13441
1•50kIters•39m ago•0 comments

Show HN: 85% Cheaper Crypto Data

https://qoery.com/
1•SamTinnerholm•41m ago•1 comments

Show HN: MetroYatra – Metro Route Finder For Indian Cities

https://metroyatra.com
1•codebyprakash•41m ago•0 comments

Should we fear Microsoft's monopoly?

https://www.cursor.tue.nl/en/background/2025/december/week-2/should-we-fear-microsofts-monopoly
3•sergdigon•43m ago•0 comments