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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

Being Santa Claus is a year-round calling

https://arstechnica.com/science/2025/12/being-santa-claus-is-a-year-round-calling/
1•throw0101c•29s ago•0 comments

SAFi – The Governance Engine for AI

https://safi.selfalignmentframework.com/
1•jnamaya•47s ago•1 comments

Did we solve AI agent identity in 2025?

https://raxit.ai/blogs/ai-agent-identity-crisis
1•agairola•1m ago•1 comments

An Observational Construct: Inspectable AI Reasoning in External Representation

https://zenodo.org/records/18068842
1•businessmate•2m ago•1 comments

I built a study app that actually works

1•rl_elite•4m ago•0 comments

I asked AI researchers and economists about SWE career strategies given AI

https://chrisbarber.co/I+asked+AI+researchers+%26+economists+about+SWE+career+strategy+and+the+fu...
2•cjbarber•7m ago•0 comments

Apple releases open-source model that instantly turns 2D photos into 3D views

https://github.com/apple/ml-sharp
1•SG-•12m ago•0 comments

My father first came to the UK, people looked after him. Would that happen now?

https://www.theguardian.com/commentisfree/2025/dec/24/father-uk-people-looked-after-him-refugees
2•jboss10•13m ago•0 comments

`Instrumentation.ts` Might Not Be Doing Anything

https://lynn.zone/blog/your-instrumentation-ts-might-not-be-doing-anything
1•omegavesko•13m ago•1 comments

Show HN: Folder Structure Templates

https://folderstructure.dev
1•alvinunreal•16m ago•0 comments

OrangePi 6 Plus Review: The New Frontier for ARM64 SBC Performance

https://boilingsteam.com/orange-pi-6-plus-review/
2•ekianjo•19m ago•0 comments

I accidentally created a simple and fun game with my daughter

https://medium.com/@srkiranraj/a-simple-and-fun-game-to-play-with-your-kids-4d1dadd74d71
1•srkiranraj•21m ago•0 comments

How are you tracking your options cost basis and annualized returns?

https://premiumflow.base44.app/
1•tchantchov•21m ago•1 comments

LLM-powered coding mass-produces technical debt

https://xebia.com/blog/how-reap-benefits-llm-powered-coding-assistants-avoiding-pitfalls/
1•gglanzani•22m ago•0 comments

The Revolution of Rising Expectations

https://thezvi.wordpress.com/2025/12/22/the-revolution-of-rising-expectations/
1•blfr•27m ago•0 comments

Show HN: JSON-Healer: Repair and Validate Broken JSON from LLM Outputs

1•freakynit•27m ago•0 comments

Summary of the USA federal government's zero-trust memo

https://www.bastionzero.com/blog/i-read-the-federal-governments-zero-trust-memo-so-you-dont-have-to
1•fanf2•29m ago•0 comments

Linux kernel community discussion on ML/LLM tools in kernel development

https://lwn.net/Articles/1050355/
2•todsacerdoti•31m ago•0 comments

Late last night, I received a final Christmas gift

https://twitter.com/PalmerLuckey/status/2004638982915981652
2•keepamovin•31m ago•0 comments

Show HN: I built a secure "Linktree" for IBANs and Crypto addresses

https://iban.bio
2•kadiran•33m ago•0 comments

Ask HN: Do you believe any LLM's pass the Turing test? How?

2•oldputput•34m ago•1 comments

VP of Sales

https://unicursaltalent.com/
1•paulwesleydavis•37m ago•0 comments

Sequence Toys: Train a language model in the browser with WebGPU

https://sequence.toys
1•handfuloflight•39m ago•0 comments

AI village, watch frontier AIs interact with each other and the world

https://theaidigest.org/village
1•Alifatisk•44m ago•1 comments

Show HN: Bibrof AI – Bulk Image Background Remover Offline

https://bibrof.lislip.com/
1•vinayak18696•47m ago•0 comments

Package Forge, Improving Package Management for *Unix Systems

https://github.com/pkgforge
1•rhim•47m ago•0 comments

Own a Graph

https://staysaasy.com/strategy/2025/11/25/own-a-graph.html
1•thisismytest•48m ago•0 comments

Concert cancelled after AI wrongly accuses artist of being sex offender

https://www.cbc.ca/news/entertainment/ashley-macisaac-ai-accusation-9.7026786
5•adam-p•49m ago•1 comments

RoboCop – Breaking the Law. H0ffman Cracks RoboCop Arcade from DataEast

https://hoffman.home.blog/2025/12/26/robocop-breaking-the-law/
1•birdculture•49m ago•0 comments

Geely's SiEngine Surpasses Global ADAS Standards with New 7nm SoCs

https://robotdyn.com/geelys-siengine-surpasses-global-adas-standards-with-new-7nm-socs/
1•teleforce•54m ago•0 comments