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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

Parsing Advances

https://matklad.github.io/2025/12/28/parsing-advances.html
1•mfrw•1m ago•0 comments

Ask HN: Best Podcasts of 2025?

2•adriancooney•3m ago•1 comments

Jensen Huang meets with former hostage and Nvidia employee Avinatan Or

https://www.ynetnews.com/business/article/skw4qsomwl
1•thenaturalist•4m ago•0 comments

Git and Markdown are all you need

https://www.galiglobal.com/blog/2025/20251221-git-and-markdown-are-all-you-need.html
1•antonmry•5m ago•1 comments

The Optimal Architecture for Small Language Models

https://huggingface.co/blog/codelion/optimal-model-architecture
1•simonpure•5m ago•0 comments

Nvidia deal a big win for Groq employees

https://www.axios.com/2025/12/28/nvidia-groq-shareholders
1•seanlinehan•6m ago•0 comments

Show HN: Meter – Web scraping that syncs only what changed

https://www.meter.sh/
1•mckinnonr•6m ago•0 comments

Beyond Vector Search: Building an Adaptive Retrieval Router for Agentic AI

https://medium.com/@sumoaps/beyond-vector-search-building-an-adaptive-retrieval-router-for-agenti...
1•sumoaps•6m ago•1 comments

Show HN: FlowCode – Visual Flowcharts That Generate and Execute Python

https://southernadd-cmyk.github.io/flowCode/
1•adamclement•8m ago•0 comments

Microsoft Open Specifications

https://learn.microsoft.com/en-us/openspecs/main/ms-openspeclp/3589baea-5b22-48f2-9d43-f5bea4960ddb
1•vitorsr•8m ago•0 comments

Bluetooth Headphone Jacking: A Key to Your Phone [video]

https://media.ccc.de/v/39c3-bluetooth-headphone-jacking-a-key-to-your-phone
1•willnix•9m ago•1 comments

Mitra 15 (French minicomputer from the 1970)

https://en.wikipedia.org/wiki/Mitra_15
1•JPLeRouzic•12m ago•0 comments

People Who Drink Bottled Water Daily Get 90k More Microplastic Particles a Year

https://www.wired.com/story/people-who-drink-bottled-water-on-a-daily-basis-ingest-90000-more-mic...
3•beardyw•12m ago•0 comments

Radioscope: A device that turns Wi-Fi activity into sound

https://github.com/simg/radioscope
1•simg•13m ago•1 comments

Playing Factorio from 1k floppy disks

https://www.youtube.com/watch?v=cTPBGZcTRqo
1•kllrnohj•14m ago•0 comments

Secret code break that 'solved' the Zodiac killer case

https://papalinc.com/secret-code-break-that-solved-the-zodiac-killer-case-expert-who-unmasked-sin...
1•goloroden•14m ago•0 comments

Show HN: Better Git for KiCad

https://www.paplix.io/
1•Mechse•18m ago•0 comments

Show HN: Codenhack – An interactive terminal and live editor for beginners

https://codenhack.com/
1•codenhack•20m ago•0 comments

Toward Training Superintelligent Software Agents Through Self-Play SWE-RL

https://arxiv.org/abs/2512.18552
1•pama•21m ago•0 comments

Do You Remember ISDN?

https://www.youtube.com/watch?v=rQfy8T-VOs4
1•linsomniac•22m ago•1 comments

Zero-days in GPG out in the wild [video]

https://media.ccc.de/v/39c3-to-sign-or-not-to-sign-practical-vulnerabilities-i
1•l1am0•22m ago•0 comments

Country makes call to cancel all visas for Americans

https://www.thestreet.com/travel/country-makes-call-to-cancel-all-visas-for-americans
3•sipofwater•27m ago•1 comments

Show HN: mdfocus – A distraction free Markdown reader for your localhost

https://github.com/tzador/mdfocus
2•timz•27m ago•0 comments

Show HN: Self-growing neural networks via a custom Rust-to-LLVM compiler

https://github.com/pierridotite/NOMA
6•pierridotite•28m ago•3 comments

GA4 Has Become More Complex – and That's Changing Analytics in the EU

2•CheckAnalytic•29m ago•0 comments

Ancient Greek Geometry

https://sciencevsmagic.net/geo/
2•birdculture•30m ago•0 comments

Show HN: Control Your Telegram with AI

https://medium.com/dev-genius/control-your-telegram-with-ai-complete-setup-guide-for-2025-15e95bd...
1•orrbenyamini•31m ago•0 comments

Show HN: Nex – The simplest way to build Htmx apps in Elixir

https://github.com/gofenix/nex
2•gofenix•32m ago•1 comments

ExpressVPN phasing out support for routers other than Aircove

https://www.expressvpn.com/vpn-download/vpn-router
1•2dvisio•35m ago•0 comments

Meteorite crater hosts methane-making microbes–a clue to life on Mars?

https://phys.org/news/2025-11-meteorite-crater-hosts-methane-microbes.html
1•PaulHoule•35m ago•0 comments