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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

Each filter was right; together they let through two sentences a day

https://iampneuma.com/each-filter-was-right/
1•barronai•2m ago•0 comments

zzz.com – Jason's Page

https://zzz.com/
1•gregsadetsky•3m ago•0 comments

Soda Honey Boost ReviEwS (2026): We Tried It My Honest Review

https://prezi.com/i/ak3xz3qui1ai/soda-honey-boost-reviews-2026-we-tried-it-my-honest-review
1•gayplaku•4m ago•0 comments

Eyespots in Automeris Moths Mimic Sympatric Owl Species

https://onlinelibrary.wiley.com/doi/full/10.1002/ece3.74144
1•bryanrasmussen•4m ago•0 comments

VisualMaths

https://www.visualmaths.world/en
3•smallkelly•8m ago•0 comments

Retrace: Find the Origin of Any Image

https://retrace.archivarix.net
1•archivarix•12m ago•1 comments

Research paper: early ratings create herding bias in product review systems

https://dlab.epfl.ch/2017-08-30-of-sheep-and-beer/
1•shanedevane•14m ago•0 comments

Exiled Brazilian political opponent's desperate run for the US through Argentina

https://www.cnn.com/2026/10/27/americas/flavio-bolsonaro-brazil-passports-latam-intl
1•felipelalli•15m ago•0 comments

Mrzkh

https://tryorbs.com/
1•ZKH211•17m ago•0 comments

Show HN: CI-Lifeboat – Offload GitHub Action runners to your desktop

https://github.com/olaryn-lab/ci-lifeboat
1•pankaj4u4m•20m ago•0 comments

RAG retrieval accuracy depends on chunking. I measured how much

https://medium.com/@sankeerthan.kasilingam/rag-retrieval-accuracy-depends-on-chunking-i-measured-...
1•sankeerthan•20m ago•0 comments

Operative report for the first liver transplant (1963)

https://imgur.com/gallery/ArnHHRU
1•HNuseraccount•25m ago•1 comments

From May-October this year, I recovered 490 pieces of the famous Doves Type

https://www.instagram.com/p/DevvGHjjlvL/
1•robin_reala•28m ago•0 comments

Worm is Getting a 2027 Comic Adaptation with IDW Publishing

https://parahumans.wordpress.com/2026/10/27/worm-is-getting-a-2027-comic-adaptation-with-idw-publ...
1•networked•38m ago•0 comments

Melting glaciers in Dolomites reveal cache of first world war munitions

https://www.theguardian.com/world/2026/oct/27/melting-glaciers-dolomites-first-world-war-munition...
1•Teever•38m ago•0 comments

Satellites show some of the strongest evidence the AMOC is weakening

https://www.newscientist.com/article/2595629-satellites-show-some-of-the-strongest-evidence-the-a...
3•signa11•41m ago•0 comments

Why My Dad Didn't Have a Cell Phone

https://blog.jim-nielsen.com/2026/why-dad-didnt-have-cellphone/
3•Curiositry•47m ago•0 comments

Building an AI Predictive Stock Algorithm

https://getfintab.com/blog/ai-predictive-stock-algorithm
3•conschy•49m ago•1 comments

Sony ELF-MN1 Spatial Reality Display

https://xyn.sony.net/en/news/2026-srd-elf-mn1_release
2•armcat•51m ago•0 comments

AetherGrid, an open-source distributed AI workload orchestrator

https://github.com/wycliffRotich-dev/aethergrid
1•WycliffeRotich•51m ago•0 comments

Static Site Generators for Beginners

https://brennan.day/static-site-generators-for-beginners/
3•ziofill•1h ago•0 comments

Solving Postgres' Count Problem

https://www.paradedb.com/blog/opening-a-closed-tin-part-2
1•philippemnoel•1h ago•0 comments

New Products (2014)

https://xkcd.com/1497/
2•xiaoyu2006•1h ago•0 comments

Artificial Analysis Intelligence Index v5.0

https://artificialanalysis.ai/methodology/intelligence-benchmarking
24•scooby7430•1h ago•6 comments

Confident Science Papers Sway AI Judges – Regardless of Merit

https://www.unite.ai/confident-science-papers-sway-ai-judges-regardless-of-merit/
1•50kIters•1h ago•0 comments

Letting Agents Loose on the Network

https://cloudywithachanceoflatency.net/blog_04-investigative-tools.html
1•rixed•1h ago•2 comments

Fashion Week's Response to AI Fatigue? A Distinctly Human Sloppiness

https://www.teenvogue.com/story/fashion-weeks-response-to-ai-fatigue-a-distinctly-human-sloppiness
1•evolve2k•1h ago•1 comments

Anthropic's IPO Explained

https://finshots.in/archive/anthropic-ipo-explained/
1•vismit2000•1h ago•3 comments

UX Design Patterns

https://sambernheim.com/blog/ux-design-patterns
2•bern4444•1h ago•0 comments

碁の国: Play Chess as Town Building

https://gonokuni.plpl.town/
4•rguiscard•1h ago•0 comments