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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

Show HN: Watsn.ai – Scarily accurate lie detector

https://watsn.ai/
1•flx1012•44s ago•0 comments

Deep Dive in Java vs. C++ Performance

https://johnnysswlab.com/deep-dive-in-java-vs-c-performance/
1•ingve•1m ago•0 comments

OpenTelemetry Distribution Builder

https://github.com/observIQ/otel-distro-builder
2•pveierland•7m ago•1 comments

Kilauea erupts, destroying webcam [video]

https://www.youtube.com/watch?v=TK2N99BDw7A
4•zdw•9m ago•0 comments

Updating Rust's Linux musl targets to 1.2.5

https://blog.rust-lang.org/2025/12/05/Updating-musl-1.2.5/
1•ingve•12m ago•0 comments

The Resonant Computing Manifesto

https://resonantcomputing.org/
1•tlarkworthy•12m ago•0 comments

Kenyans lured by lucrative job offers and sent to fight for Russia

https://www.bbc.com/news/articles/c20gn2d51l1o
2•breve•12m ago•0 comments

PatchworkOS: An OS for x86_64, built from scratch in C and assembly

https://github.com/KaiNorberg/PatchworkOS
1•pykello•15m ago•0 comments

Repurposed Drugs for Covid [video]

https://www.youtube.com/watch?v=2_wKXWaMdEM
1•alex1138•15m ago•0 comments

Ask HN: What is the Bootstrap/Tailwind equivalent for SwiftUI?

1•takinola•21m ago•0 comments

Celbridge: Edit spreadsheets and write Python scripts side-by-side

https://github.com/celbridge-org/celbridge
1•noodlebird•21m ago•1 comments

Show HN: Online version of Teeko, of Guy L. Steele fame

https://teeko.cc
2•ptramo•25m ago•0 comments

The Müller-Lyer Illusion in Ant Foraging

https://pmc.ncbi.nlm.nih.gov/articles/PMC3859535/
2•mudil•25m ago•0 comments

Railroads will be allowed to reduce inspections and rely more on technology

https://apnews.com/article/automated-railroad-track-inspections-waiver-derailments-fra-d3c4b0f313...
3•geox•26m ago•1 comments

Lobfo – AI terminal for sports prediction markets (Kalshi × Polymarket)

https://v0-pmt-ai.vercel.app/
1•Nortca•28m ago•1 comments

Show HN: Chrobox – plan, execute, and reflect with AI insights

https://www.chrobox.net/
1•ggprgrkjh•28m ago•0 comments

How to make a macOS screen saver

https://wadetregaskis.com/how-to-make-a-macos-screen-saver/
2•chmaynard•30m ago•0 comments

Getting AI object removal to run in under 2 seconds in a Figma plugin

https://www.figma.com/community/plugin/1576512610054427811/photo-object-remover-imgour
1•Bikashhh•31m ago•1 comments

Advent Hunt 2025

https://2025.adventhunt.com/
1•thatoneengineer•31m ago•0 comments

Chinese fighters target SDF jets with radar lock-on, Japan says

https://www.japantimes.co.jp/news/2025/12/07/japan/china-japan-radar-lock-on/
3•DustinEchoes•36m ago•1 comments

Show HN: MCP Hosting with Persistent Storage

https://glama.ai/blog/2025-12-06-mcp-hosting-with-persistent-storage
1•statements•39m ago•0 comments

Space Invaders – The Legacy

https://spaceinvaders.square-enix-games.com/legacy
2•andsoitis•40m ago•0 comments

Invader

https://www.space-invaders.com/home/
1•andsoitis•41m ago•0 comments

Saving Japan's exceptionally rare 'snow monsters'

https://www.bbc.com/future/article/20251203-japans-disappearing-snow-monsters
3•1659447091•42m ago•0 comments

Mathematics Without Numbers

https://www.jstor.org/stable/20026529?seq=1
1•andsoitis•43m ago•0 comments

Cloudflare outage, December 6th 2025

1•AlOwain•47m ago•0 comments

2025 Desmos Art Contest

https://www.desmos.com/art
1•downboots•47m ago•0 comments

Ask HN: Is Opus 4.5 scaring the crap out of you as well?

5•consumer451•51m ago•0 comments

Computer-Science Reinforcement Learning Got Rewards Wrong

https://gist.github.com/yoavg/3eb3e722d38e887a0a8ac151c62d9617
2•Anon84•52m ago•0 comments

Mechanical Habits

https://matklad.github.io/2025/12/06/mechanical-habits.html
2•emschwartz•57m ago•0 comments