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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

Palo Alto retracts claim of PHP2Shell exploitation at European government agency

https://unit42.paloaltonetworks.com/cve-2026-109618-cve-2026-109619/
1•zahrevsky•12m ago•1 comments

Apollo says AI has delivered 'zero financial payoff' outside the tech industry

https://www.businessinsider.com/apollo-ai-zero-financial-payoff-corporate-america-economic-analys...
4•levzettelin•13m ago•1 comments

Show HN: simdown – use SIMD to parse Markdown at ~1 GB/s

https://github.com/trevorah/simdown
2•trevorah•15m ago•0 comments

Internet Security: We're Doomed

https://www.nationalreview.com/2026/10/were-doomed/
2•DamnInteresting•16m ago•1 comments

What the US Movement Against Data Centers Can Learn from Everywhere Else

https://www.wired.com/story/what-the-us-anti-data-center-movement-can-learn-from-everywhere-else/
1•cdrnsf•20m ago•0 comments

The Busy Beaver Iceberg [video]

https://www.youtube.com/watch?v=kMHCl2PGloQ
1•ks2048•21m ago•0 comments

Tool to easily copy features from one desktop framework to another

https://github.com/androslee/yoinkr
1•aclmakes•21m ago•0 comments

Surprising gender biases in GPT (2024)

https://www.sciencedirect.com/science/article/pii/S2451958824001660
2•mpweiher•22m ago•0 comments

You don't have to build the model to compete in AI

https://www.purifigroup.com/index.html
1•jerondu•22m ago•0 comments

Proton Flock Camera Map

https://proton.me/flock-camera-map
3•cdrnsf•22m ago•0 comments

Raven: Install and run Windows applications on Linux with their own installers

https://useraven.org/
1•thunderbong•23m ago•0 comments

Forget the plague, this is the disease that will kill us all

https://mapwriting.substack.com/p/forget-the-plague-this-is-the-disease
6•kitkut•24m ago•0 comments

Focus: Why Everything Is Not for You

https://leveragethoughts.substack.com/p/everything-is-not-for-you
2•maverickJ•28m ago•1 comments

Why I Built Verto

https://jackdamon.org/blog/why-i-built-verto/
2•jdamon96•28m ago•0 comments

Payload: A super-small game engine that lets you share code via a URL

https://kitao.dev/playload/
1•nogajun•28m ago•0 comments

SIMD-accelerated computer vision on a $2 microcontroller

https://shraiwi.com/blog/simd-fast-esp32s3/
1•zdw•32m ago•0 comments

Why the EU avoids tackling Big Soccer

https://www.politico.eu/article/why-the-eu-avoids-tackling-big-soccer/
2•RickJWagner•34m ago•0 comments

HQL 0.5.2 Is Out

https://hql-lang.org/
1•divingstar•35m ago•0 comments

Serbia's ruler VučIć concedes election to student-led protest

https://www.bbc.com/news/articles/cw5yn3xlprpmo
2•Betelbuddy•37m ago•1 comments

Conservative party wins first election in nearly a century in BC

https://www.reuters.com/legal/litigation/conservative-party-wins-first-election-nearly-century-br...
2•Bluestein•37m ago•1 comments

Stop resetting privacy settings to default on updates #17107

https://github.com/anthropics/claude-code/issues/17107
2•DesaiAshu•39m ago•0 comments

Show HN: Glitchrupt: Glitch your desktop when your AI agent needs your attention

https://github.com/elbee19/glitchrupt
1•impish19•39m ago•0 comments

I want my Wednesday back

https://blog.luitjes.it/posts/i-want-my-wednesday-back/
3•birdculture•40m ago•0 comments

Germany's Idle Nuclear Plants Eye New Life as AI Data Centers

https://www.bloomberg.com/news/articles/2026-10-22/germany-s-idle-nuclear-plants-eye-new-life-as-...
2•gnabgib•42m ago•1 comments

Disadvantages of Designating Mathematicians for AI Output Releases

https://terrytao.wordpress.com/2026/10/25/disadvantages-of-designating-mathematicians-for-ai-outp...
1•smilelamp•43m ago•0 comments

Reasons to keep TF state files small (2024)

https://newsletter.masterpoint.io/p/3-reasons-to-keep-tf-state-files-small
1•mooreds•45m ago•0 comments

Nvidia eyes converting old nuclear plants into AI data centers

https://www.tomshardware.com/tech-industry/data-centers/nvidia-eyes-converting-old-nuclear-plants...
3•rbanffy•51m ago•1 comments

Show HN: Visualization of Top News Stories

https://www.topaztee.com/digglabs/
2•topaztee•51m ago•1 comments

Musk says SpaceX restricted Ukraine's Starlink connection as service restored

https://www.bbc.com/news/articles/cvx28ljp8n4xo
4•cisc•53m ago•0 comments

F45 (Fedora 45) Final Is No-Go

https://lists.fedoraproject.org/archives/list/devel@lists.fedoraproject.org/thread/EWDOYT6TOMFY4X...
6•gnabgib•53m ago•1 comments