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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

Laundry Insights from Scraping 4000 Washer/Dryers in San Francisco

https://kavi.sh/san-francisco-laundry-analysis/
1•2gremlin181•1m ago•0 comments

Show HN: A game engine that transpiles your scripts to Rust for native perf

https://github.com/PerroEngine/Perro
1•TiernanDeFranco•1m ago•0 comments

Using a projector instead of a computer monitor

https://blog.shenjiasi.com/20171006.html
1•plun9•1m ago•0 comments

FDA leaders propose new 'plausible mechanism' pathway for bespoke medicines

https://www.raps.org/news-and-articles/news-articles/2025/11/fda-leaders-propose-new-‘plausible...
2•geox•2m ago•0 comments

If a Meta AI model can read a brain-wide signal, why wouldn't the brain?

https://1393.xyz/writing/if-a-meta-ai-model-can-read-a-brain-wide-signal-why-wouldnt-the-brain
1•rdgthree•4m ago•0 comments

Shooting at Brown U Barus and Holley building houses engineering and physics

https://rhodeislandcurrent.com/2025/12/13/the-unthinkable-has-happened-2-killed-eight-injured-in-...
2•redwood•5m ago•0 comments

Honing rods analyzed with an electron microscope – Scienceofsharp (2018)

https://scienceofsharp.com/2018/08/22/what-does-steeling-do-part-1/
1•shrinks99•6m ago•0 comments

How to Extend Phone Battery Life: 10 Proven Hacks

https://www.dailytechhacks.com/hacks/extend-phone-battery-life.html
1•rk3000•7m ago•1 comments

Show HN: Libefaxx – A Microbenchmark for AWS EFA GPU/CPU RDMA Communication

https://github.com/crazyguitar/Libefaxx
2•crazyguitar•12m ago•0 comments

Therapeutic Use of Cannabis and Cannabinoids: A Review

https://jamanetwork.com/journals/jama/fullarticle/2842072?guestAccessKey=a368e622-e374-4a0c-8d3b-...
3•bookofjoe•15m ago•0 comments

Free Software Awards Winners Announced: Andy Wingo, Alx Sa, Govdirectory

https://www.fsf.org/news/2024-free-software-awards-winners
2•pseudolus•28m ago•0 comments

NeuralOperator Joins the PyTorch Ecosystem

https://pytorch.org/blog/neuraloperatorjoins-the-pytorch-ecosystem/
1•williamjsdavis•32m ago•0 comments

States lodge lawsuit against Trump's $100k H-1B visa fee

https://www.politico.com/news/2025/12/12/trump-visa-fee-lawsuit-00689510
3•sul_tasto•33m ago•1 comments

Evaluating Gemini Robotics Policies in a Veo World Simulator

https://veo-robotics.github.io/
1•thomasm6m6•34m ago•0 comments

Quantum Computing Could Put IBM Back on Top Again

https://www.barrons.com/articles/ibm-stock-quantum-computing-system-two-a6c615de
3•Bostonian•37m ago•2 comments

Awesome-Jj: Jujutsu Things

https://github.com/Necior/awesome-jj
1•n3t•37m ago•0 comments

Emulating AVX-512 intrinsics in Miri

https://trifectatech.org/blog/emulating-avx-512-intrinsics-in-miri/
1•ashvardanian•39m ago•0 comments

Unswitching Loops for Fun and Profit

https://xania.org/202512/12-loop-unswitching
1•ibobev•47m ago•0 comments

Job isn't programming

https://codeandcake.dev/2025/12/12/your-job-isnt-programming/
3•nick4•48m ago•0 comments

Making Windows Terminal with GitHub Copilot CLI

https://developer.microsoft.com/blog/making-windows-terminal-awesome-with-github-copilot-cli
2•ibobev•49m ago•0 comments

Resolving an ambiguity in the Windows clipboard automated text conversion table

https://devblogs.microsoft.com/oldnewthing/20251212-05/?p=111862
1•ibobev•50m ago•0 comments

Coffee Pod Financing

https://newsletterhunt.com/emails/205961
1•mooreds•50m ago•0 comments

OpenAI Ends 'Vesting Cliff' for New Employees in Compensation-Policy Change

https://www.wsj.com/tech/ai/openai-ends-vesting-cliff-for-new-employees-in-compensation-policy-ch...
1•garbawarb•51m ago•0 comments

New Rule Forbids Gnome Shell Extensions Made Using AI Generated Code

https://www.phoronix.com/news/GNOME-Extensions-Block-AI
1•turrini•53m ago•0 comments

A unscientific guide to the security of various PQC algorithms

https://keymaterial.net/2025/12/13/a-very-unscientific-guide-to-the-security-of-various-pqc-algor...
1•todsacerdoti•56m ago•0 comments

How Did the CIA Lose a Nuclear Device?

https://www.nytimes.com/interactive/2025/12/13/world/asia/cia-nuclear-device-himalayas-nanda-devi...
4•wslh•1h ago•2 comments

Vibe Coding Is Boring

https://cassidoo.co/post/vibe-coding-yawn/
4•cassidoo•1h ago•1 comments

How Resilient Will the U.S. Consumer Be Without a Job?

https://www.bloomberg.com/opinion/articles/2025-12-12/do-powell-fed-think-consumers-will-be-ok-wi...
4•clanky•1h ago•1 comments

Apple locks account after redeeming gift card

https://daringfireball.net/linked/2025/12/13/buttfield-addison-apple-account
2•vsgherzi•1h ago•2 comments

The Great Cholesterol Scam and the Dangers of Statins

https://www.midwesterndoctor.com/p/the-great-cholesterol-scam-and-the
2•bilsbie•1h ago•0 comments