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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•8mo ago

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Ask HN: How are you balancing AI coding tools with junior developers growth?

1•rubslopes•45s ago•0 comments

Why Julia's GPU Accelerated Ode Solvers Are 20x-100x Faster Than Jax and PyTorch

https://www.stochasticlifestyle.com/why-julias-gpu-accelerated-ode-solvers-are-20x-100x-faster-th...
1•leephillips•1m ago•0 comments

Your Feelings Do Not Scale [video]

https://www.youtube.com/watch?v=6Lz8A6R5rbE
1•mooreds•2m ago•0 comments

Claude Code-native marketing consultant

https://github.com/itsbariscan/claude-code-marketing
1•bariscan•2m ago•0 comments

The Path to a New Smartphone Ecosystem

https://www.421.news/gael-duval-nuevo-ecosistema-mobile/
1•maelito•5m ago•0 comments

Artificial intelligence begins prescribing medications in Utah

https://www.politico.com/news/2026/01/06/artificial-intelligence-prescribing-medications-utah-007...
1•randycupertino•7m ago•0 comments

Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases

https://arxiv.org/abs/2512.10398
1•erhuve•7m ago•0 comments

The rise and fall of the Sprinkles empire

https://www.latimes.com/business/story/2026-01-11/rise-fall-of-sprinkles-empire-that-made-cupcake...
1•lxm•13m ago•0 comments

Show HN: I built a Chrome DevTools-style panel for Shopify themes

https://github.com/yakohere/shopify-theme-devtools
1•yakohere•13m ago•0 comments

After RAM and SSDs, PSUs and CPU coolers are next in line for price hikes

https://www.notebookcheck.net/After-RAM-and-SSDs-PSUs-and-CPU-coolers-are-next-in-line-for-price-...
2•akyuu•17m ago•0 comments

Show HN: IDE that works with Claude Code and Antigravity subscription

https://nucleus.terramind.com
1•terramind_com•17m ago•0 comments

Write Less with AI

https://writelesswithai.com/
1•3rodents•17m ago•0 comments

Linkers and Loaders

https://www.os2museum.com/wp/book-review-linkers-loaders/
2•dboon•19m ago•0 comments

China-linked cybercrims abused VMware ESXi zero-days a year before disclosure

https://www.theregister.com/2026/01/09/china_esxi_zerodays/
1•Bender•21m ago•0 comments

Show HN: Stewardly - tracking software, renewals, ownership, and audit context

https://usestewardly.com/
1•xyzadam•22m ago•0 comments

QR codes a powerful new phishing weapon in hands of Pyongyang cyberspies

https://www.theregister.com/2026/01/09/pyongyangs_cyberspies_are_turning_qr/
1•Bender•22m ago•0 comments

Linus Torvalds: Stop making an issue out of AI slop in kernel docs

https://www.theregister.com/2026/01/08/linus_versus_llms_ai_slop_docs/
2•Bender•23m ago•0 comments

Re: Datacenters in space. What shall history say of us?

https://github.com/andrewmccalip/thoughts/pull/4/files
2•bluejellybean•25m ago•0 comments

Apple Withdraws iOS 18 Security Updates

https://www.forbes.com/sites/zakdoffman/2025/12/27/apples-iphone-upgrade-hundreds-of-millions-of-...
5•zaltekk•25m ago•0 comments

Acquired Tastes

https://www.nytimes.com/2026/01/10/briefing/acquired-tastes.html
3•paulpauper•27m ago•0 comments

The History of Picture Books

https://www.nytimes.com/2026/01/09/books/review/edward-steichen-lewis-hine-tana-hoban-childrens-p...
3•paulpauper•29m ago•0 comments

My Austin Visit

https://marginalrevolution.com/marginalrevolution/2026/01/my-austin-visit.html
2•paulpauper•30m ago•0 comments

Dying Gasp

https://en.wikipedia.org/wiki/Dying_gasp
2•tripdout•34m ago•0 comments

The missing step in business decisions: proper pre-diagnosis

3•SteveOeksuz•35m ago•0 comments

Culture Isn't Stagnating, You Guys Are Just Old

https://www.jenn.site/culture-isnt-stagnating-you-guys-are-just-old/
4•aelerinya•36m ago•0 comments

Bose SoundTouch Go Library – Complete API with WebSocket Events

https://github.com/gesellix/Bose-SoundTouch
3•gesellix•36m ago•1 comments

Rcarmo/toadbox: Contain your coding agents (literally)

https://github.com/rcarmo/toadbox
2•rcarmo•37m ago•0 comments

Agile for Agents

https://www.enterprisevibecode.com/p/agile-for-agents
2•mlady•38m ago•1 comments

Show HN: Interactive California Budget (by Claude Code)

https://california-budget.com
1•sberens•40m ago•0 comments

From Jax to VLIW: Tracing a Computation Through the TPU Compiler Stack

https://patricktoulme.substack.com/p/from-jax-to-vliw-tracing-a-computation
1•EvgeniyZh•40m ago•0 comments