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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Making Ferrite Core Inductors at Home

https://danielmangum.com/posts/making-ferrite-core-inductors-home/
1•hasheddan•1m ago•0 comments

Properly securing Open law with authentication

https://www.haproxy.com/blog/properly-securing-openclaw-with-authentication
2•owenthejumper•4m ago•0 comments

Open Source, Python and AI Are Shaping the Data Future (With Wes McKinney) [video]

https://www.youtube.com/watch?v=SMgUDZ9xkHM
1•tosh•5m ago•0 comments

Show HN: Prvue – Self-managed preview environments for back end apps

1•dan_le_brown•7m ago•0 comments

Ax for Browser Automation Platforms: Browserless vs. Browserbase vs. Anchor

https://techstackups.com/comparisons/browserless-vs-browserbase-vs-anchor-agent-experience/
1•sixhobbits•7m ago•0 comments

Show HN: Prvue – Self-managed preview environments for back end apps

https://docs.prvue.dev
1•dan_le_brown•8m ago•0 comments

Refuge, Signals, and the Things We Forgot

https://aleger.substack.com/p/refuge-signals-and-the-things-we
1•aleger•14m ago•0 comments

Easily write Bash with a transpiler [video]

https://fosdem.org/2026/schedule/event/GGLZS9-amber-lang-bash-transpiler/
1•birdculture•14m ago•0 comments

Claude Is a Space to Think

https://www.anthropic.com/news/claude-is-a-space-to-think
3•meetpateltech•14m ago•1 comments

The Maintenance of Everything

https://www.stripe.press/maintenance
2•MintyPyro•16m ago•0 comments

Show HN: OpenShears – I built an uninstaller because OpenClaw refuses to die

https://github.com/oswarld/openshears
1•haebom•17m ago•0 comments

The missed incident priority: The Near Miss

https://jensrantil.github.io/posts/near-miss-incidents/
1•JensRantil•18m ago•0 comments

Adobe Won't Discontinue Animate

https://www.theverge.com/tech/873621/adobe-animate-maintenance-mode-reverse-course
3•tambourine_man•20m ago•0 comments

Show HN: GitScrum – Full project management inside VS Code/Cursor/Windsurf

https://marketplace.visualstudio.com/items?itemName=gitscrum-vscode.gitscrum-vscode
1•renatomarinho•22m ago•0 comments

Understanding the Keep4o Backlash

https://arxiv.org/abs/2602.00773
1•50kIters•23m ago•0 comments

TonyPitony, Brain Rots, 67

https://poplit.hcommons.org/2026/02/03/tonypitony-brain-rots-67-contemporary-dada-and-our-rejecti...
2•jruohonen•23m ago•0 comments

Yarn 6 Preview

https://yarn6.netlify.app/blog/2026-01-28-yarn-6-preview/
1•vidyesh•24m ago•0 comments

Guthman Musical Instrument Competition (2026 Finalists)

https://guthman.gatech.edu/2026-finalists
1•latexr•26m ago•0 comments

The myth of the free market (2020)

https://www.nationofchange.org/2020/01/24/the-myth-of-the-free-market/
1•robtherobber•27m ago•0 comments

DayFlow: A Full Calendar Component for React

https://dayflow-js.github.io/calendar/
1•vidyesh•28m ago•0 comments

The Ghidra Book, 2nd edition

https://nostarch.com/ghidra-book-2e
1•0x54MUR41•28m ago•0 comments

China bans hidden car door handles, which can trap people after crashes

https://www.npr.org/2026/02/03/nx-s1-5698224/china-electric-car-door-handles
2•geox•29m ago•0 comments

Awesome Codex Automations

https://github.com/onurkanbakirci/awesome-codex-automations
1•onurkanbkrc•31m ago•0 comments

UN Open Sourcre Week 2026

https://www.unopensource.org/
3•jruohonen•33m ago•0 comments

The SpaceX mega merger boosts the Musk trade

https://finance.yahoo.com/news/the-spacex-mega-merger-boosts-the-musk-trade-110026592.html
1•01-_-•34m ago•0 comments

We Are the Art; Brandon Sanderson's Keynote [video]

https://www.youtube.com/watch?v=mb3uK-_QkOo
2•simplegeek•34m ago•0 comments

From Human Ergonomics to Agent Ergonomics

https://wesmckinney.com/blog/agent-ergonomics/
1•haraball•37m ago•0 comments

A Quick Introduction to OxCaml

https://noelwelsh.com/posts/a-quick-introduction-to-oxcaml/
1•noelwelsh•38m ago•0 comments

Bypassing Kernel32.dll for Fun and Nonprofit

https://ziglang.org/devlog/2026/#2026-02-03
1•Sh4pe•38m ago•0 comments

Show HN: Rust Monorepo Analyzer v0.16.0 and v0.17.0 faster scans and better TUI

https://github.com/bumahkib7/rust-monorepo-analyzer
1•bumahkib7•40m ago•0 comments