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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

Netflix says around 300 titles used generative AI

https://www.theverge.com/streaming/966633/netflix-ai-titles-q2-2026-earnings
1•rarisma•1m ago•0 comments

Scaling to 1M concurrent sandboxes in seconds

https://modal.com/blog/scaling-to-1-million-concurrent-sandboxes-in-seconds
1•thundergolfer•2m ago•0 comments

America's Russia sanctions bill hits 60 co-sponsors

https://www.axios.com/2026/07/16/russia-sanctions-bill-lindsey-graham-senate
1•MilnerRoute•2m ago•0 comments

Splitting Large SwiftUl Views in the Apple's Way

https://emredegirmenci.substack.com/p/splitting-large-swiftui-views-in
1•emredegirmenci•3m ago•0 comments

Claude Code's system prompts, extracted and tracked across 237 versions

https://github.com/Piebald-AI/claude-code-system-prompts
2•opwizardx•6m ago•0 comments

The Fog Machine

https://www.bitchute.com/video/gl8G9OFh4A4I/
1•untiledsource•6m ago•0 comments

EU orders Google to share search data, open Android to AI rivals competitors

https://www.euronews.com/my-europe/2026/07/16/eu-orders-google-to-share-search-data-open-android-...
4•devonnull•6m ago•1 comments

Essence: Only what you mean, not a word more

https://github.com/jurassix/essence
2•jurassix•9m ago•1 comments

Naked mole-rat queens produce odorous chemical that prevents others reproducing

https://phys.org/news/2026-07-naked-mole-rat-queens-odorous.html
1•gmays•10m ago•0 comments

Why Org Social is the ethical Fediverse alternative

https://en.andros.dev/blog/734c56f2/why-org-social-is-the-ethical-fediverse-alternative/
1•andros•11m ago•0 comments

Elfuse: Run ARM64/x86-64 Linux ELF Binaries on macOS Apple Silicon

https://github.com/sysprog21/elfuse
1•birdculture•14m ago•0 comments

I built an offline PDF editor for Android, 25 tools, no server, no ads

https://play.google.com/store/apps/details?id=io.novexio.docufix&hl=en_US
1•WalkerMod•15m ago•0 comments

Why Microsoft's $80B Xbox Bet Backfired

https://www.wsj.com/tech/why-microsofts-80-billion-xbox-bet-backfired-5da21593
1•lesbarclays•15m ago•0 comments

Architecting the Defaults

https://jessicabrentnall.co.uk/blog/architecting-the-defaults/
2•mooreds•17m ago•0 comments

I Owe My Life to the Commodore 64 – By Sung J. Woo

https://www.goto10retro.com/p/i-owe-my-life-to-the-commodore-64
1•rbanffy•17m ago•0 comments

PsiQuantum has a plan to make a quantum computer out of light

https://www.technologyreview.com/2026/07/14/1140356/psiquantum-plan-massive-quantum-computer-out-...
1•rbanffy•17m ago•0 comments

Autoportrait

https://philipweiss.net/autoportrait/
1•philipfweiss•17m ago•0 comments

Ahead of the Curve: The Love We Cannot Reach

https://mayachristobel.substack.com/p/ahead-of-the-curve-the-love-we-cannot
1•rendx•24m ago•0 comments

Inkwell: It's a New Kind of Wrapper for Exposing LLVM in Safe Rust

https://github.com/TheDan64/inkwell
1•fanf2•24m ago•0 comments

My new game is a 3D 90s fever dream that fits in only 1024 bytes

https://js1024.fun/demos/2026/25/bar
2•KilledByAPixel•25m ago•2 comments

Evolving Windows vulnerability management to meet speed of AI-powered discovery

https://blogs.windows.com/windowsexperience/2026/07/09/evolving-windows-vulnerability-management-...
2•gmays•26m ago•0 comments

Mathematics of Data Science

https://arxiv.org/abs/2607.11938
2•Anon84•28m ago•0 comments

Ferrari Creates a Fake Manual Transmission

https://www.core77.com/posts/144712/Ferrari-Creates-a-Fake-Manual-Transmission
5•sizzle•29m ago•0 comments

Try Echo Live – A powerful commenting system with hashtags, mentions, moderation

https://gossipstack.com/products/echo
3•iBuildMobileApp•34m ago•0 comments

Muse Spark 1.1 is now available on OpenRouter

https://twitter.com/alexandr_wang/status/2077805347134468378
2•ot•35m ago•0 comments

IMAX CEO: We haven't made new IMAX projectors in 50 years

https://www.gamesradar.com/entertainment/action-movies/its-very-difficult-to-watch-the-odyssey-th...
4•ilamont•37m ago•1 comments

White House teleprompter operator accused of making $100k off Trump speech bets

https://www.bbc.com/news/articles/cjrvdqyr5d5o
7•tartoran•39m ago•1 comments

Why Pages Matter for Postgres?

https://clickhouse.com/blog/huge-pages-clickhouse-managed-postgres
2•saisrirampur•39m ago•0 comments

Show HN: HeimWall – Catch secrets before you paste them into Claude or Cursor

https://heimwall.ai/individual
2•ata2gxxx•39m ago•0 comments

GPT-5.6 Sol Pro solves open problem in convex optimization

https://medium.com/@kerger.p/an-ai-assisted-breakthrough-in-convex-optimization-an-optimization-p...
5•Cu3PO42•40m ago•0 comments