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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

Amazon engineers in Seattle slam employer for building AI data centers

https://www.cnbc.com/2026/06/03/amazon-engineers-in-seattle-slam-employer-for-ai-data-amid-layoff...
1•1vuio0pswjnm7•1m ago•0 comments

We analyzed 50k APIs to see which cloud is winning

https://bloomberry.com/blog/we-analyzed-50k-apis-heres-which-cloud-is-actually-winning/
1•AznHisoka•1m ago•0 comments

The Data Center Moves to Your Machine

https://www.perplexity.ai/hub/blog/the-data-center-moves-to-your-machine
1•gmays•2m ago•0 comments

Why Linux creator Linus Torvalds gets angry hearing "99% of code is AI"

https://thenewstack.io/torvalds-ai-programming-productivity/
2•bpierre•7m ago•0 comments

How to build a 30M RPS CDN in 30 days with Rust and WASM

https://blog.railway.com/p/railway-cdn
1•phineyes•8m ago•0 comments

GitLab cuts 14% of staff as it scales its platform to serve AI workloads

https://techcrunch.com/2026/06/03/gitlab-cuts-14-of-staff-as-it-scales-its-platform-to-serve-ai-w...
2•mooreds•8m ago•0 comments

Why math works so well in describing our universe?

https://invertedpassion.substack.com/p/why-math-works-so-well-in-describing
2•airwarmedd•9m ago•0 comments

Multi-omics and palynology of selected Philippine forest honey

https://www.nature.com/articles/s41598-024-71385-4
2•PaulHoule•9m ago•0 comments

Token-Mediating Back end: An alternative to the BFF architecture

https://fusionauth.io/blog/auth-architecture-part2-tmb
1•mooreds•11m ago•0 comments

Opt-In Requirements for Java APIs

https://osmerion.github.io/OptIn/blog/welcome/
2•theanonymousone•11m ago•0 comments

History and Construction of the Dhow

https://nabataea.net/explore/navigation_and_sailing/history-and-construction-of-the-dhow-1/
2•mooreds•11m ago•0 comments

The oral tradition that built software may not survive AI

https://www.fastcompany.com/91549609/the-oral-tradition-that-built-software-may-not-survive-ai
1•speckx•11m ago•1 comments

Out of sight, out of reach – it't not your data

https://ecprotocol.io/2026/06/05/out-of-sight-out-of-reach.html
2•lszu•12m ago•0 comments

10M requests in my bot black hole

https://gladeart.com/blog/10-million-requests-in-my-bot-black-hole-here-is-some-information
2•busymom0•13m ago•0 comments

My WWDC 26 Wish List

https://taoofmac.com/space/blog/2026/06/05/1113
1•rcarmo•13m ago•0 comments

ReKindle: Web-based dashboard for E-ink devices

https://rekindle.ink/
1•surprisetalk•14m ago•0 comments

Geospatial Indexing Explained: A Comparison of Geohash, S2, and H3

https://benfeifke.com/posts/geospatial-indexing-explained/
1•alcazar•14m ago•0 comments

What to Expect from Apple's AI, Siri and iOS 27 Launch at WWDC

https://www.bloomberg.com/news/articles/2026-06-05/wwdc-2026-preview-ios-27-siri-ai-features-maco...
1•brandonb•14m ago•0 comments

Revisiting the SpaceX Valuation: A Post-Prospectus Update

https://aswathdamodaran.blogspot.com/2026/06/a-weeks-ago-i-assessed-value-of-spacex.html
2•canarymark•17m ago•1 comments

Doom-like game running from a NFC chest implant

https://github.com/tottelofstrom/NFC-DOOM
1•kuberwastaken•17m ago•1 comments

Show HN: Jo – AI-native language to catch prompt injection at compile-time

https://github.com/typescope/jo
4•kiru_io•18m ago•0 comments

Researchers find all big-name bots bomb EU compliance tests

https://www.theregister.com/ai-ml/2026/05/27/researchers-find-all-big-name-bots-bomb-eu-complianc...
2•mnky9800n•19m ago•0 comments

Python JIT project was asked to pause development

https://discuss.python.org/t/an-announcement-from-the-steering-council-regarding-the-jit-project/...
2•kbumsik•20m ago•0 comments

Ballot Chaos: South Korea's Election Hit by Unprecedented Paper Shortage [video]

https://www.youtube.com/watch?v=bIWFzzh8fqg
2•hoony_han•23m ago•0 comments

The skeptic's guide to humanoid robots going viral on the Internet

https://arstechnica.com/ai/2026/06/the-skeptics-guide-to-humanoid-robots-going-viral-on-the-inter...
1•Brajeshwar•23m ago•0 comments

Musk and SpaceX plan to build a Dyson Sphere

https://www.youtube.com/watch?v=2aTfE_UM7sU
1•tcp_handshaker•24m ago•0 comments

The Token at the Seam – Learning in Robotics

https://atomsfrontier.substack.com/p/the-token-at-the-seam
1•jpatel3•24m ago•0 comments

Obsidian Vault Can Now Run SQL (and Your Agent Can Read It)

https://motherduck.com/blog/obsidian-vault-duckdb-ai-agents/
2•articsputnik•25m ago•0 comments

What It's Like to IPO

https://staysaasy.com/startups/2026/06/04/what-its-like-to-ipo.html
2•wapasta•26m ago•0 comments

The Supernova That Sparked the Original Scientific Revolution

https://nautil.us/the-supernova-that-sparked-the-original-scientific-revolution-1281459
2•the-mitr•27m ago•0 comments