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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

Recursive Self-Improvement

https://ana15.substack.com/p/recursive-self-improvement
1•aborovykh•53s ago•1 comments

Yeti

https://mth.github.io/yeti/
1•tosh•1m ago•0 comments

Ask HN: What happens when AI-voice becomes good enough?

1•boa00•6m ago•0 comments

Over 900 Arch Linux Packages Infected with infostealers and rootkits

https://lists.archlinux.org/archives/list/aur-general@lists.archlinux.org/thread/FGXPCB3ZVCJIV7FX...
2•fortran77•9m ago•0 comments

Scarab Field Lab – public case records for software drift diagnostics

https://github.com/scarab-systems/scarab-field-lab
1•scarabsystems•9m ago•0 comments

Show HN: Vilvona AI – Self-Hosted AI Assistant with Tamil and Hindi UI

https://github.com/vignesh2027/Vilvona-AI
1•deepscalelabs•9m ago•0 comments

Ramp SWE-Bench a private contamination-free benchmark from production work

https://labs.ramp.com/swebench
1•turadg•9m ago•0 comments

Ask HN: How would you get your first user who is a stranger?

1•bnova•10m ago•0 comments

Show HN: Metro Match – compare 18 world metro systems as playable stat cards

https://ajin.im/is/building/metro-match/
1•poppypetalmask•11m ago•0 comments

The Data-Center Panic Is Overblown

https://www.theatlantic.com/ideas/2026/06/ai-data-center-electricity-water/687521/
3•littlexsparkee•11m ago•0 comments

Patching Won't Save You

https://www.siderolabs.com/blog/patching-wont-save-you
3•aweiher•14m ago•0 comments

Based on Your Digital Profile (Short Story)

https://arkvis.com/blog/2026-06-09_based-on-your-profile.html
1•phyzix5761•14m ago•0 comments

Cosmodial Sky Atlas

https://killedbyapixel.github.io/Cosmodial/
3•memalign•15m ago•0 comments

I Gave ChatGPT a Body [video]

https://www.youtube.com/watch?v=S67z2aekBrI
1•gmays•17m ago•0 comments

The Measured Listener

https://lareviewofbooks.org/article/music-algorithm-spotify-eugenics-measure-talent-raymond-cattell/
1•cainxinth•18m ago•0 comments

Amusing Numerology: How Base-5 Domain Numbers Reveal a Single Hidden Campaign

https://www.infoblox.com/blog/security/amusing-numerology-analysis-of-the-numbers-in-domain-names/
1•speckx•19m ago•0 comments

TCS and Anthropic partner to bring Claude to regulated industries

https://www.anthropic.com/news/tcs-anthropic-partnership
2•surprisetalk•20m ago•0 comments

Most Beautiful Will Ever Made (1936)

https://paperspast.natlib.govt.nz/newspapers/DOM19360307.2.43
2•cf100clunk•20m ago•0 comments

Fail loudly: a plea to stop hiding bugs

https://alejo.ch/3gk
2•afc•21m ago•0 comments

Elon Musk becomes first trillionaire as SpaceX shares soar

https://www.bbc.com/news/live/czj8dd0kyl7t
4•bazzmt•22m ago•0 comments

Prompting Claude Fable 5

https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/prompting-claude-fable-5
3•mfiguiere•23m ago•0 comments

Donor Scraper for Fairfax Cryobank

https://github.com/tgys/cryobankscraper
1•autocatt•24m ago•0 comments

The Lorem Ipsum Mystery [video]

https://www.youtube.com/watch?v=kL1PDqzqhM4
1•dsr12•25m ago•0 comments

China's Deadly "Bubble Face" Disaster [video][14 Mins]

https://www.youtube.com/watch?v=yMk1OSSAW28
1•Bender•25m ago•0 comments

UK to ban under-16s from 'high risk' social media apps

https://www.theguardian.com/uk-news/2026/jun/12/uk-to-ban-under-16s-from-high-risk-social-media-apps
1•kefabean•27m ago•0 comments

Ask HN: Why is the term forward deployed engineer (FDE) popular all of a sudden?

3•palidanx•29m ago•4 comments

Are Americans Too Old?

https://www.newyorker.com/culture/open-questions/are-americans-too-old
3•littlexsparkee•29m ago•2 comments

New GreatXML Exploit Bypasses Windows BitLocker via Recovery Partition XML Files

https://github.com/MSNightmare/GreatXML
3•uukelele•30m ago•0 comments

SealedKeys – Zero-knowledge team password manager with post-quantum crypto

https://sealedkeys.com
1•michaelgartlan•30m ago•0 comments

Shares in Elon Musk's SpaceX surge after biggest IPO

https://www.reuters.com/world/us/live-elon-musks-spacex-set-stock-market-trading-after-worlds-big...
2•layer8•31m ago•0 comments