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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

They've pickled each others' brains

https://sf.gazetteer.co/theyve-pickled-each-others-brains
1•mathgenius•6m ago•0 comments

Skills Manager for Your Coding Agent

https://github.com/kasperjunge/agent-resources
2•aakast•7m ago•1 comments

AI and the Corporate Capture of Knowledge

https://www.schneier.com/blog/archives/2026/01/ai-and-the-corporate-capture-of-knowledge.html
3•cyunker•7m ago•0 comments

The Reasons New Yorkers' Groceries Cost So Much

https://www.vitalcitynyc.org/articles/nyc-grocery-cost-explained
1•mhb•8m ago•0 comments

Show HN: DeepSeeds – An AI tool that generates structured SEO content briefs

https://deepseeds.net/
1•Waffle2180•8m ago•0 comments

Scripily Restoration

https://restoration.scripily.com
1•thisarajay•8m ago•0 comments

Improving Morning Efficiency Through Better Organisation with Dressing Table

https://dreamhomestore.co.uk/collections/dressing-tables
1•homedecorart01•9m ago•1 comments

6-Day and IP Address Certificates Are Generally Available

https://letsencrypt.org/2026/01/15/6day-and-ip-general-availability.html
2•todsacerdoti•9m ago•0 comments

Why There's No Single Best Way to Store Information

https://www.quantamagazine.org/why-theres-no-single-best-way-to-store-information-20260116/
1•jandrewrogers•9m ago•0 comments

The Cost of "Just One More Node"

https://hashrocket.substack.com/p/the-hidden-cost-of-just-one-more
1•thehashrocket•10m ago•1 comments

String Theory Can Now Describe a Universe That Has Dark Energy

https://www.quantamagazine.org/string-theory-can-now-describe-a-universe-that-has-dark-energy-202...
1•jandrewrogers•10m ago•0 comments

Elon Musk's X down for users

https://www.bbc.com/news/live/cp8456m8mnkt
3•ndsipa_pomu•11m ago•1 comments

Steveyegge/Gastown

https://github.com/steveyegge/gastown
1•geoffbp•11m ago•0 comments

Knut Hamsun

https://en.wikipedia.org/wiki/Knut_Hamsun
1•treetalker•11m ago•1 comments

Data centers are amazing. Everyone hates them

https://www.technologyreview.com/2026/01/14/1131253/data-centers-are-amazing-everyone-hates-them/
2•Brajeshwar•12m ago•0 comments

Windows App forgets how to log in with first security update of the year

https://www.theregister.com/2026/01/15/windows_app_credential_failures/
3•Brajeshwar•12m ago•0 comments

I Turn Scientific Renderings of Space into Art

https://nautil.us/i-turn-scientific-renderings-of-space-into-art-1261733/
2•Brajeshwar•12m ago•0 comments

Programming pearls: a sample of brilliance (1987) [pdf]

https://dl.acm.org/doi/epdf/10.1145/30401.315746
1•barishnamazov•13m ago•0 comments

Chinese EVs inch closer to the US as Canada slashes tariffs

https://techcrunch.com/2026/01/16/chinese-evs-inch-closer-to-the-us-as-canada-slashes-tariffs/
4•speckx•13m ago•0 comments

Show HN: SkillRisk – Free security analyzer for AI agent skills

https://skillrisk.org/free-check
2•elevenapril•15m ago•2 comments

The Math Behind Moneyball

https://richardmoss1998.medium.com/the-math-behind-moneyball-fd362d57c3e9
1•karlding•15m ago•0 comments

I just spoke with a friend in Iran and things are worse than media reports

https://twitter.com/pawelwargan/status/2011769557178896876
3•lr0•15m ago•0 comments

Make a Living in a Bad Job Market

https://www.wired.com/story/why-there-arent-enough-electricians-and-plumbers-to-build-ai-data-cen...
1•urup2l8•16m ago•1 comments

Sleep Machine

https://zzz.jordanstephens.com/
2•iamjs•16m ago•0 comments

White House Insists Trump Is 'Joking' About Canceling Midterm Elections

https://time.com/7346834/trump-canceling-midterm-elections-joking-white-house/
6•perihelions•19m ago•6 comments

He Was Indicted for Cyberstalking. His Friends Tracked His ChatGPT Meltdown

https://www.rollingstone.com/culture/culture-features/chatgpt-ai-cyberstalking-social-media-12354...
1•randycupertino•20m ago•1 comments

My review of the Nüborn Baby at 3 months

https://joshcollinsworth.com/blog/baby-review
2•tobr•20m ago•1 comments

wal3: A Write-Ahead Log for Chroma, Built on Object Storage

https://www.trychroma.com/engineering/wal3
1•tanelpoder•21m ago•0 comments

Firefly race – watch brains learn in realtime

https://claude.ai/public/artifacts/8b47e33d-13ba-48c8-aba8-c178e5a1c05c
1•logicallee•21m ago•1 comments

Why AI Coding Still Fails in Enterprise Teams

https://www.aviator.co/blog/ai-coding-in-enterprise-teams/
1•tonkkatonka•21m ago•1 comments