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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

The Year Of The Linux Desktop (for fitness games)

https://www.steele.blue/linux-desktop-zwift-beat-saber/
1•speckx•32s ago•0 comments

Show HN: Ourguide – OS wide task guidance system that shows you where to click

https://ourguide.ai
1•eshaangulati•1m ago•0 comments

Predicting how Heathrow is using it's runways in the browser

https://blog.billyedmoore.com/heathrow
1•Billyedmoore•2m ago•0 comments

1992: Virtual Reality Theme Park – Tomorrow's World – BBC Archive [video]

https://www.youtube.com/watch?v=DD4qoif7lvY
1•xqcgrek2•2m ago•0 comments

Less is more: When agents learn not because but despite my doings

https://kywch.github.io/blog/2026/01/less-is-more-2048-agents/
1•kywch•2m ago•0 comments

The Windows PC is dying, thanks to cloud-based services and AI

https://www.computerworld.com/article/4119219/the-windows-pc-is-dying-thanks-to-cloud-based-servi...
1•CrankyBear•3m ago•0 comments

Gas Town Decisions

http://fimbaz.blogspot.com/2026/01/title-i-invented-decisions-yes-hello.html
1•frazbin•3m ago•0 comments

Super Monkey Ball

https://bsky.app/profile/twilightpb.bsky.social/post/3mdbynphtbc2l
1•Breadmaker•3m ago•0 comments

Show HN: Colin, a context engine for keeping agent skills fresh

https://github.com/PrefectHQ/colin
4•jlowin•3m ago•0 comments

Every Citi Bike Ride Across the East River

https://app.citibikedata.com/
1•patrickcleary•5m ago•0 comments

Agents Are About to Change Software

https://solomon.io/agents-are-about-to-change-software/
1•speckx•6m ago•0 comments

Pope Leo's latest AI warning: 'overly affectionate' chatbots

https://www.businessinsider.com/pope-leo-ai-warning-overly-affectionate-personalized-chatbots-reg...
1•josephcsible•6m ago•0 comments

The Festivus Report [pdf]

https://www.hsgac.senate.gov/wp-content/uploads/FESTIVUS-2025-FINAL.pdf
1•mhb•7m ago•0 comments

Kubernetes RCE: Exploiting nodes/proxy GET

https://labs.iximiuz.com/tutorials/nodes-proxy-rce-c9e436a9
2•eyberg•8m ago•0 comments

Qwen3-Max-Thinking Drops: 36T Tokens

2•SilasYee•10m ago•1 comments

Some Haskell idioms we like

https://exploring-better-ways.bellroy.com/some-haskell-idioms-we-like.html
1•surprisetalk•10m ago•0 comments

I Won't Have Kids Right?

https://arizerner.com/posts/children/
1•surprisetalk•10m ago•0 comments

Mini Tokyo 3D

https://minitokyo3d.com
1•surprisetalk•10m ago•0 comments

>1M ".ai" websites contributed $70M to Anguilla's government revenue last year

https://sherwood.news/tech/now-more-one-million-ai-websites-contributing-an-estimated-70-million-...
2•TMWNN•10m ago•2 comments

AI at Davos – Part 1

https://substack.com/inbox/post/185792467
1•cafrealpao•10m ago•1 comments

Little plastic being recycled in California as state efforts falter

https://www.latimes.com/environment/story/2026-01-14/very-little-plastic-being-recycled-in-califo...
2•PaulHoule•11m ago•0 comments

UK loses measles elimination status

https://www.bbc.com/news/articles/cgjw0xegxglo
4•hmmmmmmmmmmmmmm•12m ago•0 comments

Do savings accounts lose money to inflation?

https://shkspr.mobi/blog/2026/01/do-savings-accounts-really-lose-money-to-inflation/
3•speckx•12m ago•0 comments

Show HN: Pipecat Meets Claude Code

https://github.com/pipecat-ai/pipecat-mcp-server
1•aconchillo•13m ago•0 comments

Show HN: Using ASTs to visualize complex codebases

https://ast-visualizer.com/app
2•codeviewer•13m ago•0 comments

Local Limit Theorems for Random Isometries of the Plane

https://arxiv.org/abs/2601.16295
2•keepamovin•14m ago•0 comments

Show HN: Makers Page – A clean "Proof of Work" profile for software builders

https://www.makers.page/
1•alexcloudstar•14m ago•0 comments

Google Books has been effectively killed by the last algorithm update

https://old.reddit.com/r/google/comments/1qn1hk1/google_has_seemingly_entirely_removed_search/
7•adamnemecek•15m ago•4 comments

Ethical source is hot garbage

https://blog.giovanh.com/blog/2021/10/29/ethical-source-is-hot-garbage/
1•lr0•15m ago•0 comments

Who We Are When Everything Goes Wrong [video]

https://www.youtube.com/watch?v=vT_sKGbP1yY
1•jamesgill•16m ago•0 comments