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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Ask HN: How do you give estimates on work?

1•reactordev•39s ago•0 comments

AI Overviews Are Filtering Out Bad Traffic

https://wskpf.com/takes/ai-overviews-are-filtering-out-bad-traffic
1•amosWeiskopf•45s ago•0 comments

Formally Speaking, "Transpiler" Is a Useless Word

https://people.csail.mit.edu/rachit/post/transpiler-formal/
1•rachitnigam•48s ago•0 comments

Beating Myself at Chess

https://log.schemescape.com/posts/diy/beating-myself-at-chess.html
1•zdw•1m ago•0 comments

How to draw your own mouse cursor theme

https://blinry.org/cursor-workshop/
1•zdw•2m ago•0 comments

Memory Safety Is ...

https://matklad.github.io/2025/12/30/memory-safety-is.html
1•zdw•3m ago•0 comments

700Credit data breach exposes SSNs of 5.8M consumers

https://www.foxnews.com/tech/700credit-data-breach-exposes-ssns-5-8m-consumers
1•01-_-•4m ago•0 comments

What Happened to Abit Motherboards

https://dfarq.homeip.net/what-happened-to-abit-motherboards/
2•zdw•6m ago•0 comments

Show HN: I modeled Rio's traffic noise as a sub-optimal Nash Equilibrium

https://drive.google.com/file/d/1D1TTiCvU8sB_PsJrGRyA8mcz4FkxxbEi/view?usp=sharing
1•velocitatem•7m ago•0 comments

Show HN: My voice-to-text tool gets 10x more traffic from Bing than Google

https://www.voicetotextonline.com/
1•digi_wares•9m ago•1 comments

Extpose: Research the browser extension market and analyze your competition

https://extpose.com/
1•sea-gold•10m ago•1 comments

The ugly memes driving crypto sales

https://www.ft.com/content/ced371e2-a326-4ff8-b979-20a77c21d9de
2•imichael•10m ago•0 comments

Show HN: Surfgram – A 0-dep Telegram SDK with types generated from official docs

https://github.com/surfgram/surfgram
1•anybodyy•11m ago•0 comments

The Legacy of Undersea Cables

https://blog.sciencemuseumgroup.org.uk/the-legacy-of-undersea-cables/
2•teleforce•15m ago•0 comments

CSS-in-JS: The Great Betrayal of Front End Sanity

https://thenewstack.io/css-in-js-the-great-betrayal-of-frontend-sanity/
7•meistro•21m ago•0 comments

Fruit Harvesting Robot Based on a Reachability and Inverse Reachability Map

https://www.mdpi.com/2624-7402/7/12/417
2•PaulHoule•24m ago•0 comments

AI hasn't run out of data

https://openmined.org/blog/ai-hasnt-run-out-of-data/
2•voidmain0001•24m ago•2 comments

Scrollback - Anchor links for ChatGPT and Claude conversations

https://chromewebstore.google.com/detail/scrollback-–-navigate-cha/iblmmeckegbndmfhhjphpdbpoehn...
1•rorschach_3•24m ago•1 comments

Reasoning Claim Tokens(RCTs): Minimal Evidence for Governing AI Representations

https://zenodo.org/records/18096977
1•businessmate•25m ago•1 comments

Open manus: An open-source framework for building general AI agents

https://openmanus.github.io/
1•nothrowaways•26m ago•0 comments

Harry Potter and the Rules of Quidditch

https://substack.com/inbox/post/179661551
1•TomasBjartur•28m ago•0 comments

Toronto man outruns streetcars to show up sluggish transit network

https://www.theguardian.com/world/2025/dec/30/i-dont-like-winning-toronto-man-outruns-streetcars-...
3•bookofjoe•29m ago•0 comments

The Oldest Restaurant in the World Just Turned 300 Years Old

https://www.smithsonianmag.com/travel/the-oldest-restaurant-in-the-world-just-turned-300-years-ol...
1•Brajeshwar•30m ago•0 comments

Star of Bethlehem might have been a comet described in an ancient Chinese text

https://phys.org/news/2025-12-star-bethlehem-comet-ancient-chinese.html
2•Brajeshwar•30m ago•2 comments

Advice for New Tech Bloggers

https://writethatblog.substack.com/p/advice-for-new-tech-bloggers
1•cyndunlop•33m ago•0 comments

You Were the Smart Kid, So What Went Wrong? [video]

https://www.youtube.com/watch?v=ICTgC1RDhng
1•devnull3•34m ago•0 comments

The 70% AI productivity myth: why most companies aren't seeing the gains

https://sderosiaux.substack.com/p/the-70-ai-productivity-myth-why-most
7•chtefi•35m ago•6 comments

Designing a Postgres MCP Server

https://dbhub.ai/blog/postgres-mcp-server-review-dbhub
1•tianzhou•35m ago•0 comments

Ask HN: Could identical twins better optimize career discovery?

2•amichail•38m ago•1 comments

Agentic AI Crash Course

https://github.com/aishwaryanr/awesome-generative-ai-guide/tree/main/free_courses/agentic_ai_cras...
1•Anon84•38m ago•1 comments