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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

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https://www.bloomberg.com/news/newsletters/2026-08-20/surprise-treasury-buyback-can-t-mask-americ...
1•petethomas•40s ago•0 comments

Iceland cuts store losses by 80% with AI-powered theft detection

https://www.retailgazette.co.uk/blog/2026/08/iceland-cuts-store-losses-by-80-with-ai-powered-thef...
1•theanonymousone•1m ago•0 comments

Views on the Dollar Shortage Controversy

https://www.aeaweb.org/research/great-dollar-shortage-debate
1•wslh•3m ago•0 comments

Citizen Devs: Everyone is an engineer now

https://www.massdriver.cloud/blogs/the-citizen-developer
2•metal13•3m ago•0 comments

Ask HN: How did you write code on restricted hardware?

1•diselody•4m ago•0 comments

Go updates may delight diehard gophers but displease AI overlords

https://www.theregister.com/devops/2026/08/20/go-updates-may-delight-diehard-gophers-but-displeas...
1•joebuckwilliams•4m ago•0 comments

Code as an Artifact

https://pradeeproark.com/posts/code-as-an-artifact-means-to-an-end/
1•pradeeproark•4m ago•0 comments

Opus 5 Is Trash

1•no-user•5m ago•0 comments

Show HN: DumpSort – drop screenshots/PDFs, get a named zip (browser-only)

https://dumpsort.vercel.app
1•davidlifschitz•5m ago•0 comments

U.S. Workers Are Paying More for Healthcare, and Next Year Will Be Worse

https://www.wsj.com/health/healthcare/u-s-workers-are-paying-more-for-healthcare-and-next-year-wi...
1•tcp_handshaker•6m ago•0 comments

Software's Differentiated Sell-Off

https://www.a16z.news/p/charts-of-the-week-softwares-selective
1•gmays•7m ago•0 comments

The Hajji Baba Club

https://www.hajjibaba.org/
1•gregsadetsky•9m ago•0 comments

Discriminating stress from cognitive load using a wearable EDA device (2010)

https://pubmed.ncbi.nlm.nih.gov/19906598/
1•wslh•11m ago•0 comments

Meta launches new vibe-coding platform, Pocket, in the US

https://www.neowin.net/news/meta-launches-new-vibe-coding-platform-pocket-in-the-us/
2•bundie•12m ago•1 comments

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https://www.eurogamer.net/circana-july-2026-hardware-software-sales
2•haunter•15m ago•0 comments

The Threat of AI to Media Archives

https://ebird.org/news/threat-of-ai-to-archives
2•steptwo•16m ago•0 comments

You Will Go To Mars (a picture story book)

https://www.youwillgotomars.com/
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Robots are asking for tips. But who gets the money?

https://www.bbc.com/future/article/20260818-do-you-have-to-tip-the-robots
2•rmason•17m ago•1 comments

How to Destroy AI Scam Phone Calls (Short Video)

https://www.youtube.com/shorts/aa0v-24EFy0
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Early-life stress leaves a 'scar' inside brain cells

https://medicine.washu.edu/news/how-early-life-stress-leaves-a-scar-inside-brain-cells/
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Single-User Inference Card

https://markohaberl.substack.com/p/single-user-inference-card
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The Jason Arday delusion: Scapegoating is punitive and crass

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AI Is Revolutionizing Strategic Decision-Making

https://hbr.org/2026/09/ai-is-revolutionizing-strategic-decision-making
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Context-Aware Inlining: Using Call-Stack Profiles for Fast and Smaller Binaries

https://dl.acm.org/doi/10.1145/3830016
1•matt_d•25m ago•0 comments

Everybody watches some TV

https://profane-tmesis.info/everybody-watches-some-tv
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The Wonders of the Male Human Pelvis

https://nautil.us/the-wonders-of-the-male-human-pelvis-1283947
2•littlexsparkee•28m ago•0 comments

FTC says "personalized pricing" based on consumer data could violate the law

https://www.cbsnews.com/news/ftc-personalized-pricing-warning-consumers/
5•rawgabbit•28m ago•0 comments

ICE and Iran worked together to deport Iranians from U.S.

https://www.pbs.org/newshour/world/ice-and-iran-worked-together-to-deport-iranians-from-u-s-newly...
3•cocacola1•28m ago•0 comments

We published 421 AI-written articles in five months. They earned 10 clicks

https://blog.marketingsohigh.com/421-ai-articles-10-clicks-what-the-data-showed/
1•csroay•29m ago•0 comments

So Many Fisker Ocean in New York, but Why?

https://thelastdriverlicenseholder.com/2025/05/13/so-many-fisker-ocean-in-new-york-but-why/
3•eric_h•29m ago•1 comments