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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

Show HN: Somo – home robot with emotional intelligence

https://somo.keivalya.com/
1•keivalya•2m ago•1 comments

Personality and Life-Cycle Labour Earnings [pdf]

https://www.crctr224.de/research/discussion-papers/archive/dp752/@@download/file/CRCTR224_2026_75...
1•rohanm93•9m ago•0 comments

Stratacutoscope

https://sanderjoon.com/stratacutoscope/
1•memalign•10m ago•0 comments

Alice Huang: The Spy Narrative Misses Her Real Business

https://desmondshum.substack.com/p/alice-huang-the-spy-narrative-misses
2•gmays•12m ago•0 comments

Ask HN: Would OpenCode become more powerful if 90% of it were written in Rust?

1•latent-9•16m ago•0 comments

Private Chat Thread Exfiltration

https://github.com/openai/codex/issues/41711
2•gmays•19m ago•0 comments

Tool Search Defers Tools to Save Tokens

https://oldeucryptoboi.com/blog/tool-search-deep-dive/
1•ankitg12•20m ago•0 comments

YM – Pure Yang–Mills results and verification

https://github.com/yang-mills-group/YM
1•bryan0•22m ago•0 comments

It Came from the Token Void

https://blog.coredump.cx/p/it-came-from-the-token-void
1•surprisetalk•23m ago•0 comments

I 3D printed a car from scratch, and it's road legal in California

https://www.reddit.com/r/3Dprinting/s/3CUDuPq6Dq
3•hentrep•28m ago•0 comments

Show HN: Fastsleep.app – Imagine micro-scenarios to get sleepy

https://fastsleep.app/
3•greybox555•29m ago•1 comments

Weird licenses and the new open source

https://dustri.org/b/weird-licenses-and-the-new-open-source.html
3•theanonymousone•33m ago•0 comments

The World's first self valued asset is LIVE

https://tokenmobiles.live/
2•elykcim•34m ago•0 comments

Ant Group's Robbyant open-sources tactile AI model for robot hands

https://technode.com/2026/11/10/ant-groups-robbyant-open-sources-tactile-ai-model-for-robot-hands/
1•yogthos•37m ago•0 comments

Native-American point of view on data centers

https://nativenewsonline.net/opinion/demanding-better-conversations-about-data-centers/
1•mark336•38m ago•0 comments

Tim peters has passed away

https://www.reddit.com/r/Python/s/2Cm5dBcvQw
1•kapilvt•38m ago•1 comments

Popcorn: The Only Grain That Performs

https://bolesblogs.com/2026/08/23/popcorn-the-only-grain-that-performs/
1•CoffeeOnWrite•43m ago•0 comments

Show HN: A trim size and margin calculator for self-published books

https://storiesden.com/trim-size-calculator
2•wilgrobe•50m ago•0 comments

Microsoft Will Retire Free Office 365 A1 Email for Schools

https://www.ghacks.net/2026/11/10/microsoft-will-retire-free-office-365-a1-email-for-schools-movi...
3•geox•52m ago•0 comments

How Voting Is Like a Klein Bottle

https://www.quantamagazine.org/how-voting-is-like-a-klein-bottle-20261026/
2•colinprince•57m ago•2 comments

The Apple Support Community will permanently close on November 20, 2026

https://discussions.apple.com/welcome
21•tech234a•57m ago•9 comments

A Microfactory That Stores Data in DNA

https://www.unige.ch/medias/en/2026/une-micro-usine-pour-stocker-des-donnees-dans-ladn
1•pseudolus•1h ago•0 comments

Tech Consultant Is Sentenced to 16 Years to Life in Cash App Founder's Killing

https://www.nytimes.com/2026/11/10/us/bob-lee-cash-app-murder-sentencing.html
2•pseudolus•1h ago•1 comments

The Unbearable Mediocrity of Microdramas

https://www.theatlantic.com/culture/2026/11/microdramas-festival-vertical-entertainment/689361/
1•petethomas•1h ago•0 comments

Controlling your AI agents from a game handheld

https://blog.codepipes.com/llms/ai-agents-handheld.html
1•kkapelon•1h ago•0 comments

Non-axisymmetric MHD equilibria with an arbitrary number of field periods

https://arxiv.org/abs/2611.07672
2•simonpure•1h ago•0 comments

Show HN: Crayon, the web's first personalized newspaper (1995), relaunched

https://crayon.net/relaunch
2•mayyah42•1h ago•0 comments

IBM ending visa and green cards in consulting division

https://www.reuters.com/technology/ibm-end-visa-green-card-sponsorship-most-roles-its-consulting-...
4•rooftopzen•1h ago•2 comments

Show HN: Caramel: a speech-to-speech conversation model trained only on audio

https://naklecha.com/research/caramel-1
3•naklecha•1h ago•0 comments

To deter bioterrorism, U.S. imposes new rules on ordering synthetic DNA

https://www.science.org/content/article/deter-bioterrorism-u-s-imposes-new-rules-ordering-synthet...
19•Metacelsus•1h ago•6 comments