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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•12mo ago

Comments

anuragdt•12mo 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•12mo 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•12mo 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

Does threatening an AI agent's existence make it a better gambler?

https://handyai.substack.com/p/does-threatening-an-ai-agents-existence
1•surprisetalk•1m ago•0 comments

Show HN: A visual planner for the Gridfinity modular storage system

https://gridfinitylayouttool.com/
1•veroz•1m ago•0 comments

Number Go Down

https://twitter.com/allenf32/status/2045477517201477686
1•simonebrunozzi•2m ago•0 comments

Deep Moats and Platform Shifts in Computing

https://semiconductor.substack.com/p/deep-moats-and-platform-shifts-in
1•naves•3m ago•0 comments

Starting from Scratch

https://shvbsle.in/starting-from-scratch/
1•kn81198•6m ago•0 comments

Friday Studio AI runtime: Turn prompts, skills, & tools into reliable config

https://github.com/friday-platform/friday-studio
3•Vpr99•11m ago•2 comments

A Dark-Money Campaign Is Paying Influencers to Frame Chinese AI as a Threat

https://www.wired.com/story/super-pac-backed-by-openai-and-palantir-is-paying-tiktok-influencers-...
4•qwikhost•14m ago•1 comments

AI doesn't replace us, but commodizes us

https://qihqi.github.io/posts/what-if-ai-commodizes-us/
1•qihqi•16m ago•0 comments

Shut out from the US, the world’s largest EV maker thinks it can stay on top

https://www.cnn.com/2026/04/30/china/china-ev-byd-stella-li-interview-intl-hnk
1•breve•17m ago•0 comments

The Road to a Billion-Token Context

https://cacm.acm.org/news/the-road-to-a-billion-token-context/
2•pseudolus•21m ago•0 comments

Tessera: Unlocking Heterogeneous GPUs Through Kernel-Granularity Disaggregation

https://arxiv.org/abs/2604.10180
1•matt_d•21m ago•0 comments

AI actors and writers will be ineligible for Oscars

https://www.reuters.com/lifestyle/ai-actors-writers-will-be-ineligible-oscars-2026-05-01/
4•pseudolus•24m ago•2 comments

Trump tears up part of EU tariff deal to raise import duties on cars and lorries

https://www.theguardian.com/us-news/2026/may/01/trump-tears-up-eu-tariff-deal-raises-import-dutie...
4•exceptione•25m ago•0 comments

Detecting Meaning Bifurcation in Frozen LLMs

https://huggingface.co/spaces/RiverRider/srt-adapter-v1.0-demo
1•spacebacon•27m ago•0 comments

GitHub Copilot: Upcoming Deprecation of GPT-5.2 and GPT-5.2-Codex

https://github.blog/changelog/2026-05-01-upcoming-deprecation-of-gpt-5-2-and-gpt-5-2-codex/
3•zorrn•27m ago•0 comments

Show HN: Stealth Benchmark test if AI coding interview tools can be detected

https://github.com/blindCodes/stealth-benchmark
1•html5ninja•36m ago•0 comments

I built a Claude Code skill for structured decision making

https://github.com/juanallo/six-hats-skill/tree/main
2•juan_allo•38m ago•0 comments

Billnode – six tiny calculators for freelancers and small ecom shops

https://billnode.app/
1•howtobatman101•40m ago•0 comments

Scientific writing for early-career researchers

https://tiagojct.eu/notes/sw/
2•tiagojct•45m ago•0 comments

Under crushing hypergravity, fruit flies adapt–and recover

https://phys.org/news/2026-05-hypergravity-fruit-flies-recover.html
2•bookmtn•45m ago•0 comments

Cigna's exit adds to Obamacare marketplace upheaval

https://www.msn.com/en-us/money/general/cigna-s-exit-adds-to-obamacare-marketplace-upheaval/ar-AA...
3•petethomas•46m ago•0 comments

Show HN: Fast, privacy-first macOS configuration bootstrapper for (MDM) Macs

https://mac.olegkoval.com/
1•orthodoz•51m ago•0 comments

Man dies covered in necrotic lesions after amoebas eat him alive

https://arstechnica.com/health/2026/05/amoebas-eat-man-alive-over-months-in-puzzling-ultra-rare-c...
7•luafox•54m ago•0 comments

WMO: Likelihood Increases of El Niño

https://wmo.int/media/news/wmo-likelihood-increases-of-el-nino
3•reqo•55m ago•0 comments

Stackless coroutines for gamedev in ~200 lines of C++

https://vittorioromeo.com/index/blog/sfex_coroutine.html
2•SuperV1234•59m ago•0 comments

The docs diff is the plan

https://spicadust.com/blog/the-docs-diff-is-the-plan
2•AirswitchAsa•59m ago•0 comments

New scooters roll out in Denver, replacing Lime and Bird

https://denverite.com/2026/04/27/veo-scooters-denver-switch/
2•maerF0x0•1h ago•0 comments

GameStop Preparing Offer for eBay

https://www.wsj.com/business/deals/gamestop-preparing-offer-for-ebay-1678e6de
4•mudil•1h ago•2 comments

Railway introduced undoable deletes for database volumes

https://railway.com/changelog/2026-05-01-undoable-deletes
4•appveyor•1h ago•1 comments

No woman in England or Wales can be prosecuted for an abortion any more

https://www.cosmopolitan.com/uk/reports/a71163004/england-wales-decriminalise-abortion/
6•embedding-shape•1h ago•1 comments