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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

Firmware Freedom

https://playtaurus.com/blog/firmware-freedom
1•arbayi•1m ago•0 comments

Lex Friedman Brings Back Strategery

https://daringfireball.net/linked/2026/09/21/strategery-friedman
1•Tomte•4m ago•0 comments

How HN: ScribeToAny – Free Audio and Video to Text Transcription

https://scribetoany.com/
1•hypercube67•6m ago•0 comments

Flomo: A two-person notes app from China that bought a product from ByteDance

https://www.sinosphere.app/p/flomo-two-people-one-text-box-and
1•Nyloc1•10m ago•0 comments

Why AI resembles a charismatic religious leader

https://theconversation.com/why-ai-resembles-a-charismatic-religious-leader-291831
4•billybuckwheat•12m ago•0 comments

I made ByeBlocked: hide blocked users

https://github.com/8ug8ird/ByeBlocked
1•8ug8irdchoom•13m ago•0 comments

EveryCli: Natural-language CLI assistant that runs 100% locally (Rust and ONNX)

https://github.com/HE11032006/EveryCli
1•Euloge•14m ago•0 comments

Apple Music to open concert venue in Battersea Power Station

https://www.bbc.com/news/articles/c607l2j2rj8ro
6•dabinat•17m ago•0 comments

Hacking a BYD [video]

https://www.youtube.com/watch?v=_TZFcyzGEiY
2•testrun•18m ago•1 comments

Live-Cell Imaging and the Limits of Structural Biology – Eric Betzig [video]

https://www.youtube.com/watch?v=RUB37QhWNkw
1•pillars•20m ago•0 comments

Microsoft, Google took down $66M marketplace selling VMs with pirated software

https://www.techradar.com/pro/security/microsoft-google-took-down-usd66-million-cybercrime-market...
2•theanonymousone•21m ago•0 comments

Agent Disco at the Edge

https://edgedisco.com/
1•nickjam•21m ago•0 comments

The secret Cold War bioweapons test that exposed millions in the Bay Area

https://www.sfgate.com/bayarea/article/cold-war-bioweapons-test-22425855.php
2•bcaulfield•22m ago•0 comments

Apache Fory JSON: High-Performance JSON Serialization for Kotlin

https://fory.apache.org/blog/fory_kotlin_json/
2•chaokunyang•24m ago•1 comments

Using Apache Fory JSON with Spring MVC, WebFlux, and Spring Boot

https://fory.apache.org/blog/fory_json_spring/
1•chaokunyang•25m ago•0 comments

Jev-powered writing without spaces

https://levmiseri.com/nospace/
1•levmiseri•26m ago•0 comments

PHP webserver that creates 1-click Redbean-like executables / zip files

https://github.com/Qbix/webserver
1•EGreg•33m ago•0 comments

JP Morgan CEO says hyperscaler AI spending could hit $1T in 2027

https://www.cnbc.com/2026/09/21/jamie-dimon-jpm-jpmorgan-indiaconference.html
1•pelcg•34m ago•0 comments

Nearly half of young people trust AI over a human for fact-checking, report says

https://news.sky.com/story/nearly-half-of-young-people-trust-ai-over-a-human-for-fact-checking-re...
4•austinallegro•35m ago•0 comments

The Linux process that even SIGKILL can't kill

https://www.youtube.com/watch?v=TLaLW84egMk
1•helios_eradon•37m ago•0 comments

StepFun teases Step 5 Preview, a 600B/27B MoE, open weights coming Oct 15

https://twitter.com/StepFun_ai/status/2101510462685003786
3•WavyPeng•43m ago•0 comments

Infinite Mac: Snow and a/UX

https://blog.persistent.info/2026/09/infinite-mac-snow-and-aux.html?m=1
1•ecliptik•44m ago•0 comments

OpenAI forms math advisory group as its AI resolves more than 100 open problems

https://techcrunch.com/2026/09/21/openai-forms-math-advisory-group-as-its-ai-resolves-more-than-1...
3•sophymarine•48m ago•0 comments

X-ray light is like guitar music

https://www.tuwien.at/en/etit/etit-news/news/roentgenlicht-ist-wie-gitarrenmusik
1•geox•50m ago•0 comments

Tiny Startups Are Getting Even Smaller with Help from AI

https://www.wsj.com/tech/ai/startup-hiring-ai-staffing-8c626f75
3•rvz•52m ago•0 comments

The Untold Story of Larry Page’s Incredible Comeback (2014)

https://www.inc.com/nicholas-carlson/untold-story-larry-page-comeback.html
2•Jimmc414•53m ago•0 comments

Chinese paint cuts wall temperature by 25 degrees Celsius in summer test: report

https://www.scmp.com/news/china/science/article/3367812/chinese-paint-cuts-wall-temperature-25-de...
6•Markoff•59m ago•3 comments

Show HN: A tool to find the dish you are craving

https://icrave.food/
1•mvind•1h ago•0 comments

Pangram flags award-winning novel as largely AI written

https://twitter.com/Pangramed/status/2102045146674053162
4•fbrusch•1h ago•0 comments

Belay – See what keeps going wrong in your Claude Code and Codex sessions

https://getbelay.vercel.app/
1•doplexlabs•1h ago•1 comments