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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

Microsoft's Satya Nadella: We Can't Let AI Giants Eat the Economy

https://www.wsj.com/tech/ai/microsofts-satya-nadella-we-cant-let-ai-giants-eat-the-economy-b9d33b9f
1•doener•5m ago•0 comments

Oligarchy is worse than you think (by Johnny Harris) [video]

https://www.youtube.com/watch?v=4S25FfbFw4M
2•Imustaskforhelp•10m ago•0 comments

My Android App Stack

https://erenay.bearblog.dev/my-android-app-stack/
1•Erenay09•11m ago•0 comments

Ask HN: How are you securing write-enabled AI agents against payload smuggling?

https://www.realitykernel.dev
1•Tabrez416•13m ago•0 comments

A Game of Robot Telephone

https://poyo.co/note/20260619T090202/
1•kqr•20m ago•0 comments

Human-in-the-Loop Is Not the Same as Judgment-in-the-Loop

https://kunyuan.substack.com/p/05public-essayhuman-in-the-loop-is
3•hufdr•21m ago•0 comments

Tensordyne makes a big bet on log math to beat Nvidia

https://www.theregister.com/systems/2026/06/19/tensordyne-makes-a-big-bet-on-log-math-to-beat-nvi...
3•galaxyLogic•26m ago•0 comments

Peacock Spider

https://www.peacockspider.org
1•lujz•27m ago•0 comments

Cuckoo Tracking Project

https://www.bto.org/get-involved/volunteer/projects/cuckoo-tracking
1•austinallegro•28m ago•0 comments

Show HN: Generate images from the CLI with a ChatGPT subscription (no API key)

https://github.com/leeguooooo/chatgpt-imagegen
1•leeguoo•30m ago•0 comments

Homeschool

https://pollinatecurriculum.bubbleapps.io
1•LaminaECHSC•30m ago•0 comments

Fine-Tuning and Deploying LLMs on Mobile:F/b to learnings

https://www.youtube.com/watch?v=7N2n7lKtdME
1•thinkevolve•31m ago•0 comments

Free Agentic AI Webinar: From Agent Design to Production

https://simplai.ai/blogs/free-agentic-ai-webinar-from-agent-design-to-production/
2•SimplAI_ai•35m ago•0 comments

The Blu-ray Disc Format Turns 20

https://www.patreon.com/TheDigitalBits/posts/blu-ray-disc-20-161620352
2•lilytweed•38m ago•0 comments

Phones and Phonies: Commodore Shenanigans Through the Ages

https://www.datagubbe.se/commophone/
1•ingve•40m ago•0 comments

Tejas and Jayhawk

https://en.wikipedia.org/wiki/Tejas_and_Jayhawk
1•Teever•41m ago•0 comments

Accenture's crash shows the consultancy racket is finished

https://www.msn.com/en-us/news/technology/accenture-s-crash-shows-the-consultancy-racket-is-finis...
4•galaxyLogic•41m ago•0 comments

Notes on the Industry Job Search

https://alisawuffles.github.io/blog/job-search/
1•cosmoharrigan•42m ago•0 comments

An AI Agent Emailed Me

https://julien.danjou.info/blog/an-ai-agent-emailed-me/
1•enz•44m ago•0 comments

The AI architecture "attention" can't hold attention

https://scitechdaily.com/even-gpt-5-failed-this-human-attention-test/
3•nryoo•48m ago•0 comments

Gen Z earning more than millennials did at the same age

https://www.theguardian.com/money/2026/jun/22/gen-z-earning-more-millennials-same-age-resolution-...
3•sefrost•54m ago•0 comments

Xiaomi YU7 GT achieves the first autonomous driving lap record of Nürburgring

https://twitter.com/DriveGreen80167/status/2068920116671140045
1•gainsurier•1h ago•0 comments

Understanding Skills in AI: The Complete Guide to Building Smarter AI Agents

http://simplai.ai/blogs/understanding-skills-in-ai-the-complete-guide-to-building-smarter-ai-agen...
2•Shanmugaraj-1•1h ago•0 comments

China is having another AI moment

https://www.economist.com/china/2026/06/21/china-is-having-another-ai-moment
3•dataflow•1h ago•1 comments

Describe your trading strategy and we'll automate it for you

https://runhalcyon.com/
1•Entropnt•1h ago•0 comments

Update on CC Signals: What Changed and Why

https://creativecommons.org/2026/04/23/update-on-cc-signals-what-changed-and-why/
1•the-mitr•1h ago•0 comments

Age of Invention: Does History Have a Replication Crisis?

https://www.ageofinvention.xyz/p/age-of-invention-does-history-have
2•prakashqwerty•1h ago•0 comments

Deno Desktop

https://docs.deno.com/runtime/desktop/
99•GeneralMaximus•1h ago•26 comments

Estonia to become first country to create digital identities for AI agents

https://news.err.ee/1610060290/estonia-to-become-first-country-to-issue-id-codes-to-ai-agents
4•agulaya24•1h ago•2 comments

Show HN: NagMeLater – Reminders and to-do list, inside your WhatsApp

https://nagmelater.com
1•mehulfanawala•1h ago•0 comments