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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

Prompt Injection Defense

https://pypi.org/project/prompt-injection-defense/
1•rghosh8•3m ago•0 comments

You aren't ready to be your own boss until you read this

https://comuniq.xyz/post?t=1330
1•01-_-•3m ago•0 comments

85% of kids are still using social media despite ban

https://theconversation.com/85-of-kids-are-still-using-social-media-despite-ban-but-we-need-a-new...
1•01-_-•4m ago•0 comments

Trump's U-Turn on Iran Sanctions Would Unravel Decades of Curbs

https://www.bloomberg.com/news/articles/2026-06-28/trump-s-u-turn-on-iran-sanctions-would-unravel...
1•petethomas•4m ago•0 comments

Reinforcement learning towards broadly and persistently beneficial models

https://alignment.openai.com/beneficial-rl/
2•spicypete•8m ago•0 comments

Is Sunscreen the New Margarine?

https://www.outsideonline.com/health/wellness/sunscreen-sun-exposure-skin-cancer-science/
1•markgavalda•10m ago•0 comments

Show HN: WinPodX – run Windows apps on Linux, VM looks like real hardware

https://www.winpodx.org/
1•kernalix7•12m ago•0 comments

In 5 years, nobody will give a damn about AI-detectors

https://www.joanwestenberg.com/p/in-5-years-nobody-will-give-a-damn
2•Ariarule•13m ago•1 comments

Why Your Production RAG System Slowly Gets Worse

https://aiworkflowreliability.com/blog/reliability-framework-for-ai-engineers/
1•leiishta•14m ago•0 comments

It's Always the Learning Rates

https://ianbarber.blog/2026/06/28/its-always-the-learning-rates/
1•matt_d•16m ago•0 comments

Some Simple Economics of AGI

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6298838
10•reasonableklout•27m ago•0 comments

AI Bust Risks Ripple Effects from Growth to Credit, BIS Says

https://www.bloomberg.com/news/articles/2026-06-28/ai-bust-risks-ripple-effects-from-growth-to-cr...
1•thm•31m ago•0 comments

My Favorite Keyboards

https://fabiensanglard.net/keyboards/index.html
2•tmach32•34m ago•0 comments

Lore – give your coding agent the decisions your team made

https://github.com/itsthelore/rac-core
2•tcballard•35m ago•0 comments

Console.log Is Lying to You: debugging traps and tricks

https://blog.gaborkoos.com/posts/2026-06-28-Your-Console-Is-Lying-to_You/
2•theanonymousone•35m ago•0 comments

Teaching an LLM to Speak Vestaboard Note: Building Vestaboard AI

https://corti.com/teaching-an-llm-to-speak-vestaboard-note-building-vestaboard-ai/
1•TechPreacher•46m ago•0 comments

kivo: A lightweight desktop teleprompter

https://github.com/rajtilakjee/kivo
1•ilreb•46m ago•0 comments

Extracting sound effects from a Switch game

https://blog.alexbeals.com/posts/extracting-sound-effects-from-a-switch-game
1•dado3212•47m ago•0 comments

Herdr: Agent multiplexer that lives in your terminal

https://github.com/ogulcancelik/herdr
2•mzehrer•47m ago•0 comments

Thai family mourns teen girl found dead in suitcase as Australian arrested

https://www.reuters.com/world/asia-pacific/thai-family-mourns-teen-girl-found-dead-suitcase-austr...
1•petethomas•47m ago•0 comments

Optimizing LLVM's Bump Allocator

https://maskray.me/blog/2026-06-28-optimizing-llvm-bump-allocator
1•jandeboevrie•50m ago•0 comments

Basecoat 1.0

https://github.com/hunvreus/basecoat/releases/tag/1.0.0
3•dabinat•50m ago•0 comments

Trillion-Dollar Borrowing Binge Lifting the Stock Market to Risky Heights

https://www.wsj.com/finance/stocks/the-trillion-dollar-borrowing-binge-lifting-the-stock-market-t...
1•petethomas•55m ago•0 comments

Australia investigating five social media giants for not enforcing ban on kids

https://www.theregister.com/public-sector/2026/06/29/australia-investigating-five-social-media-gi...
3•defrost•58m ago•0 comments

Amazon seller reveals shadow bribery market within Amazon

https://www.mercurynews.com/2026/06/24/amazon-seller-reveals-rare-glimpse-of-shadow-bribery-market/
1•Gaishan•59m ago•0 comments

'Superallowed' alpha decay seen for the first time

https://physicsworld.com/a/superallowed-alpha-decay-seen-for-the-first-time/
2•visha1v•1h ago•0 comments

New model of ocean waves sheds light on the spread of microplastic pollution

https://physicsworld.com/a/new-model-of-ocean-waves-sheds-fresh-light-on-the-spread-of-microplast...
2•visha1v•1h ago•0 comments

PCB-QA: Evaluating LLMs over the First PCB Design Question-Answer Dataset

https://arxiv.org/abs/2606.23704
2•teleforce•1h ago•0 comments

The 1000-mile handshake from Aden to Mangalore

https://drbhaskardasgupta1.substack.com/p/the-1000-mile-handshake
2•trojanalert•1h ago•0 comments

From Prompts to Loops: Building Autonomous Coding Agents

https://animeshgaitonde.medium.com/from-prompts-to-loops-building-autonomous-coding-agents-6135bf...
3•animesh371g•1h ago•0 comments