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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

Continue has been acquired by Cursor

https://www.continue.dev/
1•doanbactam•2m ago•0 comments

Show HN: Giving Claude Code and codex its voice using kokoro

https://github.com/softcane/aloud
1•pradeep1177•11m ago•0 comments

Anthropic runs like Wile E. Coyote into the brick wall of consciousness research

https://www.theintrinsicperspective.com/p/anthropic-runs-like-wile-e-coyote
1•RebelPotato•11m ago•0 comments

The Empire Strikes Back

https://scottsumner.substack.com/p/the-empire-strikes-back
1•paulpauper•13m ago•0 comments

A new kind of robot swims the seas and soars the skies

https://www.npr.org/2026/07/09/nx-s1-5885040/robot-flying-aerial-aquatic-mit-birds
1•paulpauper•13m ago•0 comments

Cat Is Being Nice? Think Again

https://www.nytimes.com/2026/07/10/science/cat-grooming-licking-research.html
1•paulpauper•14m ago•0 comments

Australia is offering free daytime electricity

https://lenergy.com.au/free-daytime-electricity-is-coming-heres-how-it-actually-works/
2•i2oc•15m ago•0 comments

TV Time is getting shut down. It's founder is building its replacement

https://www.neowin.net/news/tv-time-is-on-its-last-legs-its-founder-is-already-building-its-repla...
1•bundie•22m ago•0 comments

IronCurtain – A secure* runtime for autonomous AI agents

https://github.com/provos/ironcurtain
1•n0on3•24m ago•0 comments

Show HN: Codex Pet Web – put any Codex pet on any website

https://pets.caro.sh
1•kobi_kadosh•27m ago•0 comments

Hands-On with iOS and iPadOS 27, macOS 27 Golden Gate, and Siri AI

https://eshumarneedi.com/2026/07/13/handson-with-ios-and-ipados.html
1•mindracer•29m ago•0 comments

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

https://arxiv.org/abs/2507.19457
3•handfuloflight•33m ago•0 comments

Egypt and Turkey deny LGBTQ+ cruise access to port over immorality

https://www.jpost.com/international/article-902192
1•andsoitis•34m ago•0 comments

Locked Away

https://www.newyorker.com/magazine/2026/07/20/locked-away
3•petethomas•34m ago•0 comments

Built a Chrome extension to organize GitHub stars

https://chromewebstore.google.com/detail/stardeck/cegfcmcniionnghnglfehbdmelffbnan
1•nandanadileep29•37m ago•0 comments

Lawsuit: Man used Grok to make 7K sex images of stepdaughter, then shot himself

https://arstechnica.com/tech-policy/2026/07/lawsuit-grok-user-made-7k-child-sex-images-xai-only-r...
1•philips•39m ago•0 comments

Detection of a four-carbon sugar in interstellar space

https://www.nature.com/articles/s41550-026-02905-7
2•anyonecancode•41m ago•0 comments

US "Normalizing Unmanned Aircraft Systems Bvlos Operations" Rule Moves Closer

https://www.unmannedairspace.info/latest-news-and-information/us-normalizing-unmanned-aircraft-sy...
1•bryanrasmussen•46m ago•1 comments

Why is LinkedIn enumerating my browser extensions?

https://insertchaos.bearblog.dev/the-strange-case-of-an-attack-on-my-browser/
1•snorbleck•48m ago•0 comments

Ongoing changes to Android security patches due to AI vulnerability discovery

https://discuss.grapheneos.org/d/40286-ongoing-changes-to-android-security-patches-due-to-ai-vuln...
2•Cider9986•53m ago•0 comments

Therapists see more young patients with gambling problems. They blame Kalshi

https://laist.com/news/health/la-therapists-are-seeing-more-young-patients-with-gambling-problems...
1•geox•54m ago•0 comments

Android Developer Verifier

https://old.reddit.com/r/degoogle/comments/1uvd1of/everyone_listen/
2•cma•57m ago•0 comments

Every project should have an invariants.md

https://twitter.com/PiccoGabriele/status/2076876444760957440
2•piccogabriele•57m ago•3 comments

Is that bot a Pomeranian or a wolf – and who to sue when it 'bites'?

https://news.harvard.edu/gazette/story/2026/07/is-that-bot-a-pomeranian-or-a-wolf-and-who-to-sue-...
3•rathodravish•58m ago•0 comments

One Contract, Every Model: An Operating Standard for AI Coding Agents

https://manazir.dev/blog/operating-standard-harness
2•mnzralee•59m ago•0 comments

Show HN: Self-hosting unpruned GLM-5.2 on a 4-node DGX Spark cluster

https://github.com/XanuNetworks/GLM-5.2-QuantTrio-DCP-4x-DGX-Spark
2•deepseaOne•59m ago•0 comments

Turbopuffer vs. Manticore Search on a couple of cheap VPS

https://medium.com/@s_nikolaev/turbopuffer-vs-manticore-search-on-a-couple-of-cheap-vps-171c35fe25d9
2•snikolaev•1h ago•0 comments

Show HN: Open-source background location tracking SDK for Android and iOS

https://www.traccar.org/blog/traccar-client-sdk/
2•tananaev•1h ago•0 comments

West Memphis Three

https://en.wikipedia.org/wiki/West_Memphis_Three
2•js2•1h ago•0 comments

YouTrackDB is a general-use object-oriented graph database

https://github.com/JetBrains/youtrackdb
5•gjvc•1h ago•0 comments