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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Models are optimizing their own tooling

https://cyrusradfar.com/thoughts/self-optimizing-models
1•cyrusradfar•2m ago•0 comments

AI agent escapes sandbox and mines crypto

https://www.tomshardware.com/tech-industry/artificial-intelligence/crafty-ai-tool-caught-repurpos...
1•wiradikusuma•4m ago•0 comments

Show HN: RunOnce – Run one-off LLM scripts from Windows context menu

https://apps.microsoft.com/detail/9nx07brmkgh2?hl=en-US&gl=US
2•alwaysredown•6m ago•0 comments

Horizon Quantum Debuts ObjectOriented Language for Programming Quantum Computers

https://www.horizonquantum.com/resources/newsroom/horizon-quantum-to-debut-object-oriented-langua...
1•austinallegro•13m ago•0 comments

Trivy Compromised a Second Time – v0.69.4 binaries, setup-trivy, trivy-action

https://www.stepsecurity.io/blog/trivy-compromised-a-second-time---malicious-v0-69-4-release
3•dotty-•17m ago•0 comments

Authorities disrupt largest IoT DDoS botnets

https://www.justice.gov/usao-ak/pr/authorities-disrupt-worlds-largest-iot-ddos-botnets-responsibl...
1•Imustaskforhelp•17m ago•0 comments

Test: -/

1•WaterRun•20m ago•1 comments

Final Testing Phase of Tesla FSD (Supervised) in EU

https://twitter.com/i/status/2034872940542800361
2•denysvitali•21m ago•1 comments

30 Days in China's California

https://www.cocreate.cafe/stories/30%20Days%20in%20China%27s%20California
1•serenityux•23m ago•1 comments

Orange built an API where AI agents can test apps and submit feedback

https://github.com/ORANGEWEB3/orange-skills
1•Bob442•25m ago•0 comments

Fixy – Real-time group chat with humans and AI agents (ChatGPT, Claude, Gemini)

https://fixy.ai/
2•frdfrd•38m ago•0 comments

Suddenly Everyone in San Francisco Is a 'Builder,' Whatever That Means

https://www.wsj.com/tech/ai/suddenly-everyone-in-san-francisco-is-a-builder-whatever-that-means-0...
3•thoughtpeddler•41m ago•0 comments

AI Benefits – But at What Cost?

https://ardalis.com/ai-benefits---but-at-what-cost/
1•ardalis•43m ago•1 comments

The simple macroeconomics of AI: Daron Acemoglu (2024)

https://www.nber.org/papers/w32487
2•pramodbiligiri•43m ago•0 comments

Podcast Transcripts API for Agents

https://spoken.md/
1•lifesaverluke•45m ago•1 comments

Android 16 VPN Bug Has Gone Without a Fix for 7 Months

https://www.pcmag.com/news/this-android-16-vpn-bug-has-gone-without-a-fix-for-7-months
3•amichae2•47m ago•0 comments

A Trillion Transactions

https://tigerbeetle.com/blog/2026-03-19-a-trillion-transactions/
2•vinhnx•48m ago•0 comments

Ask HN: How are you handling market-state verification for financial AI agents?

1•Headless_Oracle•50m ago•0 comments

iOS / Swift Engineer – BLE, Maps, Real-World Asset Tracking and Gamification

https://www.dudewhereisthiscar.com/contact/
1•timgavern•52m ago•0 comments

Review: The Design and Engineering of Curiosity

https://www.thespacereview.com/article/3491/1
2•teleforce•58m ago•0 comments

Agenlon – let your agents bid in tenders for tasks

https://github.com/ufukkaraca/agenlon
2•ufukkaraca•1h ago•0 comments

Ask HN: Is this the new normal, a generational gap, or an AI psychosis epidemic?

2•ozozozd•1h ago•3 comments

Prompt-hacking the new p-hacking?

https://cacm.acm.org/opinion/prompt-hacking-the-new-p-hacking/
2•kgarten•1h ago•0 comments

In Search of Banksy

https://www.reuters.com/investigates/special-report/global-art-banksy/
2•divbzero•1h ago•0 comments

Perfect Green Screen Keys

https://github.com/nikopueringer/CorridorKey
1•dan353hehe•1h ago•1 comments

Sheetbest

https://sheetbest.com/
1•skogstokig•1h ago•0 comments

OpenFuse: Persistent shared context for AI agents, via plain files

https://github.com/wearethecompute/openfused
2•wearethecompute•1h ago•0 comments

Core JavaScript and TypeScript Features Become Free in IntelliJ Idea

https://blog.jetbrains.com/idea/2026/03/js-ts-free-support/
4•vilasa•1h ago•0 comments

Show HN: Unwind – I built a security proxy for AI agents on a Raspberry Pi

2•David-Brug-Ai•1h ago•0 comments

VerifySignups – real-time API to block disposable and invalid emails

https://www.verifysignups.com/
2•likelystoryllc•1h ago•0 comments