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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

AI Workflows in Production Without Burning Tokens

https://unmeshed.io/blog/bringing-ai-workflow-into-production-without-burning-tokens
1•jusonchan81•1m ago•0 comments

Microsoft worker emails employees about company's support of Israel

https://www.thecanary.co/global/world-analysis/2026/06/26/microsoft-worker-emails/
1•lorecore•3m ago•0 comments

The Cheques Are for the Land Not the Intelligence

https://aidatumpoint.substack.com/p/the-cheques-are-for-the-land-not
1•MadCatBureau•4m ago•0 comments

Show HN: best.free

https://best.free/
1•nadermx•4m ago•0 comments

Crypto vs. community: 4k local US lenders join forces to fight 'stablecoins' law

https://www.theguardian.com/technology/2026/jun/28/crypto-v-community-local-lenders-fight-stablec...
1•pseudolus•5m ago•0 comments

New UK stealth fighter demonstrator takes shape

https://www.aerosociety.com/news/new-uk-stealth-fighter-demonstrator-takes-shape/
1•Gravityloss•5m ago•0 comments

You get to watch 1 season of 1 show for the rest of your life, what do you pick?

https://www.reddit.com/r/AskReddit/s/Sf9sqnAqRr
1•eeko_systems•6m ago•1 comments

QUIC, HTTP/3 and WebTransport Vulnerabilities and How PQCrypta Mitigates Them

https://pqcrypta.com/quic-hardening/
1•pqpdf•15m ago•0 comments

Wall Street regulator investigating prediction market giant Polymarket

https://www.politico.com/news/2026/06/26/cftc-investigation-prediction-market-polymarket-00978218
4•voxadam•21m ago•0 comments

Knowledge Distillation of Black-Box Large Language Models

https://arxiv.org/abs/2401.07013
7•babelfish•24m ago•1 comments

My coworker Iris isn't a person

https://vinibrasil.com/my-coworker-iris-isnt-a-person/
1•vnbrs•26m ago•0 comments

France records 1k additional deaths as extreme heat breaks European records

https://www.latimes.com/world-nation/story/2026-06-28/extreme-heat-breaks-more-european-records-1...
2•rolph•26m ago•0 comments

State of the Tau 2026: Why Pi Is Wrong

https://www.tauday.com/state-of-the-tau-current
1•rendx•26m ago•0 comments

Khaos C2: Building a Custom Command and Control from Scratch

https://medium.com/@28zaaky/khaos-c2-building-a-fully-custom-command-and-control-from-scratch-95c...
2•882542F3884314B•29m ago•0 comments

Ask HN: Local CJK/Latin entity extraction without shipping a model?

2•zphou•29m ago•0 comments

Show HN: Pitch Ponies – startup themed comic series

https://supramono.com/blog/never-trust-a-venture-capitalist-a-founders-comic-book-horror-story/
1•supramono•30m ago•0 comments

Writing your own static website generator

https://x3hy.github.io/data/pages/f32cbcd0-c594-4a16-b93b-bdcb2c9b2573.html
2•3hy•32m ago•0 comments

A QNX-inspired operating system with selectable kernels

https://qsoe.net
3•edvinbesic•35m ago•0 comments

Hire Me (Taylor) via API

https://taylor.town/looop-000
2•Curiositry•35m ago•0 comments

Amid stark opposition, data center developers think twice about Florida

https://www.politico.com/news/2026/06/28/florida-data-centers-developers-opposition-00978255
2•1vuio0pswjnm7•35m ago•0 comments

Xonaly – Canada's Independent Search Engine

https://xonaly.com/
3•backlit4034•36m ago•0 comments

Comparative Advantage in Software

https://achad4.substack.com/p/comparative-advantage-in-software
1•achad4•37m ago•0 comments

Role-model: protocol for assigning the right AI model for the right job

https://role-model.dev/
1•handfuloflight•40m ago•0 comments

How does a pull-back car work? Illustrated teardown

https://mechanical-pencil.com/products/car
3•Muhammad523•40m ago•1 comments

Why One of Tech's Biggest Gamblers Is Betting Against Elon Musk's AI Vision

https://www.wsj.com/tech/why-one-of-techs-biggest-gamblers-is-betting-against-elon-musks-ai-visio...
1•petilon•40m ago•2 comments

Slow Breathing Can Rewire Your Brain and Change the Choices You Make

https://scitechdaily.com/slow-breathing-can-rewire-your-brain-and-change-the-choices-you-make/
5•Gaishan•44m ago•0 comments

Lucidml – Playable World Models that run on consumer GPUs

https://www.reddit.com/r/lucidmlx/s/8d7ZjIvmV3
2•abhisoflucidml•47m ago•0 comments

Why frontier LLMs can't read the hard documents without experts involved

https://idp-software.com/news/the-76-percent-wall/
2•chelm•48m ago•0 comments

Ratflow NYC: Real-Time NYC Rat Map

https://ratflow.nyc/
1•ohjeez•50m ago•0 comments

Peruvians promised jobs in Russia, but landed on the front lines in Ukraine

https://www.cnn.com/2026/06/28/americas/russia-ukraine-peruvian-fighters-latam-intl
4•breve•51m ago•0 comments