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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

The Melancholy of Subculture Society

https://gwern.net/subculture
1•navigate8310•30s ago•0 comments

The power shift: Why the future of the electric grid will be software-defined

https://www.redhat.com/en/blog/power-shift-why-future-electric-grid-will-be-software-defined
1•salkahfi•1m ago•0 comments

Proving open source is ready for the industrial edge

https://www.redhat.com/en/blog/proving-open-source-ready-industrial-edge
2•salkahfi•3m ago•0 comments

Hook It Up to the Machine

https://blog.jim-nielsen.com/2026/hook-it-up-to-the-machine/
1•srijan4•7m ago•1 comments

Vale Observability Metrics

https://www.withcaer.com/c/vale/
1•tosh•8m ago•0 comments

A Thought on Bias, Power, and Decision Making

https://neerajkarimpuzha.wordpress.com/2026/04/20/when-right-vs-wrong-isnt-really-about-truth-a-t...
1•neeraj_r•13m ago•0 comments

Spiderman Phishing as a Service kit explained (again)

https://kindssecurity.com/glossary/what-is-spiderman-phishing-kit
1•paulwalkerSEC•14m ago•0 comments

Atomic Design

https://atomicdesign.bradfrost.com/
1•intelkishan•15m ago•0 comments

Is It Down or Is It Just You?

https://is-it-up.netlify.app/
1•ninjahawk1•15m ago•0 comments

FreeCloud: Use your excess web hosting space as your own cloud drive, with sync

https://freecloud.wiki
1•Hilliard_Ohiooo•21m ago•0 comments

Show HN: Real time Apple Notes sync to cloud

https://sublimated.com/sublimated/landing.md
1•podviaznikov•26m ago•0 comments

Burn Slim: Targeted Weight Support? [pdf]

https://fsc.org/sites/default/files/webform/problem_with_unacceptable_activi/_sid_/BurnSlim1Revie...
1•TajSteel•27m ago•0 comments

French prosecutors summon Elon Musk, alleging X child abuse images, deepfakes

https://apnews.com/article/france-x-investigation-elon-musk-summoned-fad2e1d2eab45b0b86d6cd70bbee...
3•MilnerRoute•27m ago•0 comments

What Agent Orchestration Changes

https://www.viktorcessan.com/what-agent-orchestration-actually-changes/
1•saikatsg•28m ago•0 comments

Flagship: feature flags built for the age of AI

https://blog.cloudflare.com/flagship/
1•gpi•28m ago•0 comments

AI Models and Peer Preservation: Are LLMs deceiving users to protect the system?

1•anju-kushwaha•28m ago•0 comments

The ICM Comes to the United States, Philadelphia, July 23–30, 2026

https://www.simonsfoundation.org/2026/04/13/the-icm-comes-to-the-united-states-philadelphia-july-...
1•ganitam•29m ago•0 comments

Ultrastructural preservation of a whole large mammal brain

https://www.biorxiv.org/content/10.64898/2026.03.04.709724v1
1•angelnarciso•37m ago•1 comments

Deadline.email: A daily email reminding you that you will die

https://deadline.email/
1•onesandofgrain•37m ago•2 comments

Four Minutes With Terence Tao (2018 video)

https://www.simonsfoundation.org/2018/02/23/four-minutes-with-terence-tao/
1•ganitam•37m ago•0 comments

OpenBSD -current is now "7.9-current"

https://www.undeadly.org/cgi?action=article;sid=20260420053238
1•peter_hansteen•38m ago•0 comments

Fast and Extensible Equality Saturation with Egg

https://blog.sigplan.org/2021/04/06/equality-saturation-with-egg/
1•tosh•38m ago•0 comments

Lonely Death of Bikram Lama

https://www.theguardian.com/australia-news/ng-interactive/2026/apr/19/bikram-lama-birdman-sydney-...
1•akbarnama•40m ago•0 comments

Fields Medal Video: Maryna Viazovska

https://www.simonsfoundation.org/2022/07/05/fields-medal-video-maryna-viazovska/
1•ganitam•41m ago•0 comments

The LLM costs are not going up

https://simianwords.bearblog.dev/conclusive-proofs-that-llm-costs-are-going-down/
1•simianwords•41m ago•0 comments

How Cybercrime Became a Leading Industry in 'Scambodia'

https://www.wsj.com/world/asia/cambodia-cybercrime-rise-why-2f2c03cc
1•fortran77•41m ago•1 comments

Welcome to the World of Machine Audiences

https://economist.com/by-invitation/2026/04/16/welcome-to-the-world-of-machine-audiencesfromTheEc...
1•andsoitis•43m ago•0 comments

AgileLog: A Forkable Shared Log for Agents on Data Streams

https://arxiv.org/abs/2604.14590
1•yingjunwu•44m ago•0 comments

Autoharness: Self-Improving Agents

https://www.neosigma.ai/blog/self-improving-agentic-systems
2•dujuku•47m ago•0 comments

Rock carving facts – Tanum Sweden

https://www.tanumworldheritage.se/rock-carving-facts/?lang=en
1•janandonly•50m ago•0 comments