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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

Apple announces record fiscal second quarter

https://sixcolors.com/post/2026/04/apple-announces-record-fiscal-second-quarter/
1•Amorymeltzer•1m ago•0 comments

Optimising Programmable

https://www.researchgate.net/publication/404050094_A_Data-Driven_Machine_Learning_Framework_for_O...
1•f0r3st•7m ago•1 comments

Tanstack Malicious Code was a college student with Google Antigravity

https://twitter.com/SH20RAJ/status/2049844650136248592
3•amrrs•9m ago•0 comments

Ubuntu website and repositories outage due to DDoS

https://twitter.com/VECERTRadar/status/2049934376272810445
3•jtlebigot•13m ago•0 comments

Don't Delegate Understanding

https://stephango.com/understand
1•sebg•13m ago•0 comments

Apple's iPhone revenue jumps to $57B despite chip shortages

https://www.theverge.com/tech/921527/apple-iphone-revenue-q2-2026-earnings
2•mgh2•13m ago•2 comments

Apple beats on Q2 earnings, thanks to China and iPhone sales

https://finance.yahoo.com/video/apple-beats-on-q2-earnings-thanks-to-china--iphone-sales-20405227...
2•mgh2•15m ago•1 comments

OxyContin maker Purdue Pharma dissolves after judge approves criminal sentence

https://apnews.com/article/oxycontin-purdue-pharma-criminal-sentence-settlement-b8aa94eaab3d9d8ef...
3•embedding-shape•18m ago•0 comments

Discovering Hard Disk Physical Geometry Through Microbenchmarking (2019)

https://blog.stuffedcow.net/2019/09/hard-disk-geometry-microbenchmarking/
1•TapamN•19m ago•0 comments

AI outperforms doctors in Harvard trial of emergency triage diagnoses

https://www.theguardian.com/technology/2026/apr/30/ai-outperforms-doctors-in-harvard-trial-of-eme...
3•pseudolus•21m ago•0 comments

Multi-agent systems as distributed software

https://fulcrum.inc/2026/04/30/multi-agent-as-distributed.html
3•etherio•21m ago•0 comments

Embodied AI: China's ambitious path to transform its robotics industry

https://merics.org/en/report/embodied-ai-chinas-ambitious-path-transform-its-robotics-industry
1•atlasunshrugged•24m ago•0 comments

Show HN: Pu.sh – a full coding-agent harness in 400 lines of shell

https://pu.dev/
9•nahimn•26m ago•1 comments

Mapping the U.S. Federal Government Ecosystem for Cybersecurity

https://strategyofsecurity.com/p/mapping-the-u-s-federal-government-ecosystem-for-cybersecurity-p...
2•mooreds•26m ago•0 comments

Big Tech will spend nearly $700B on AI this year

https://fortune.com/2026/04/30/big-tech-hyperscalers-will-spend-700-billion-on-ai-infrastructure-...
5•mgh2•27m ago•2 comments

Biological Weapons Convention

https://en.wikipedia.org/wiki/Biological_Weapons_Convention
2•dave1010uk•29m ago•0 comments

I'm Powered by Linux

https://forkingmad.blog/powered-by-linux/
1•SoniaPanda•29m ago•1 comments

Nothing Is Impossible in Software Engineering

https://twitter.com/ichebykin/status/2049948519096811525
2•mifydev•30m ago•0 comments

Running creative online bots with ten thousand followers

https://stefanbohacek.com/blog/on-running-creative-online-bots-with-ten-thousand-followers/
2•sieste•31m ago•0 comments

Pie Thieves

https://www.endnotes.net/pie-thieves/
2•zdw•31m ago•0 comments

SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding

https://simplex.chat/blog/20260430-simplex-channels-v6-5-consortium-crowdfunding-freedom-of-speec...
2•pmw•31m ago•0 comments

Patch Your Kernel NOW: 732byte Python rootkit, cracks all distros since 2017

https://github.com/rootsecdev/cve_2026_31431
6•cednore•32m ago•2 comments

Hard budget enforcement for AI agents – blocks before the API call

https://awx-shredder.fly.dev
1•awxglobal•33m ago•0 comments

GCC 16.1 Released

https://lwn.net/Articles/1070649/
2•kazu11max17•34m ago•0 comments

Blue Origin certainly has ambitious launch targets for New Glenn

https://arstechnica.com/space/2026/04/blue-origin-certainly-has-ambitious-launch-targets-for-new-...
3•LorenDB•35m ago•0 comments

The most severe Linux threat to surface in years catches the world flat-footed

https://arstechnica.com/security/2026/04/as-the-most-severe-linux-threat-in-years-surfaces-the-wo...
7•AndrewDucker•36m ago•0 comments

Passlib 1.7.4 incompatible with bcrypt >= 4.3 ausing runtime warnings

https://bugs.launchpad.net/kolla-ansible/+bug/2150764
2•shayangeedook•37m ago•0 comments

Hackers are actively exploiting a bug in cPanel and WHM

https://techcrunch.com/2026/04/30/hackers-are-actively-exploiting-a-bug-in-cpanel-used-by-million...
5•dotmanish•37m ago•0 comments

Cerberus Anti-theft is stalkerware: a reverse engineering

https://hexproof.dev/datagrams/cerberus-stalkerware-re/
1•ImJasonH•39m ago•0 comments

Prolific Chinese State-Sponsored Contract Hacker Extradited from Italy

https://www.justice.gov/opa/pr/prolific-chinese-state-sponsored-contract-hacker-extradited-italy
5•737min•39m ago•1 comments