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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

Ford CEO warns Chinese cars in US would be 'devastating' to US automakers

https://nypost.com/2026/04/14/business/ford-ceo-jim-farley-warns-chinese-cars-sales-in-us-would-b...
1•testing22321•1m ago•0 comments

Amazon sellers boycott ads in policy change revolt

https://www.cnbc.com/2026/04/15/amazon-sellers-boycott-ads-payment-changes.html
2•ilamont•2m ago•0 comments

Hnterm

https://terminaltrove.com/hnterm/
1•rolph•3m ago•0 comments

Hacker News CLI

https://pythonhosted.org/hackernews-cli/commands.html
1•rolph•4m ago•0 comments

The Dynamics of Competition in Search Engines (2001)

https://www.tesble.com/10.1016/s0167-7187(01)00065-0
1•highfrequency•5m ago•0 comments

Claude Code alternative: same output quality, 10x less input tokens used

https://github.com/Simon-Free/bouzecode
1•sfreyb•5m ago•1 comments

Explosions as one of Australia's two oil refineries erupts in flames

https://www.abc.net.au/news/2026-04-16/geelong-corio-refinery-fire/106569692
1•msuniverse2026•7m ago•1 comments

Open-Source Agent That Teaches Claude Code Your Architecture – Jonno.nz

https://jonno.nz/posts/open-source-agent-that-teaches-claude-code-your-architecture/
1•jonno-nz•7m ago•0 comments

HealthAdminBench: AI Agents Can Diagnose, but Can They Handle Your Insurance?

https://kineticsystems.ai/blog/healthadminbench-automating-healthcare-administration-with-compute...
1•lalaland1125•7m ago•0 comments

Rust should have stable tail calls

https://trifectatech.org/blog/tail-calls-project-goal/
1•adamnemecek•9m ago•0 comments

I used Claude to build a free alternative to TextExpander

https://typefire.app
1•navbuildz•9m ago•0 comments

Magi: Multi-Agent GVisor Isolation

https://gvisor.dev/blog/2026/04/15/magi-multi-agent-gvisor-isolation/
2•eperot•11m ago•1 comments

Recursive self-improvement is possible for apps, too

https://www.codecanary.ai/blog/recursive-self-improvement-is-possible-for-apps
4•brendanashworth•12m ago•0 comments

Building an Electric Wind-Up Plane

https://www.youtube.com/watch?v=-4X6KYlQ7YQ
1•tantalor•15m ago•0 comments

Let Sleeping CPUs Lie – S0ix

https://freebsdfoundation.org/our-work/journal/browser-based-edition/laptop-desktop/let-sleeping-...
2•rbanffy•17m ago•0 comments

Apple-like QoS for processes proposed for Linux

https://www.phoronix.com/news/Linux-Sched-QoS-v0.1
2•titaniumtown•18m ago•0 comments

ChatGPT for Excel

https://chatgpt.com/apps/spreadsheets/
2•armcat•19m ago•0 comments

Beyond the Mountains, More Mountains

https://effusion.substack.com/p/beyond-the-mountains-more-mountains
1•notallm•19m ago•0 comments

A New Kind of Hybrid Car Is About to Hit America's Streets

https://www.theatlantic.com/technology/2026/04/extended-range-electric-vehicle-pickup-trucks/686811/
3•JumpCrisscross•20m ago•1 comments

Interpreting Negation in GPT-2: Layer- and Head-Level Causal Analysis

https://arxiv.org/abs/2603.12423
1•PaulHoule•22m ago•0 comments

Offers new docking adapter for large space stations – SpaceNews

https://spacenews.com/vast-offers-new-docking-adapter-for-large-space-stations/
1•rbanffy•23m ago•0 comments

Universe Expanding Faster Than Expected

https://www.vice.com/en/article/scientists-figured-out-how-fast-the-universe-is-expanding-but-the...
1•leecoursey•24m ago•0 comments

Smoglandia: We haven't always been smoggy, but we're built that way

https://www.latimes.com/california/story/2026-03-26/smoglandia-we-havent-always-been-smoggy-but-w...
1•PaulHoule•26m ago•0 comments

Ask HN: What's your experience working at xAI as an AI tutor?

1•xai-tutor•27m ago•0 comments

Physicists think they've resolved the proton size puzzle

https://arstechnica.com/science/2026/04/physicists-think-theyve-resolved-the-proton-size-puzzle/
4•rbanffy•28m ago•0 comments

Hermes Agent Self-Evolution System: A Detailed Similarity Analysis with Evolver

https://evomap.ai/blog/hermes-agent-evolver-similarity-analysis
1•tamnd•29m ago•0 comments

Sony Music vs. Udio over stream ripping from YouTube to train AI model [pdf]

https://storage.courtlistener.com/recap/gov.uscourts.nysd.623701/gov.uscourts.nysd.623701.156.0.pdf
2•ChrisArchitect•30m ago•0 comments

Mirax Trojan, spreads via Meta ads, infected 220k users so far

https://securityaffairs.com/190842/uncategorized/mirax-malware-campaign-hits-220k-accounts-enable...
2•lschueller•30m ago•0 comments

LIV Golf Facing Imminent Closure as Saudi Backers Weigh Pulling Funding

https://www.wsj.com/sports/golf/liv-golf-saudi-funding-e7c19130
2•JumpCrisscross•34m ago•0 comments

A One Word Meta Compiler (1994)

https://www.ultratechnology.com/meta2.html
2•mjdiloreto•39m ago•0 comments