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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

Polaroid's Showman (2023)

https://www.cabinetmagazine.org/kiosk/allen_jonathan_isenbart_jan_03_march_2023.php
1•XzetaU8•2m ago•0 comments

The World's Most Complex Machine

https://worksinprogress.co/issue/the-worlds-most-complex-machine/
2•mellosouls•6m ago•0 comments

Behind-the-Scenes of MacBook Neo Introduction Video

https://www.youtube.com/shorts/y4DnsCzJTRQ
10•0xbg•9m ago•5 comments

2× – nine months later: We did it

https://ideas.fin.ai/p/2x-nine-months-later
1•jamesblonde•10m ago•0 comments

The Tsundoku Trap: Why AI Makes You Start Everything and Finish Nothing

https://blog.danielvaughan.com/the-tsundoku-trap-why-ai-makes-you-start-everything-and-finish-not...
2•dvaughan•11m ago•0 comments

Building Code.overheid.nl Together

https://developer.overheid.nl/blog/2026/04/24/we-gaan-samen-code-overheid-bouwen
2•doughnutstracks•12m ago•0 comments

ALDI Eliminating an Additional 44 Ingredients – ALDI US

https://corporate.aldi.us/newsroom/news/aldi-eliminating-an-additional-44-ingredients
1•bilsbie•12m ago•0 comments

Show HN: Memweave CLI – search your AI agent's memory from the shell

https://github.com/sachinsharma9780/memweave
2•r2d2_•14m ago•0 comments

Civic-SLM is a domain-specialized fine-tune of Qwen2.5-7B for U.S. govt data

https://itsmeduncan.com/civic-slm/
1•itsmeduncan•16m ago•0 comments

Rotating Space Habitats

https://blog.engora.com/2026/04/rotating-space-habs.html
1•Vermin2000•16m ago•1 comments

Show HN: StudioLedger – Escrow-protected contracts for creators, on XRPL

https://github.com/remyyx/workledger
2•remyyx•20m ago•0 comments

Quarkdown – Markdown with Superpowers

https://quarkdown.com/
2•Tomte•20m ago•0 comments

Issue with AWS Ops Wheel

https://aws.amazon.com/security/security-bulletins/rss/2026-018-aws/
4•mooreds•23m ago•0 comments

Farting Fish Fingered (2005)

https://www.theguardian.com/education/2005/mar/11/highereducation.research
2•thunderbong•24m ago•0 comments

The Digesting Duck: a 1739 automaton that appeared to eat, digest, and defecate

https://en.wikipedia.org/wiki/Digesting_Duck
44•AgentNews•25m ago•3 comments

A Systems Glitch at Fidelity Caused One Woman's Savings to Disappear

https://www.nytimes.com/2026/04/25/your-money/fidelity-investments-fraud-alert.html
3•donohoe•26m ago•0 comments

Installing Pop!OS 24 Directly with Unsquashfs and Chroot (and No Reboot)

https://hajo.me/blog/2026/04/25/installing-popos-24-directly-with-unsquashfs-chroot-no-reboot/
2•fxtentacle•28m ago•0 comments

Electric air taxis. Vertical Aerospace's VX4 just cleared a key test

https://www.scientificamerican.com/article/can-electric-air-taxis-carry-passengers-vertical-aeros...
2•beardyw•34m ago•0 comments

NeoAgent – self-hosted proactiv Agent with Android, browser and desktop control

https://github.com/NeoLabs-Systems/NeoAgent
2•neo_original•36m ago•0 comments

The Military Rockets That Launched the Space Age (2023)

https://airandspace.si.edu/stories/editorial/military-rockets-launched-space-age
2•radeeyate•39m ago•0 comments

Designing synthetic datasets for the real world

https://research.google/blog/designing-synthetic-datasets-for-the-real-world-mechanism-design-and...
2•Anon84•41m ago•0 comments

Making the Rails Default Job Queue Fiber-Based

https://paolino.me/solid-queue-doesnt-need-a-thread-per-job/
2•ksec•45m ago•0 comments

The Most Successful Typeface in History | Helvetica [video]

https://www.youtube.com/watch?v=vxDySZrrAeA
2•skibz•48m ago•0 comments

Show HN: Enlist AI: Sub-second interview coaching with persistence

2•lilprince1218•49m ago•0 comments

Millet

https://en.wikipedia.org/wiki/Millet
4•num42•49m ago•0 comments

AgentCore Harness

https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/harness.html
2•aor215•49m ago•0 comments

Brief delays in chatbot responses boost perceived thoughtfulness and usefulness

https://engineering.nyu.edu/news/why-faster-ai-isnt-always-better
3•giuliomagnifico•52m ago•1 comments

Metal Lossy Compression Format

https://www.ludicon.com/castano/blog/2026/04/metal-lossy-compression-format/
3•gok•52m ago•0 comments

Quarkdown 2.0 Is Here

https://www.heise.de/en/news/Books-and-slides-from-Markdown-Quarkdown-2-0-is-here-11271511.html
2•croes•55m ago•0 comments

From $200 to $30: Five Layers of LLM Cost Optimization

http://blog.dwornikowski.com/posts/cutting-llm-costs-token-optimization/
6•tdi•57m ago•0 comments