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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

Design Optics with Python

https://www.optiland.org/
1•pppone•1m ago•0 comments

HarfBuzz Slug Support with WebGL

https://harfbuzz.github.io/hb-gpu-demo/
1•mcraiha•1m ago•0 comments

Show HN: Anonymous Chat Channels

https://kraa.io/kraa/trees
1•levmiseri•3m ago•1 comments

Show HN: Stashpin – Pinterest downloader for videos and boards

https://stashpin.com
1•aitooltrek-com•4m ago•0 comments

NHS staff boycott Palantir's data platform over ethical concerns

https://www.ft.com/content/dbb67083-bd1d-46e9-b196-1438d54c5795
1•macleginn•7m ago•0 comments

Show HN: Apfel – The free AI on your Mac

https://apfel.franzai.com
2•franze•11m ago•2 comments

Catching macOS Stealers in the Wild

https://objective-see.org/blog/blog_0x88.html
1•speckx•14m ago•0 comments

Flow – Focus Deeper, Longer

https://play.google.com/store/apps/details?id=com.get.flow_app&hl=en_US
1•K_A_P•18m ago•0 comments

Gemma 4 makes local AI agents practical

https://firethering.com/gemma-4-local-ai-agents/
3•steveharing1•19m ago•0 comments

AI's fluency in other languages hides a Western worldview that can mislead users

https://theconversation.com/ais-fluency-in-other-languages-hides-a-western-worldview-that-can-mis...
4•1659447091•24m ago•0 comments

Tried to Buy a Pint, Finding a Trojan: My First Malware Analysis

https://blog.michaelrbparker.com/post/17
1•birdculture•24m ago•0 comments

A database of analog cameras that can be 3D printed

https://printed.analogcamera.space/
1•thomasjb•24m ago•0 comments

Artemis II astronaut finds two Outlook instances running on computers

https://www.tomshardware.com/software/microsoft-office/artemis-ii-astronaut-finds-two-outlook-ins...
1•doener•25m ago•1 comments

Proton Meet Isn't What They Told You It Was

https://www.sambent.com/proton-meet-isnt-what-they-told-you/
3•bundie•27m ago•0 comments

Say No to ZeroVer: Start with 1.0.0

https://blog.nytsoi.net/2026/04/03/say-no-to-zero-ver/
1•thomasjb•31m ago•0 comments

France plans missile increase in new defense push

https://www.politico.eu/article/france-eyes-huge-missile-boost-new-defense-plan-document-shows/
4•vrganj•33m ago•1 comments

Show HN: My portfolio as a working terminal (vanilla JavaScript, one HTML file)

https://dzienko.dev/
2•Brosper•38m ago•2 comments

A Giant Leap Towards an AI-Native OS: AgenticInit (April Fools)

https://os.ewe.moe/blog/202604-april-fool
1•uneven9434•40m ago•0 comments

Life gave us lemon trees

https://nothingisnotafish.substack.com/p/life-gave-us-lemon-trees
1•gaodean•41m ago•0 comments

Agent as User, a new tool to help you run agent in isolated user environment

https://github.com/AgentaaU/AaaU
1•shylockhg•41m ago•1 comments

I Made a Terminal Pager

https://theleo.zone/posts/pager/
2•speckx•44m ago•0 comments

Cute Animal Heroic Interval

https://medium.com/luminasticity/cute-animal-heroic-interval-c38d0dc84d05
1•bryanrasmussen•48m ago•0 comments

OpenHarness: Open Agent Harness

https://github.com/HKUDS/OpenHarness
2•msolujic•48m ago•0 comments

Hardware supply chain attack in the wild

https://airguide.info/europes-easa-warns-stolen-engine-parts-may-re-enter-supply-chain/
2•jackpepsi•49m ago•0 comments

Fathom: AI hallucination detection from SAE activation geometry (pre-registered)

https://zenodo.org/records/19382453
3•fathom_geo•50m ago•0 comments

A CSS Engine in OCaml

https://gazagnaire.org/blog/2026-04-02-cascade.html
4•p4bl0•52m ago•0 comments

Ask HN: Has Claude Code become significantly worse for you as well?

3•bkfh•53m ago•1 comments

US Bans All Foreign-Made Consumer Routers

https://www.schneier.com/blog/archives/2026/04/us-bans-all-foreign-made-consumer-routers.html
4•jruohonen•53m ago•0 comments

A Simple and Universal Swarm Intelligence Engine, Predicting Anything

https://github.com/666ghj/MiroFish
4•amirouche•58m ago•0 comments

Ask HN: How do you avoid or identify a poisoned skill?

2•skillcompass•1h ago•1 comments