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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

X/Twitter just Open-sourced their new Algorithm that powers your feed

https://www.opensourceprojects.dev/post/2566d4f1-3638-4553-8cc5-508e3c9ca236
1•XzetaU8•30s ago•0 comments

US citizen says ICE removed him from his Minnesota home in his underwear

https://apnews.com/article/minnesota-immigration-us-citizen-detained-hmong-d009590a491c0c8243ef21...
1•SilverElfin•42s ago•1 comments

De-dollarization: Is the US dollar losing its dominance?

https://www.jpmorgan.com/insights/global-research/currencies/de-dollarization
1•andsoitis•1m ago•0 comments

Overriding template parameters; Typst design flaw?

https://forum.typst.app/t/overriding-template-parameters-missing-social-convention-or-typst-desig...
1•amai•1m ago•0 comments

Show HN: Cluster-Computing for Python Beginners

https://docs.burla.dev
1•pancakeguy•2m ago•0 comments

Show HN: CTxStudio – Visual prompt composer with live token counting

https://www.ctx.studio/
1•digitalegoai•2m ago•0 comments

The Jule Programming Language

https://jule.dev/
1•todsacerdoti•2m ago•0 comments

The BBN Fund – By Eric Gilliam – FreakTakes

https://www.freaktakes.com/p/the-bbn-fund
1•rbanffy•2m ago•0 comments

Show HN: Autonoma – Air-Gapped AI Code Engineer (L5 Autonomy)

https://vihaaninnovations.github.io/autonoma/
1•v_CodeSentinal•4m ago•1 comments

I built a pure Go PDF library with full XFA support

https://github.com/benedoc-inc/pdfer
1•b-g-d•4m ago•1 comments

The Successor to Research Unix Was Plan 9 from Bell Labs

https://www.theregister.com/2024/02/21/successor_to_unix_plan_9/
1•rbanffy•4m ago•0 comments

Show HN: An art ideas generator for artists and AI prompters

https://www.artideas.online
1•ZenCrafter•5m ago•0 comments

The Refiner's Age

https://twitter.com/andreaazzini/status/2013641612232970646
2•azzarcher•6m ago•0 comments

OpenAI Agent SDK for Java

https://github.com/bnbarak/openai-agent-sdk
1•bbnvail•6m ago•1 comments

US threats of tariffs on memory manufacturers arrive

https://www.windowscentral.com/hardware/howard-lutnick-memory-tariffs-micron
1•pjmlp•7m ago•0 comments

Year Old Vulnerability in Glibc

https://www.phoronix.com/news/Glibc-Security-Fix-For-1996-Bug
2•_tk_•7m ago•0 comments

Desktop Classic System – Spacial computing hearkening back to classic Mac OS

https://mycophobia.org/dcs/
1•PaulHoule•7m ago•0 comments

Nvidia Stock Crash Prediction

https://entropicthoughts.com/nvidia-stock-crash-prediction
2•todsacerdoti•8m ago•0 comments

The Only Two Markup Languages

https://www.gingerbill.org/article/2026/01/19/two-families-of-markup-languages/
1•birdculture•8m ago•0 comments

Solar Futures open call for solarpunk projects

https://solarfutures.eu/open-call.html
1•thinkingemote•10m ago•0 comments

GeometricTransformer: Gated Cell Manifolds

https://github.com/MrPan2048/GeometricTransformer/blob/main/README.md
1•MrPan•10m ago•0 comments

Ask HN: People Interested in a Hackathon?

1•maliniwimmer•11m ago•0 comments

All the National Parks, Mapped and Trackable

https://parks.lukaswerner.com/
1•chilipepperhott•11m ago•0 comments

Elon Musk floats idea of buying Ryanair after calling CEO 'an idiot'

https://www.theguardian.com/technology/2026/jan/20/elon-musk-buying-ryanair-ceo-tesla-michael-ole...
2•beardyw•12m ago•0 comments

Not hot on bots, project names and shames AI-created open source software

https://www.theregister.com/2026/01/18/openslopware_is_back/
1•gpi•12m ago•0 comments

GNU InetUtils Security Advisory: remote authentication by-pass in telnetd

https://www.openwall.com/lists/oss-security/2026/01/20/2
1•jwilk•14m ago•0 comments

Two LLM Traps I Have Sprung on Myself

https://jakesimonds.leaflet.pub/3mcuiljjcgc22
1•jakesimonds•16m ago•0 comments

Show HN: Talkng AI group chat with voice

https://747.run/
1•-i•16m ago•4 comments

Building the first open-source quantum computer

https://phys.org/news/2026-01-world-source-quantum.html
1•westurner•17m ago•0 comments

Urllib3 entered the "Billion-a-Month" club in 2025

https://volochii.dev/blog/urllib3-in-2025/
4•SethMLarson•17m ago•1 comments