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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Mushrooms as Rainmakers: How Spores Act as Nuclei for Raindrops

https://pmc.ncbi.nlm.nih.gov/articles/PMC4624964/
1•andsoitis•4m ago•0 comments

Waymo fleet halts in San Francisco during power outages

https://twitter.com/breaking911/status/2002568542835876194
1•defly•6m ago•0 comments

Right to Know Request Related to ALPR in Harrisburg Pa

http://citizenscounterintelligence.com/
1•pcgeller•17m ago•1 comments

Autonomous penetration-testing copilot that orchestrates 20 Kali-grade tools

https://github.com/sirspyr0/security-ai-agent-public
2•sirspyr0•23m ago•0 comments

Show HN: SafeShare Pro – a local-first URL cleaner (removes tracking params)

https://j-ai-71.github.io/Supersystem/
1•safeshare•25m ago•0 comments

The Texas Instruments CC-40 invades Gopherspace (plus TI-74 BASICALC)

http://oldvcr.blogspot.com/2025/12/the-texas-instruments-cc-40-invades.html
3•todsacerdoti•27m ago•0 comments

Google killed the 25-year-old Sega Dreamcast PlanetWeb 3.0 web browser this week

https://www.tomshardware.com/video-games/retro-gaming/the-sega-dreamcasts-planetweb-3-0-browser-w...
4•mmcclure•27m ago•1 comments

Python Software Foundation, National Science Foundation, and Integrity

https://harihareswara.net/posts/2025/python-software-foundation-national-science-foundation-and-i...
1•lumpa•29m ago•0 comments

Show HN: RentViz, vibe-coded single-SVG rental income visualization

https://github.com/Ericson2314/rentviz
1•Ericson2314•31m ago•0 comments

Measuring AI Ability to Complete Long Tasks: Opus 4.5 has 50% horizon of 4h49M

https://metr.org/blog/2025-03-19-measuring-ai-ability-to-complete-long-tasks/
24•spicypete•33m ago•3 comments

Show HN: I vibe-coded a working macOS driver for an obsolete laser engraver

https://github.com/leftouterjoins/EpilogDriver
3•earsayapp•35m ago•0 comments

Humanity May Reach Singularity Within Just 4 Years, Trend Shows

https://www.popularmechanics.com/technology/robots/a69820101/when-the-singularity-will-happen-tre...
3•indigodaddy•37m ago•1 comments

Keriacord

https://blog.cloudflare.com/welcome-to-connectivity-cloud/
1•keriacord•39m ago•0 comments

Web 4: The AI-Native Web

https://webfourisnow.com/
2•cboulio•45m ago•0 comments

Apple allows third party app stores in Japan

https://www.apple.com/newsroom/2025/12/apple-announces-changes-to-ios-in-japan/
1•smugma•58m ago•2 comments

AI News from Hacker News

https://ai-hn.com
2•buluzhai•1h ago•0 comments

PG&E outages in S.F. leave 130k without electricity

https://www.sfchronicle.com/sf/article/pg-e-outage-40-000-customers-without-power-21254326.php
13•hamandcheese•1h ago•1 comments

Making the Case for a World Wild Web

https://aneeshsathe.com/2025/12/19/logic-of-the-thicket-and-the-unsearchable-web/
2•boredgargoyle•1h ago•0 comments

Social Media Website

https://socialmediaapp-ffcdechnhffxbtfd.canadacentral-01.azurewebsites.net/Account/Login?ReturnUr...
1•dblanke•1h ago•0 comments

EDF estimates EPR2 programme cost at EUR72.8B

https://www.world-nuclear-news.org/articles/edf-estimates-epr2-programme-costs-at-eur728-billion
1•chickenbig•1h ago•0 comments

Distributional AGI Safety (DeepMind)

https://arxiv.org/abs/2512.16856
4•dcre•1h ago•0 comments

Epstein Files Photos Disappear from Government Website, Including One of Trump

https://www.nytimes.com/2025/12/20/us/politics/trump-epstein-files-government-website.html
13•JumpCrisscross•1h ago•2 comments

William Golding's Island of Savagery

https://www.historytoday.com/archive/portrait-author-historian/william-goldings-island-savagery
1•samclemens•1h ago•1 comments

Faster Practical Modular Inversion

https://purplesyringa.moe/blog/faster-practical-modular-inversion/
1•todsacerdoti•1h ago•0 comments

Americans are hungry for community. So why don't we have European-style squares?

https://www.cnn.com/2025/12/19/travel/europe-public-squares-american-development
5•rawgabbit•1h ago•6 comments

Speech to text model for healthcare-based voice applications

https://huggingface.co/google/medasr
2•tzury•1h ago•0 comments

Show HN: Spelling Bee Trainer

https://spell2.netlify.app/
1•rahimnathwani•1h ago•0 comments

Show HN: SHA-256 quasi-collision with 184/256 matching bits

https://github.com/POlLLOGAMER/SHA-256-Colision-Finder-NEW.ipynb/blob/main/Base_Version/SHA_256_C...
1•KaoruAK•1h ago•0 comments

Google sues web scraper for sucking up search results 'at an astonishing scale'

https://www.theverge.com/news/848365/google-scraper-lawsuit-serpapi
4•tzury•1h ago•1 comments

What Is Threads Trends Tool?

1•Tech_News_Daily•1h ago•0 comments