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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

Show HN: An Agent Skill for analyzing FEC campaign finance filings

https://github.com/hodgesmr/agent-fecfile
1•m-hodges•21s ago•0 comments

YouTube Will Stop Submitting Data to U.S. Billboard Charts in 2026

https://variety.com/2025/digital/news/youtube-will-stop-submitting-data-to-billboard-charts-12366...
1•misterspaceman•1m ago•0 comments

How VW's Travel Assist System Works (2022) [pdf]

https://vwts.ru/pps/pps_728-travel-assist-eng.pdf
1•tangelogica•2m ago•0 comments

Iran Announces the Salman Rushdie Fatwa Video Game (2012)

https://newsfeed.time.com/2012/06/28/iran-announces-the-salman-rushdie-fatwa-video-game/
1•thomassmith65•4m ago•0 comments

The Exhilirating Movement from Treatment to Cures for Autoimmune Diseases

https://erictopol.substack.com/p/the-exhilirating-movement-from-treatment
1•herbertl•4m ago•0 comments

Dumbphone journey – eight month update

https://blog.frog.equipment/dumbphone-journey-eight-month-update
1•todsacerdoti•4m ago•0 comments

Show HN: postgres-graph-rag – High-precision Graph RAG native to PostgreSQL

https://github.com/h4gen/postgres-graph-rag
1•h4gen•6m ago•0 comments

SpaceX's historic rocket landing that changed launch forever

https://arstechnica.com/space/2025/12/ten-years-ago-spacex-turned-tragedy-into-triumph-with-a-his...
1•rbanffy•8m ago•0 comments

2-year project recovers 144 previously undumped Sega Genesis ROMs from the 90s

https://www.tomshardware.com/video-games/retro-gaming/massive-two-year-project-recovers-144-previ...
1•mikhael•8m ago•0 comments

Intellectual AI Bubble

https://xendo.bearblog.dev/intellectual-ai-bubble/
2•xendo•8m ago•0 comments

I can't upgrade to Windows 11, now leave me alone

https://idiallo.com/byte-size/cant-update-to-windows-11-leave-me-alone
2•firefoxd•10m ago•0 comments

Mullvad VPN: "This is a Chat Control 3.0 attempt."

https://mastodon.online/@mullvadnet/115742530333573065
6•janandonly•13m ago•0 comments

Stochastic Parrot

https://en.wikipedia.org/wiki/Stochastic_parrot
1•firefax•17m ago•0 comments

Show HN: Webapp to turn any phone number into WhatsApp chat links

https://wa-me-it-all.franzai.com/
1•franze•20m ago•0 comments

The Science of Deep Focus: How Your Brain Enters Flow State

https://focusflows.eu/blog/science-of-deep-focus-flow-state
2•Ben_Tycho•21m ago•1 comments

Is Gen Z's love of Fried chicken pushing Britain to 'peak pizza'?

https://www.theguardian.com/business/2025/nov/30/is-gen-zs-love-of-fried-chicken-pushing-britain-...
1•PaulHoule•21m ago•0 comments

Buying Servers/RAM/Flash amid price spikes

https://blog.rackout.net/buying-servers-2026-tips-surviving-ram-ssd-price-spikes
1•matt-p•22m ago•1 comments

Four Frictions: Or, How to Resist AI in Education

https://www.publicbooks.org/four-frictions-or-how-to-resist-ai-in-education/
1•homarp•23m ago•0 comments

Rust and the price of ignoring theory [video]

https://www.youtube.com/watch?v=1iPWt1gvT_w
2•pjmlp•23m ago•1 comments

You're Not Burnt Out. You're Existentially Starving

https://neilthanedar.com/youre-not-burnt-out-youre-existentially-starving/
2•thanedar•24m ago•1 comments

OnlyFans Defeats "Chatter Scam" Claim–N.Z. vs. Fenix

https://blog.ericgoldman.org/archives/2025/12/onlyfans-defeats-chatter-scam-claim-n-z-v-fenix.htm
1•hn_acker•26m ago•0 comments

Post-Mortem of a Misguided Logo Trademark Lawsuit–LegalForce vs. Internet Brands

https://blog.ericgoldman.org/archives/2025/12/post-mortem-of-a-misguided-logo-trademark-lawsuit-l...
1•hn_acker•26m ago•0 comments

Waymo temporarily suspends service in SF amid power outage

https://www.sfgate.com/bayarea/article/waymo-temporarily-suspends-service-sf-amid-power-21254917.php
7•pilingual•28m ago•1 comments

Extreme safety risk warning from FAA after three passenger jets in panic

https://www.dailymail.co.uk/news/article-15403243/Extreme-risk-FAA-Musk-rocket-explosion.html
4•Bender•28m ago•2 comments

I interviewed Claude and Gemini about my 2025 blog posts

https://passo.uno/interview-claude-gemini-2025/
2•taubek•28m ago•0 comments

Lessons in creating family photos that people want to keep

https://medium.com/@estherschindler/the-old-family-photos-project-lessons-in-creating-family-phot...
1•ohjeez•29m ago•0 comments

Trump AI czar David Sacks starts to worry the industry

https://www.politico.com/news/2025/12/20/big-tech-gets-worried-about-trumps-ai-czar-00701112
5•thm•32m ago•0 comments

San Francisco power outage puts 130k in the dark

https://www.foxnews.com/us/san-francisco-power-outage-puts-130000-dark-self-driving-car-service-s...
6•hellel•33m ago•0 comments

Day laborers protest noise machines installed at Home Depot

https://www.latimes.com/california/story/2025-12-17/day-laborers-protest-noise-machines-home-depot
15•geox•33m ago•0 comments

The Book: The Ultimate Guide to Rebuilding Civilization

https://global.hungryminds.com/products/the-book
2•lisper•35m ago•0 comments