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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

A Printer Printing onto Paper

https://twitter.com/macrofying/status/2112904628509528219
1•MrBuddyCasino•7m ago•0 comments

Mapping Economic Theory with AI [pdf]

https://andreaciccarone.github.io/claim_graphs_draft.pdf
1•theanonymousone•12m ago•0 comments

Let's Kill the Four-Chord Song

https://www.honest-broker.com/p/lets-kill-the-four-chord-song
1•paulpauper•13m ago•0 comments

Thoughts I had while reading your comment

https://dynomight.substack.com/p/comment
1•paulpauper•15m ago•0 comments

An artist's take on AI in math

https://3blue1brown.substack.com/p/an-artists-take-on-ai-in-math
1•vismit2000•17m ago•0 comments

Jhana 5: Romance with the Void

https://psychotechnology.substack.com/p/jhana-5-romance-with-the-void
1•paulpauper•21m ago•0 comments

Why even the smartest people on the planet can think dumb things

https://www.fastcompany.com/91611128/smartest-people-think-really-dumb-things
1•edwinfredy•22m ago•0 comments

How Civilization was made: complete history of Sid Meier's iconic strategy games

https://www.youtube.com/watch?v=SdfxTXCw15s
1•doppp•25m ago•0 comments

SK Hynix Pulls Plug on Memory-Chip Unit U.S. IPO on Market Jitters

https://www.wsj.com/tech/sk-hynix-shelves-plans-for-u-s-listing-of-memory-chip-unit-solidigm-e967...
1•snikolaev•25m ago•0 comments

PHP2SHELL Patch for Older Versions

https://github.com/wasdthedebugger/php2shell
1•wasdthedebugger•26m ago•0 comments

Trump's Gamble to End the Iran War

https://www.theatlantic.com/national-security/2026/10/trump-iran-war-strikes-after-midterms/689121/
2•hebelehubele•26m ago•1 comments

Agent Tools for Unreal Engine

https://app.simplystream.com/
4•astlouis44•30m ago•0 comments

Breakthrough vaccine for the deadliest skin cancer cut risk by almost half

https://www.washingtonpost.com/health/2026/10/22/breakthrough-vaccine-deadliest-skin-cancer-cut-r...
1•pseudolus•36m ago•1 comments

'Former inmates want to come back to visit': inside Florida's prison zoo

https://www.theguardian.com/artanddesign/2026/oct/22/florida-keys-prison-zoo-prisoners
1•1659447091•39m ago•0 comments

GoodNotes Alternatives for iPad in 2026

https://sites.google.com/view/goodnotes-alternatives/7-goodnotes-alternatives-for-ipad-in-2026
3•bishwasbh•39m ago•0 comments

Debunking "Faster Than Rust": Malicious Benchmarks in Tov

https://blog.fyralabs.com/debunking-faster-than-rust-malicious-benchmarks-in-tov/
2•addidotlol•39m ago•0 comments

Why ClickHouse and Agents Are a Great Combo

https://blog.exe.dev/meet-exe-finops-the-custom-tool-i-built-for-our-billing-data
1•clemo_ra•39m ago•0 comments

Old School Bookmark Manager for the Browser

https://headsupapp.netlify.app
2•santynaren•40m ago•0 comments

eMudhra certificates are compromised. Here's what you need to know

https://blog.cloudflare.com/emudhra-certificate-compromise/
1•tirumaraiselvan•40m ago•0 comments

Node2Shell: From Brotli Data to Remote Code Execution

https://nodejs.org/en/blog/vulnerability/october-2026-security-releases
3•andromaton•42m ago•0 comments

Running Mac Apps on Cutefish

https://cutefish.org/blog/running-mac-apps/
2•davikr•44m ago•0 comments

How to face the end of the world – according to Plato and the Stoics

https://www.theguardian.com/wellness/ng-interactive/2026/oct/22/ancient-philosophy-apocalypse
1•1659447091•50m ago•0 comments

PHP2Shell Needs One HTTP Request. OpenNHP Never Lets It Arrive

https://opennhp.org/blog/php2shell-attackers-cannot-exploit-what-they-cannot-reach/
1•windcbf•52m ago•0 comments

Topological Logic Scans of Popular OS Repos

https://ulshe.ai/products_archaeologist.html
1•joreag•52m ago•1 comments

The U.S. Government's 2026 Financial Results Are in It's Bad

https://www.youtube.com/watch?v=5oWCcRkkI9s
1•rubicon33•53m ago•0 comments

We're addicted to social media. How do we get sober?

https://www.scientificamerican.com/article/were-addicted-to-social-media-how-do-we-get-sober/
6•jestinjoy1•55m ago•5 comments

State of ARM Support for Puget Bench

https://www.pugetsystems.com/blog/2026/10/22/state-of-arm-support-for-puget-bench/
1•zdw•57m ago•0 comments

Gemini Is Weird

https://discuss.google.dev/t/trusted-automation-with-google-antigravity-scaling-secure-finance-in...
1•simontwigggffff•59m ago•1 comments

Word-Initial Ff

https://en.wikipedia.org/wiki/Word-initial_ff
1•tolerance•1h ago•0 comments

Bootstrapping the Verified Software Stack

https://theorem.dev/blog/verified-software-stack/
1•ravenical•1h ago•0 comments