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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

Anthropic Just Threatened to Kill Billions of People. This Is Not Okay

https://calnewport.com/anthropic-just-threatened-to-kill-billions-of-people-this-is-not-okay/
1•alexfortin•3m ago•0 comments

The AI policy window is open. We need to act

https://openai.com/index/ai-policy-window/
1•johntb86•4m ago•0 comments

Rebuilding an AI-made browser game with Astra 6

https://arcane-orb-workshop.pages.dev/
2•Spazztik•7m ago•0 comments

CLI for converting JSON logs to human-readable format

https://github.com/poonesnerfect/jlf
1•ankitg12•15m ago•0 comments

Sergey Brin is cooking up Google's AI destiny

https://www.businessinsider.com/sergey-brin-google-gemini-ai-microkitchen-2026-9
2•theanonymousone•15m ago•0 comments

Reverse engineering my e-scooter and rewriting the firmware in Rust

https://bensimms.moe/reverse-engineering-scooter/
1•vinhnx•18m ago•0 comments

Scammers demand ransoms from Instagram users over fake copyright claims

https://www.bbc.com/news/articles/cjw54ww73qjo
2•josephcsible•18m ago•0 comments

The "rnull" Rust block driver

https://lwn.net/Articles/1090378/
1•pykello•19m ago•0 comments

Switching Password Managers in 2026

https://rmondello.com/2026/09/07/switching-password-managers-2026/
1•vinhnx•21m ago•0 comments

A Decade of Rustls

https://rustls.dev/blog/2026-09-08-a-decade-of-rustls/
1•vinhnx•22m ago•0 comments

Garnet: A Next-Generation Cache-Store for Accelerating Applications and Services [pdf]

https://www.vldb.org/pvldb/vol19/p224-chandramouli.pdf
1•k_138z•22m ago•1 comments

Show HN: Oz – a Vim-style terminal editor written in Zig

https://github.com/niT-Tin/oz
2•niT-Tin•24m ago•0 comments

CUDA Rust: Two Tracks for Writing GPU Kernels

https://developer.nvidia.com/blog/introducing-cuda-rust-two-tracks-for-writing-gpu-kernels/
1•xiaoyu2006•24m ago•0 comments

NASA's New Experimental Jet Promises Supersonic Flight Without the Sonic Booms

https://nautil.us/nasas-new-experimental-jet-promises-supersonic-flight-without-the-sonic-booms-1...
1•dustfinger•24m ago•0 comments

Trump promises $5k payout to U.S. adults if Republicans win election

https://www.reuters.com/world/us/trump-promises-5000-payout-us-adults-if-republicans-win-election...
5•nateb2022•26m ago•0 comments

Fnmatch-ng: POSIX fnmatch in one Zig file, 20,794/20,794 vs. musl, zero heap

https://github.com/logicpl4gue/fnmatch-ng
1•logicpl4gue•27m ago•0 comments

The Story of VS Code [video]

https://www.youtube.com/watch?v=kHL3XzjpT5w
1•soheilpro•33m ago•0 comments

The Politics of Superintelligence (2025)

https://www.noemamag.com/the-politics-of-superintelligence/
2•the-mitr•41m ago•0 comments

Copying explains the collective behavior of AI agents in the wild

https://arxiv.org/abs/2609.09150
2•sbulaev•43m ago•0 comments

Suddenly I'm a Go Developer

https://www.infoworld.com/article/4219382/suddenly-im-a-go-developer.html
5•theanonymousone•43m ago•0 comments

Early Islam and the Birth of Capitalism

https://islamiceconomicsproject.com/early-islam-and-the-birth-of-capitalism/
2•teleforce•49m ago•0 comments

Andrew Tulloch has left Meta and joined Anthropic

https://twitter.com/ArfurGrok/status/2097862553552740846
1•bobrenjc93•52m ago•0 comments

The Prophet Mohammed's surprising life as a businessman [video]

https://www.youtube.com/watch?v=NkRHPEueW7Q
2•teleforce•54m ago•0 comments

Looped Transformers as Programmable Computers (2023)

https://arxiv.org/abs/2301.13196
3•peter_d_sherman•1h ago•1 comments

WSJ Why the Largest Megaproject Collapsed - NEOM, Saudi Arabia[video]

https://www.youtube.com/watch?v=GbB3vFfiaVU
1•thelastgallon•1h ago•0 comments

Open source FPGA: the next frontier is silicon

https://www.reddit.com/r/FPGA/comments/1wbrrgi/open_source_fpga_the_next_frontier_is_silicon/
2•random__duck•1h ago•1 comments

FlavorDB: A resource to explore flavor molecules

https://cosylab.iiitd.edu.in/flavordb/
2•thunderbong•1h ago•0 comments

AI Made Delegation Easy: Structure Is Still the Skill

https://syntheticauth.ai/posts/ai-made-delegation-easy-structure-is-still-the-skill
1•zerolayers•1h ago•0 comments

Kepler Compute- New memory startup for AI

https://keplercompute.com
1•osnium123•1h ago•1 comments

Siri Recap: AI Memory with Apple Watch

https://www.apple.com/hk/en/apple-watch-series-12/
1•chepy•1h ago•0 comments