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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 Field Study of Institutional Control in an AI-Staffed Prediction-Market Desk

https://github.com/wes-zheng/ai_institutions/blob/main/technical_report/paper.md
1•bbcf•42s ago•0 comments

When life gives you lemons, write better error messages

https://wix-ux.com/when-life-gives-you-lemons-write-better-error-messages-46c5223e1a2f
1•dnw•9m ago•0 comments

Zeta2.1: 3x Fewer Tokens, 50ms Faster

https://zed.dev/blog/zeta2-1
2•ms7892•17m ago•0 comments

Scouting's Real Crisis Is Not Marketing. It Is Decades of Neglect.

https://www.untendedfire.org/2026/05/09/scoutings-real-crisis-is-not-marketing-it-is-decades-of-n...
1•AuthorizedCust•18m ago•0 comments

Giant Virginia Data Center Project Upended by Clerical Error

https://www.bloomberg.com/news/articles/2026-05-08/giant-data-center-project-in-virginia-upended-...
1•1vuio0pswjnm7•24m ago•0 comments

NYC School District Hit by Malware Attack as Well as Canvas Hack

https://www.bloomberg.com/news/articles/2026-05-08/canvas-hack-on-nyc-schools-comes-amid-separate...
2•1vuio0pswjnm7•25m ago•0 comments

Student hackers revenge on final exams 'ShinyHunters' attacks nearly 9k schools

https://fortune.com/2026/05/08/student-hackers-get-revenge-on-final-exams-as-shinyhunters-takes-d...
1•1vuio0pswjnm7•30m ago•0 comments

Aurora: A Leverage-Aware Optimizer for Rectangular Matrices

https://blog.tilderesearch.com/blog/aurora
1•matt_d•42m ago•0 comments

What is Elon Musk's formula

https://www.economist.com/culture/2026/05/07/what-is-elon-musks-formula
1•andsoitis•46m ago•0 comments

Hantavirus tracker with Pandemic 2's UI

https://hantavirus.xetera.dev/
1•xetera•47m ago•0 comments

Atlas Mehs

https://darthcoder.github.io/2026/05/10/atlas-mehs/
1•basyt•1h ago•1 comments

The Title on Your Badge Is Becoming a Guess

https://priorcontext.substack.com/p/the-title-on-your-badge-is-becoming
2•contextwindow•1h ago•1 comments

Arrow Flight vs. JSON in Next.js: Benchmarking Python and Go

https://kayhan.dev/posts/012-arrow-flight-vs-json-nextjs-snowflake-benchmark/
1•keynha•1h ago•0 comments

The Hidden Reason Screwdriver Handles Look Like This [video]

https://www.youtube.com/watch?v=sGiRSA_GWK8
2•CharlesW•1h ago•0 comments

Global AI Diffusion Q1 2026 Trends and Insights

https://www.microsoft.com/en-us/corporate-responsibility/dmc/topics/ai-economy-institute/reports/...
2•igor_mart•1h ago•2 comments

Grinder12: 0.96-Bit Lossless Streaming KV-Cache (16.55x VRAM Savings

https://github.com/ggml-org/llama.cpp/discussions/22891
3•AMICLLC•1h ago•0 comments

Xs of Y – roguelike that names itself every run. Written in 4kLoC

https://github.com/nooga/xsofy
4•andsoitis•1h ago•0 comments

Gemini API File Search is now multimodal

https://blog.google/innovation-and-ai/technology/developers-tools/expanded-gemini-api-file-search...
32•gmays•1h ago•2 comments

Snyk and Claude Code: real-time security scanning of AI-generated code

https://codebrainery.com/articles/snyk-claude-code-real-time-security-scanning-for-ai-code
4•yogeshbansal•1h ago•0 comments

Dissolving atherosclerotic plaque without surgery

https://www.cureus.com/articles/488870-closed-loop-extracorporeal-vascular-cleaning-by-staged-che...
3•iliatoli•1h ago•0 comments

Show HN: Modafinil - Let agents continue running while MacBook lid is closed

https://github.com/narcotic-sh/modafinil
3•hamza_q_•1h ago•2 comments

"genesis mission (US Government)" (Angela Collier on AI and research) [video]

https://www.youtube.com/watch?v=p6Ejmhwb8Sc
2•eqvinox•1h ago•0 comments

MCP for sandboxed, reproducible envs for agentic-first coding workflows

https://github.com/aniongithub/devcontainer-mcp
3•anionyt•1h ago•0 comments

Flipping the bozo bit on flips the learning off

https://surfingcomplexity.blog/2026/05/09/flipping-the-bozo-bit-on-flips-the-learning-off/
4•eatonphil•1h ago•0 comments

Powering the Inference Era: Inside the DigitalOcean AI-Native Cloud

https://www.digitalocean.com/blog/powering-the-inference-era
2•gmays•1h ago•0 comments

The Laboratory and the Artist

https://clereviewofbooks.com/the-laboratory-and-the-artist/
4•skogstokig•1h ago•0 comments

Memory device breaks high-temperature performance record

https://physicsworld.com/a/memory-device-breaks-high-temperature-performance-record/
4•EA-3167•1h ago•1 comments

How Israel's creation mirrors Greek independence – and why it's overlooked

https://www.jpost.com/opinion/article-895285
6•dima1830•1h ago•2 comments

DOS, Floppies, NetBSD and Nostalgia

https://exquisite.tube/w/dkV6kWiT9sp2y6xVwkH1iF
2•jaypatelani•1h ago•0 comments

Show HN: A Satellite Visualizer

https://github.com/aabiji/kepler
2•aabiji•2h ago•0 comments