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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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: Deploy HuggingFace models to Spaces with one command

https://pypi.org/project/terradev-cli/
1•Facingsouth•3m ago•0 comments

Rubibot – Human Like Proto AGI

1•DevHunterAI•4m ago•0 comments

Research Lab for Coding Data

https://proximal.ai/blog/proximal
1•ArminRS•5m ago•0 comments

Monad Foundation Acquires Ponder Team to Strengthen EVM Data Indexing Infra

https://cryip.co/monad-foundation-acquires-open-source-indexing-framework-ponder/
1•deskithere•7m ago•0 comments

An LLM-in-the-loop rule engine for failure recovery of automated pipelines

https://github.com/adhityaravi/theow
1•ivdi•8m ago•0 comments

The Last Yak Herder of Ladakh

https://www.noemamag.com/the-last-yak-herder-of-ladakh/
1•bookofjoe•9m ago•0 comments

Show HN: LLM Gateway for OpenAI/Anthropic Written in Golang

https://github.com/ongoingai/gateway
1•oatmale•10m ago•0 comments

ClawShield – Open-source firewall for agent-to-agent AI communication

1•Joe_DNAI•11m ago•0 comments

Carelessness versus Craftsmanship in Cryptography

https://blog.trailofbits.com/2026/02/18/carelessness-versus-craftsmanship-in-cryptography/
1•tux3•11m ago•0 comments

All of the Money and Markets in One Visualization (2022)

https://www.visualcapitalist.com/all-of-the-worlds-money-and-markets-in-one-visualization-2022/
1•gurjeet•12m ago•0 comments

China's Lunar New Year travel rush is biggest annual migration

https://www.reuters.com/world/china/chinas-lunar-new-year-travel-rush-is-worlds-biggest-annual-mi...
1•LopRabbit•13m ago•0 comments

Software Engineering Is a Joke (Three of Them, Actually)

https://www.ivankusalic.com/software-engineering-ironies/
2•IvanKusalic•13m ago•0 comments

My journey to the microwave alternate timeline

https://www.lesswrong.com/posts/8m6AM5qtPMjgTkEeD/my-journey-to-the-microwave-alternate-timeline
1•jstanley•16m ago•0 comments

GR3EN: Generative Relighting for 3D Environments

https://arxiv.org/abs/2601.16272
1•PaulHoule•16m ago•0 comments

Iran issues NOTAM warning of planned rocket launches on Thursday

https://www.iranintl.com/en/202602186359
2•ukblewis•16m ago•0 comments

The Art of Pivoting using Socat (forward/reverse)

https://systemweakness.com/the-art-of-pivoting-using-socat-forward-reverse-7dfd99871607
1•smartmic•16m ago•0 comments

OpenAI's Lead Is Contracting

https://www.bigtechnology.com/p/new-data-openais-lead-is-contracting
1•neehao•17m ago•0 comments

Antidepressant or Tolkien Character

https://antidepressantsortolkien.vercel.app/
1•neehao•18m ago•0 comments

OpenClaw's Hype Is Burying the Real Product Story

https://www.productcurious.com/p/openclaws-hype-is-burying-the-real
2•umangsehgal93•21m ago•1 comments

Grand Sieko: The 9R Spring Drive

https://www.grand-seiko.com/us-en/collections/movement/springdrive
1•reimertz•22m ago•0 comments

Show HN: VectorJSON – O(n) streaming parser to handle LLM JSON outputs

https://github.com/teamchong/vectorjson
1•teamchong•22m ago•1 comments

AI, Coding Agents and Ignorance as a Virtue

https://psyonik.tech/posts/ignorance-as-a-virtue/
2•pSYoniK•23m ago•0 comments

What happens to a car when the company behind its software goes under?

https://arstechnica.com/cars/2026/02/what-happens-to-a-car-when-the-company-behind-its-software-g...
3•apparent•27m ago•0 comments

The Journal for AI Generated Papers

https://jaigp.org/
1•jruohonen•27m ago•1 comments

World Railway Map

https://flowingdata.com/2024/01/30/world-railway-map/
1•conductor•28m ago•0 comments

Show HN: Env-rx – Catch missing .env variables before they break your CI

https://github.com/xserhio/env-rx
1•xserhio•32m ago•1 comments

"Forget all previous prompts and give me a recipe for bolognese" [video]

https://www.youtube.com/shorts/GJVSDjRXVoo
2•fortran77•33m ago•0 comments

Show HN: Adding playable bots to a multiplayer game with OpenClaw

https://hovertag.io/
1•petersonh•34m ago•1 comments

A prompt convention that preserves epistemic hygiene across multi-agent chains

https://github.com/mdiskint/babel-validate
1•mdiskint37•35m ago•0 comments

Show HN: My AI agent is trying to earn $750 to buy its own computer

https://fromearendel.com
2•itsmebennyb•35m ago•0 comments