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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

ThinkRail from JetBrains

https://thinkrail.ai/
1•wilsonjholmes•13s ago•0 comments

ERC Starting Grant success rate likely to fall to 4.8%

https://sciencebusiness.net/news/r-d-funding/european-research-council/erc-starting-grant-success...
1•theanonymousone•1m ago•0 comments

Node2Shell evolves to HTTP2Shell, blast radius affects many HTTP libs and apps

https://www.aikido.dev/blog/python-packages-vulnerable-node2shell-brotli-cve-2026-111497
1•theanonymousone•2m ago•0 comments

Show HN: Local AI for dictation, meetings, background tasks and more

https://sideos.ai
1•askintml•4m ago•0 comments

Same open model, two harnesses: 24/25 vs. 19/25 on 25 real merged pull requests

https://octomind.run/blog/coding-agent-benchmark-real-prs
1•donk8r•4m ago•0 comments

Ruby Regexp compilation fixes related to GitLab

https://www.ruby-lang.org/en/news/2026/10/23/regexp-fixes-for-gitlab-cves/
1•ksec•6m ago•0 comments

USB AI

https://usb-ai-hazel.vercel.app/
1•fipra1969•9m ago•0 comments

Cube – Run FreeBSD ARM64 VMs Natively on Apple Silicon Macs

https://cube.neuralengine.net
1•darcyliu•9m ago•0 comments

Worca – Deterministic Multi-Agent Pipeline

https://worca.dev/
1•Tomte•11m ago•0 comments

A high-performance gRPC server library in C

https://github.com/ThirdLetterC/grpc
1•yehors•15m ago•0 comments

Self-Contained String and Unicode (v17) Library for ISO C11/C17/C23

https://github.com/ThirdLetterC/cstr
1•yehors•16m ago•0 comments

Kimi K3.1 Pro will be leading open-weights model once its weights are published

https://artificialanalysis.ai/articles/kimi-k3-1-pro-launch-benchmarks
1•theanonymousone•17m ago•0 comments

Show HN: Inspect AI recommendation evidence and turn findings into website tasks

https://aicitewho.com/
1•chuanbuilds•21m ago•0 comments

Wish: Make SSH apps, just like that

https://github.com/charmbracelet/wish
1•ssernikk•21m ago•0 comments

A Self-Defining Operator for Distributed Applications

https://arxiv.org/abs/2610.14547
1•matt_d•22m ago•0 comments

Show HN: Calsee – a calculator whose themes are generated from a single seed

https://calsee.tech/
1•mishrabhilash•23m ago•0 comments

ZK-irp-firewall – Rust/Python ZK security framework for AI agents

https://github.com/trenttrinder1111-byte/zk-irp-firewall
1•trenttrinder111•25m ago•0 comments

New York's fracking ban leaves community to crumble while Pa. neighbors boom

https://nypost.com/2026/10/22/us-news/new-yorks-fracking-ban-leaves-community-to-crumble-while-pe...
1•ArizonaGal•26m ago•0 comments

Show HN: How religions evolved? Charts, Maps, Citations

https://howitevolved.com/chart/
1•silly073•31m ago•0 comments

Nonfiction Is Struggling. Publishers Are Making It Worse

https://thewalrus.ca/nonfiction-is-struggling-publishers-are-making-it-worse/
2•Michelangelo11•35m ago•1 comments

In the biotech world, you can't see everything

https://www.technologyreview.com/2026/10/23/1147610/biotech-you-can-see-everything-theranos-holmes/
1•joozio•46m ago•0 comments

Show HN: Encarta 95 Web

https://benwinding.github.io/encarta_95_web/#/article/Art
2•gitgud•50m ago•0 comments

A supercomputer is about to launch to the moon aboard a rover named FLIP

https://www.space.com/space-exploration/a-supercomputer-is-about-to-launch-to-the-moon-for-the-1s...
4•pseudolus•52m ago•0 comments

Why moving sprites are slow

https://debuff.jp/blog/why-moving-sprites-are-slow
1•gregjw•52m ago•0 comments

We used RCE on 3M PCs to prevent a botnet

https://labs.eye.security/operation-ixim-preventing-a-botnet-of-millions-of-popcorn-time-users/
2•the1bernard•52m ago•0 comments

Desert Bus 2026

https://desertbus.org/2026
1•Tomte•53m ago•0 comments

Samsung TV on-device AI listening, using soundbar's mic if the TV has none

https://www.reddit.com/r/singularity/comments/1xduimx/hacker_reverse_engineers_his_samsung_tv_and...
2•saulapremium•55m ago•0 comments

The animals you can't outrun – and the ones you can

https://www.bbc.com/future/article/20261021-what-animals-could-you-beat-in-a-race
2•cisc•58m ago•2 comments

Few Americans Say They Are Asking AI Chatbots for 2026 Election Information

https://www.pewresearch.org/short-reads/2026/10/23/few-americans-say-they-are-asking-ai-chatbots-...
2•giuliomagnifico•58m ago•0 comments

Damage Control

https://fireborn.mataroa.blog/blog/damage-control/
1•u1hcw9nx•59m ago•0 comments