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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

Nature-Based Sanitation. Cihuatlán: A Large-Scale Artificial Wetland

https://revista.unaminternacional.unam.mx/en/nota/12/saneamiento-basado-en-la-naturaleza-cihuatla...
1•bryanrasmussen•15m ago•0 comments

Could China's battery-swapping e-trucks be the answer to EV range anxiety

https://www.theguardian.com/environment/2026/nov/12/china-battery-swapping-e-trucks-catl-ev-range...
1•xbmcuser•16m ago•0 comments

Show HN: Automatic extraction gets you structured data from web data

http://66.44.17.8/:3333
1•sunsonia926•20m ago•0 comments

Spreadsheets and Other Models of Morality

https://blog.coredump.cx/p/spreadsheets-and-other-models-of
1•surprisetalk•28m ago•0 comments

Secure Exclaves and Ambient Sensing

https://security.apple.com/blog/secure-exclaves/
1•u1hcw9nx•31m ago•0 comments

Skill Recorder: Desktop app that records your on-screen work session

https://github.com/microsoft/skill-recorder
1•taubek•33m ago•0 comments

British salmon loses its organic status

https://www.theguardian.com/environment/2026/nov/14/salmon-organic-british-farmed-environmental-w...
1•rdmuser•35m ago•0 comments

The Tyranny of Format over Content

https://medium.com/@smoking2man/the-tyranny-of-format-over-content-how-modern-ai-models-fit-human...
1•Aldus551•35m ago•0 comments

LetterBurst: Crossword Puzzle

https://play.google.com/store/apps/details?id=com.letterburst.game&hl=en_US
1•CompetitivePie•43m ago•0 comments

The Forgotten Sport of Balloon Jumping

https://www.smithsonianmag.com/air-space-magazine/sport-balloon-jumping-180958805/
2•thunderbong•48m ago•0 comments

This Week in Plasma: XWayland on Demand

https://blogs.kde.org/2026/11/14/this-week-in-plasma-xwayland-on-demand/
2•HieronymusBosch•51m ago•0 comments

Tip

https://vivaldi.com/blog/tips/tip-639/
1•wizardV•55m ago•0 comments

Jensen Huang Ouster at Nvidia:Bigger Governance and Coming Financial Train Wreck

https://www.nakedcapitalism.com/2026/11/jensen-huang-ouster-at-nvidia-bigger-governance-and-comin...
2•hackandthink•58m ago•0 comments

Who Cares about a Computation?

https://topos.institute/blog/2026-09-22-who-cares-about-a-computation/
1•jses•59m ago•0 comments

Kitesurf is now open source

https://blog.cloudflare.com/kitesurf-open-source/
2•Fysi•1h ago•0 comments

Show HN: Gamma PDF – AI-native PDF reader, self-hosted

https://gammapdf.com/
3•tim4431•1h ago•1 comments

Sky sues household dodgy-box users in first case of its kind

https://www.independent.ie/business/sky-sues-household-dodgy-box-users-in-first-case-of-its-kind/...
1•austinallegro•1h ago•2 comments

Show HN: Language for API calls, load tests and MCP server

https://stampdrill.com/
1•sia_xi•1h ago•0 comments

Microsoft on FAA Ground Stop: It Wasn't Me

https://kotaku.com/microsoft-on-faa-ground-stop-it-wasnt-me-2000756749
1•01-_-•1h ago•0 comments

Australia's First Computer Conference

https://www.pearcey.org.au/heritage/computing-history/australias-first-computer-conference/
1•Skyfall106•1h ago•0 comments

WhatsTask – An AI project manager for teams of people and agents

https://www.whatstask.com
1•hajara_sabnam•1h ago•0 comments

My grandfather was a Cosa Nostra hitman. Now I know the truth about the Mafia

https://www.repubblica.it/en/europe/people/2026/11/13/news/filmmaker_gaspare_mutolo_nephew_mafia_...
1•simonebrunozzi•1h ago•0 comments

Tidy Tabs – A new take on managing tabs

https://tidytabs.dev/
2•ydna404•1h ago•1 comments

Son of ex-CIA chief Brennan charged

https://www.reuters.com/legal/litigation/son-ex-cia-chief-brennan-charged-over-sexual-images-mino...
2•usernomdeguerre•1h ago•2 comments

Bioprinting on a Budget

https://www.rochester.edu/newscenter/what-is-3d-bioprinting-advancements-733332/
2•geox•1h ago•0 comments

The Invention of Islamic Invention

https://www.cremieux.xyz/p/the-invention-of-islamic-invention
21•curtisblaine•1h ago•5 comments

ForumNOX Hacking Forums

https://forumnox.com/
2•Jokerr•1h ago•0 comments

GNU Maintainer: Slave-Made Code? "YES"

https://www.flyingpenguin.com/gnu-maintainer-slave-made-code-yes/
4•latexr•1h ago•2 comments

A Magical Universe

https://frappe.io/blog/culture/a-magical-universe
2•rushabh•1h ago•0 comments

MPC 3.10.1 Brings the Official Plugin SDK – Build Your Own MPC Plugins

https://www.practicalaudiolab.com/p/mpc-3-10-1-plugin-sdk
2•alfiedotwtf•1h ago•0 comments