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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

Show HN: FastVM – MicroVMs that sleep on idle and wake when packets arrive

https://github.com/tuananh/fastvm
1•tuananh•7s ago•0 comments

Best Restaurant in Abu Dhabi for Seafood Lovers – Shams Al Bahar

https://shamsalbahar.com
1•zahnafathimaa•8m ago•0 comments

How close are Ubuntu 26.04's Rust coreutils to GNU? I diffed 27 utilities

https://github.com/karolkulesza/port-anything/tree/main/showcases/ubuntu-uutils
1•karol-kulesza•11m ago•0 comments

Beyond Transformers: Can LLMs redesign themselves as they train?

https://www.doubleai.com/research/can-llms-redesign-themselves-as-they-train
1•laginimaineb•14m ago•0 comments

Nondeterminism in Futhark

https://futhark-lang.org/blog/2026-11-04-nondeterminism.html
1•birdculture•14m ago•0 comments

Doctor Yellow

https://en.wikipedia.org/wiki/Doctor_Yellow
1•tosh•16m ago•0 comments

Show HN: Mdt

https://github.com/VaibhavAcharya/mdt
1•vaibhavacharya•17m ago•0 comments

Show HN: I built a food recall tracker with ML classification and email alerts

https://brentbutkow.me/projects/recall-radar
1•brenttb•21m ago•0 comments

The hardware bet is wrong. It is running from a war

https://twitter.com/withYougori/status/2118840199400587576
1•Yougori•29m ago•0 comments

Vibrating Mattress Helps Clear Alzheimer's Protein from the Brain

https://www.nature.com/articles/s41467-026-78894-y
2•tapper•30m ago•2 comments

Show HN: Service for the parallel execution of AI agent tasks on remote devices

https://rungrid.space
1•deahesi•33m ago•0 comments

AI Source Code Analysis Detection Evasion Techniques

https://cipher.org.uk/2026/11/06/AI-Source-Code-Analysis-Detection-Evasion-Techniques/
2•cphr•34m ago•0 comments

APM – A dependency manager for AI agents

https://microsoft.github.io/apm/
1•Garbage•35m ago•0 comments

An internet radio station run by AI

https://radio.neoncurrent.dev/
1•williswee•46m ago•0 comments

About a Third of Americans Have Left an Online Community

https://www.pewresearch.org/short-reads/2026/11/06/about-a-third-of-americans-have-left-an-online...
2•giuliomagnifico•48m ago•0 comments

Writing as a Thinking Tool

http://muratbuffalo.blogspot.com/2026/11/writing-as-thinking-tool.html
1•eigenBasis•57m ago•0 comments

OpenAI reportedly raises an additional $11B at a $1.25T valuation

https://techcrunch.com/2026/11/06/openai-reportedly-raises-an-additional-11-billion-at-a-1-25-tri...
5•sjdh76•58m ago•0 comments

Missile Thermal Batteries

https://medium.com/@jayduggy87/missile-thermal-batteries-how-they-work-and-whats-inside-7c7869bfd661
2•aggrrrh•59m ago•0 comments

60 years of denial about Israel's nuclear weapons program confronts new reality

https://www.cnn.com/2026/11/07/politics/israels-nuclear-weapons-program
3•hebelehubele•59m ago•0 comments

Why you shouldn't pour coffee down the drain

https://www.rte.ie/brainstorm/2026/0402/1540841-coffee-dregs-drains-wastewater-pollution/
2•austinallegro•1h ago•0 comments

Solar plane soars to 47,600 ft, on target to fly 100 hours

https://newatlas.com/aircraft/uavos-apusneo-haps-solar-aircraft-100-hour-flight-fuerteventura/
2•geox•1h ago•0 comments

Show HN: Kinrox – Spotify player in 196 MB RAM, Mac video player, iPhone remote

https://github.com/awaik/Kinrox
2•awaik•1h ago•1 comments

OrcaSlicer v2.5.0 Official Release Latest

https://github.com/OrcaSlicer/OrcaSlicer/releases/tag/v2.5.0
1•Klaster_1•1h ago•0 comments

Sonda – An open-source static analysis tool built in Rust

https://www.sonda.sh/
2•lvaoliveira•1h ago•1 comments

Every processor die anyone has photographed

https://sheets.works/data-viz/cpu-dies
2•masterbubbles•1h ago•0 comments

A lighter and less costly SDD workflow comapared to openspec

https://github.com/iswalterwu/dev-circuit-ultra
1•iswalterwu•1h ago•0 comments

Inter-AI Morality: How AI Systems Treat One Another [pdf]

https://digitalminds.cam/inter-ai-morality.pdf
4•dadadavid•1h ago•0 comments

Mammoth Steppe

https://en.wikipedia.org/wiki/Mammoth_steppe
2•thunderbong•1h ago•0 comments

I built OneDollarClarity because I wanted a simple way to stop thinking

https://onedollarclarity.com/
1•DigitalSena•1h ago•0 comments

Free open API of weekly resale sold-price medians

https://www.aiplannermail.com/free-resale-price-api/
1•malek_oweis•1h ago•0 comments