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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

Skills vs. MCP tools for AI agents: When to use which

https://blog.logrocket.com/skills-vs-mcp-tools-agent-guide/
1•qikouki•3m ago•0 comments

Community, Censorship, and Why Hope Still Matters: Naomi Kritzer Interview

https://forceandfable.com/2026/04/06/whyhopestillmatters_naomikritzerinterview/
2•bryanrasmussen•3m ago•0 comments

Dyson CameraJet: The only toothbrush with a camera and a jet

https://www.dyson.com/discover/news/latest/introducing-camerajet
1•samaysharma•7m ago•0 comments

Pelliamonds

https://achromath.substack.com/p/pelliamonds
1•vismit2000•12m ago•0 comments

AI safety is designed in the West, and failing users everywhere

https://restofworld.org/2026/ai-safety-bias/
1•thm•15m ago•0 comments

Fungible Memories for Automated Technology Mapping and Retargeting: PLDI'26 Talk [video]

https://www.youtube.com/watch?v=TgqyyV7GqC4
1•matt_d•16m ago•0 comments

Just Bury Your Trash

https://worksinprogress.co/issue/just-bury-your-trash/
3•barry-cotter•22m ago•0 comments

Amazon, Synopsys to cut more than 275 Bay Area tech jobs

https://www.sfchronicle.com/tech/article/amazon-synopsys-tech-layoffs-22413103.php
3•vismit2000•23m ago•0 comments

VRML Virtual Reality Modeling Language (1995)

https://www.w3.org/MarkUp/VRML/
1•sssilver•26m ago•0 comments

New Jersey eases restrictions on residential solar panels

https://gothamist.com/news/a-whole-new-world-new-jersey-eases-restrictions-on-residential-solar-p...
3•geox•31m ago•0 comments

Back to Focus: a macOS app that nudges you when you drift

https://apps.apple.com/us/app/back-to-focus/id6802041602?mt=12
1•suyogedth•31m ago•0 comments

The Emergent Symbolic Structure of Artificial Neural Networks

https://arxiv.org/abs/2608.29530
11•schmuhblaster•36m ago•0 comments

A one-second timer in a closed modem binary was capping my ISP at 14.4k

https://dialup.litenet.tel/research/v34-modem/
1•szeremeta•37m ago•0 comments

"Enshittification" Isn't Real

https://www.a16z.news/p/enshittification-isnt-real
3•kwar13•40m ago•0 comments

M-DISC – DVD/Blu-ray compatible discs that may last up to 1000 years

https://en.wikipedia.org/wiki/M-DISC
2•gurjeet•42m ago•0 comments

Shingles vaccine linked to lower risk of heart attack and stroke, study finds

https://www.theguardian.com/science/2026/aug/26/shingles-vaccine-lower-risk-heart-attack-stroke-s...
3•croes•44m ago•0 comments

Serious Confession to Make

https://substack.com/profile/546269798-taha/note/c-327816410
2•nomoreklueless•47m ago•0 comments

GeoJSON Map Viewer

https://tools.simonwillison.net/geojson
1•vismit2000•50m ago•0 comments

The first signs of dark matter particles may have been spotted

https://www.newscientist.com/article/2587086-the-first-signs-of-dark-matter-particles-may-finally...
2•acjohnson55•50m ago•0 comments

WebFPGA

https://webfpga.io/
17•gurjeet•57m ago•5 comments

Games look real now. We're in the future

https://twitter.com/r00t404t/status/2094871766304751799
4•razodactyl•57m ago•1 comments

Yume – A game launcher for PC and emulators

https://komorebidesigns.dev/
3•DevRen•57m ago•2 comments

FixMonorepo – Fix a monorepo by splitting it into single-file repos

https://github.com/twigg-vc/fixmonorepo
2•andrebianchessi•1h ago•2 comments

mst3k-anything

https://github.com/jgbrwn/mst3k-anything
1•indigodaddy•1h ago•0 comments

How is AWS console so broken?

1•anuptalwalkar•1h ago•1 comments

Testing Grok 4.6's Enhanced Biology Safeguards

https://blog.latch.bio/p/analyzing-grok46-safeguards
2•fourfire•1h ago•0 comments

Shopify's agent-commerce category filter didn't filter on any of 190 stores

https://shelfglance.com/research/ucp-category-filter
1•BruceM2007•1h ago•0 comments

Conduct react interviews with a shared coding workspace

https://www.reactpair.com/
1•vijayst•1h ago•0 comments

Huawei Became China's Nvidia [video]

https://www.youtube.com/watch?v=Jbq4wrZn-DI
1•deterministic•1h ago•0 comments

B.C. boaters warned to avoid mysterious floating island

https://cheknews.ca/b-c-boaters-warned-to-avoid-mysterious-floating-island-1345202/
3•ehxor•1h ago•1 comments