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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

AI – For Building a Transformer Model

1•Keerthikamathi•7m ago•0 comments

Wiskerwood: Establish a home for your industrious mice

https://hoodedhorse.com/games/whiskerwood/
1•doener•10m ago•0 comments

How to get the launchpad back in macOS 26

https://www.launchie.app
1•nickfthedev•24m ago•0 comments

Doo – 0.2.0 Alpha Release

https://github.com/nynrathod/doolang
1•nynrathod•25m ago•1 comments

'The Fall of Icarus': How the remarkable shot was captured

https://www.cnn.com/2025/12/05/science/fall-of-icarus-skydiver-image
1•ashishgupta2209•33m ago•1 comments

Automate GEO tracking by turning the browser into an API

https://twitter.com/rjchint/status/1997408201306931633
1•arjunchint•35m ago•1 comments

Making a Programming Language

https://github.com/Damny12/hopper
1•Damny12•37m ago•0 comments

rsyslog Goes AI First

https://www.rsyslog.com/rsyslog-goes-ai-first-a-new-chapter-begins/
1•pabs3•39m ago•0 comments

DIY 1-pixel compressed-sensing camera with LED source but no moving parts

https://www.youtube.com/watch?v=EE9AETSoPHw
1•gsf_emergency_6•46m ago•0 comments

Oscar Live Coding Environment

https://adam.zeloof.xyz/2025/11/07/oscar-live-coding-environment/
1•cristoperb•53m ago•0 comments

I built a free tool that extracts Go code semantically for LLM context

https://vinodhalaharvi.github.io/pure-go-prism/
1•vinodhalaharvi•54m ago•1 comments

Show HN: I made an AI tool that applies to jobs via cold email

https://leeflytic.com/digital-market/agentic-jobplier
1•mohamedraheem•1h ago•2 comments

Are sperm banks in Denmark rejecting donors based on their IQ?

https://www.euronews.com/my-europe/2025/12/04/are-sperm-banks-in-denmark-rejecting-donors-based-o...
1•TMWNN•1h ago•0 comments

The Mundanity of Excellence

https://fermatslibrary.com/s/the-mundanity-of-excellence-an-ethnographic-report-on-stratification...
1•dvrp•1h ago•1 comments

Show HN: Monitor downloads and engagement in Figma Community

https://github.com/cyrus-cai/figmatrackjs
1•kii9999•1h ago•0 comments

Show HN: Geetanjali – RAG-powered ethical guidance from the Bhagavad Gita

https://geetanjaliapp.com
2•vnykmshr•1h ago•0 comments

Retool uses Loop to turn production data into AI roadmap decisions

https://www.braintrust.dev/blog/retool
1•mooreds•1h ago•0 comments

For US Businesses, Tariff Complexity Is "Death by a Thousand Papercuts"

https://www.cato.org/blog/us-businesses-tariff-complexity-death-thousand-papercuts
9•mooreds•1h ago•0 comments

Who has a right to the moon economy? Whoever gets there first

https://www.marketplace.org/story/2025/12/05/who-has-a-right-to-the-moon-economy-whoever-gets-the...
1•mooreds•1h ago•0 comments

Increasing code performance with LTO [video]

https://www.youtube.com/watch?v=fPGodf5hNoo
1•chii•1h ago•0 comments

US hits out at EU's 'suffocating regulations' after it fines Elon Musk's X

https://www.bbc.com/news/articles/c4g9kejzvw0o
3•begueradj•1h ago•1 comments

Quality vs. Quantity

https://www.thehuntingphotographer.com/blog/qualityvsquantity
2•thunderbong•1h ago•0 comments

Most Intense Solar Storm in Decades Shrunk Earth's Defense by 80% [video]

https://www.youtube.com/watch?v=NuxXsagVZ_s
2•keepamovin•1h ago•0 comments

Show HN: IntentusNet-A Secure IntentRouter and Runtime for Multi-Agent Workflows

1•balachandarmani•1h ago•0 comments

Joe Lonsdale Calls for Public Hangings

https://www.thenerdreich.com/joe-lonsdale-calls-for-public-hangings/
15•jethronethro•1h ago•6 comments

GitHub Actions Has a Package Manager, and It Might Be the Worst

https://nesbitt.io/2025/12/06/github-actions-package-manager.html
3•mperham•1h ago•1 comments

2-Stage Motor System: Redefining EV Technology [video]

https://www.youtube.com/watch?v=wR6pwdVWfDI
1•vinhnx•1h ago•1 comments

Watermelon Mosaic Virus

https://gardenbite.com/watermelon-mosaic-virus/
2•svenfaw•1h ago•0 comments

Ask HN: Why does every B2B SaaS have to look like Linear/Stripe?

2•PaulShin•1h ago•2 comments

Package Manager Design Tradeoffs

https://nesbitt.io/2025/12/05/package-manager-tradeoffs.html
2•todsacerdoti•1h ago•0 comments