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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

The Last Open Frontier

https://www.mikehyland.com/blog/frontier-model-government-shutdown
1•mjhyl•1m ago•0 comments

Right to Repair: The Battle You Didn't Know You Were Fighting (video)

https://www.youtube.com/watch?v=ZaX20zv-Xw4
1•mdp2021•1m ago•0 comments

Ask HN: Could someone please invite me to Lobste.rs?

1•ML0037•4m ago•0 comments

AI inequality: from GPU-poor to token-poor

https://adlrocha.substack.com/p/adlrocha-ai-inequality-from-gpu-poor
1•adlrocha•5m ago•0 comments

Show HN: Memoriq – Open-source encrypted vault for saving and searching AI chats

https://github.com/memoriqme/memoriq
1•giekaton•6m ago•0 comments

RoleDecoder

https://roledecoder.com/
1•Mohammad_1ta•6m ago•0 comments

SemanticSourceCode – Local semantic code search with Ollama and SQLite

https://github.com/TheEifelYeti/SemanticSourceCode
1•EifelYeti•10m ago•0 comments

Shipping Outside the App Store

https://keylight.dev/blog/launch-mac-app-outside-app-store/
1•dmzxnico•13m ago•0 comments

Four LTS Java Versions Get End-of-Support in a Three-Year Window (2029-2032)

https://m.slashdot.org/story/455546
1•ilreb•14m ago•0 comments

Show HN: AppLaunch – Local Service App Builder

https://applaunch.teamzlab.com/
1•mdhemalakhand•15m ago•0 comments

UNK_DeadDrop Phishing Campaign Targets Developers to Steal Cryptocurrency

https://www.proofpoint.com/us/blog/threat-insight/dont-fear-repo-unkdeaddrop-phishing-campaign-ta...
2•denysvitali•17m ago•0 comments

Ask HN: What is your blog and why should I read it?

2•chistev•18m ago•1 comments

A policy enforcement layer for MCP tool execution using Rego

https://github.com/marvior/regentix
1•walmol•20m ago•0 comments

Macaroni Messenger 1.03 – small documentation fixes

https://github.com/vanyapr/makaroshki/releases/tag/v1.03
2•snowflaxxx•27m ago•1 comments

Laser Phase Plate Cryo-Electron Microscopy

https://biohub.org/blog/laser-phase-plate-cryo-em-making-invisible-visible/
3•peteforde•31m ago•0 comments

AI Is Bringing Mashups Back

https://www.wolfe.id.au/2026/06/12/ai-is-bringing-mashups-back
2•markwolfe•35m ago•0 comments

N-Tier Services and Systems Complexity

https://yegge.ai/essays/services-and-complexity/
2•tosh•37m ago•0 comments

AI Memory Is Still Thinking Like Search

https://medium.com/@jeffreyflynt02/ai-memory-is-still-thinking-like-search-e07566311efe
4•jflynt76•39m ago•0 comments

Show HN: Have your agent consult other models

https://github.com/raine/consult-llm
2•rane•41m ago•0 comments

Final run for the current LHC accelerator (but more to come)

https://www.nikhef.nl/en/news/final-run-for-the-current-lhc-accelerator-but-more-to-come/
3•elashri•52m ago•2 comments

Have politics come for the National Academies of Science?

https://arstechnica.com/science/2026/06/have-politics-finally-come-for-the-national-academies-of-...
1•rbanffy•54m ago•0 comments

Hacking Salesforce Sites with an LLM Agent

https://www.reco.ai/blog/hacking-salesforce-sites-with-an-llm-agent
2•llmacpu•58m ago•1 comments

Why the US economy keeps defying the odds

https://www.bbc.com/news/articles/cwy031el03po
1•ilreb•1h ago•1 comments

Anthropic Is Taking AI Welfare Seriously. I'm Not Sure It Knows What It's Measu

https://www.lesswrong.com/posts/gNtHHCh363xSGJyz3/anthropic-is-taking-ai-welfare-seriously-i-m-no...
2•joozio•1h ago•0 comments

I accidentally hit SOTA on agentic memory by using AI companions

https://graph.coder.company/
2•vignesh_146•1h ago•3 comments

Local Models in Mid-2026

https://coles.codes/posts/local-models-mid-2026
1•colescodes•1h ago•0 comments

Google's Pinpoint is the free research tool you should know about

https://www.fastcompany.com/91558438/googles-pinpoint-is-the-free-research-tool-you-should-know-a...
2•OutOfHere•1h ago•1 comments

Untrusted data in Linux – How Rust is going to save us

https://www.youtube.com/watch?v=Nzmj7K0FNRY
2•tux1968•1h ago•0 comments

One-click, production-like ATProto network for local development and E2E testing

https://github.com/eurosky-social/u-at-proto
1•doener•1h ago•0 comments

Levyer: The Platform. Designed for Freedom

https://levyer.com/
1•doener•1h ago•0 comments