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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

Apache Cloudberry's ecosystem docs cover LibreDB Studio as a native SQL client

https://cloudberry.apache.org/docs/ecosystem/sql-clients/libredb-studio/
1•abdullahk0634•1m ago•1 comments

How to Unclench

https://howtounclench.com/
1•jonnymiller•2m ago•0 comments

Why estimates of hallucinated citations are probably low

https://veruscite.com/blog/hallucinated-citation-estimates-are-low
1•apwheele•4m ago•0 comments

The agents are coming for the web and the web isn't ready

https://info.varnish-software.com/blog/the-agents-are-coming-for-the-web-and-the-web-isnt-ready
1•ingve•4m ago•0 comments

GPT-5.6 Luna vs. GPT-6 Astra: Is a $1.20 Model Good Enough for Code Review?

https://entelligence.ai/blogs/gpt-5.6-luna-vs-gpt-6-astra-is-a-1.20-model-good-enough-for-code-re...
1•theanonymousone•5m ago•0 comments

Show HN: Free tool to check how ChatGPT and Perplexity rank your brand

https://ukaiseoconsultant.co.uk/ai-driven-seo-audits/
1•auaiseo•5m ago•0 comments

Coastal trapped waves FAQ and realtime animations

https://www.dillonamaya.com/home/ctw
1•dangle1•8m ago•0 comments

Making a vintage LLM from scratch; Take #2

https://crlf.link/log/entries/260911-1/
1•croqaz•8m ago•1 comments

The Accelerationist Case for Frontier Pacing

https://contraptions.venkateshrao.com/p/the-accelerationist-case-for-frontier
1•jger15•10m ago•0 comments

Show HN: Local historical wind and gust visualizer

https://tamtamhero.github.io/localwind/
1•popol12•10m ago•0 comments

Show HN: Pull every comment out of a Google Sheet, in the browser

https://bensunter.com/commentpulse.html
2•bsunter2•10m ago•0 comments

Show HN: Build2me – Prove2Me for software agent swarms build code

https://github.com/shitianfang/build2me
1•shitianfang•11m ago•0 comments

Show HN: Slowave – local adaptive memory for coding agents

https://github.com/slowave-ai/slowave
1•mrsalty•12m ago•0 comments

Agentic AI cringe wars [video]

https://www.youtube.com/watch?v=U-Rqv9dOB1U
2•simonebrunozzi•12m ago•0 comments

DeepSeek down for API/app and web

https://downdetector.co.uk/status/deepseek/
3•nickweb•12m ago•1 comments

Cats are better at word association than human babies are, study finds (2024)

https://www.livescience.com/animals/domestic-cats/cats-are-better-at-word-association-than-human-...
1•atombender•13m ago•0 comments

Agentic Coding Strains CI: Scaling Test Impact Analysis at Anthropic

https://claude.com/blog/agentic-coding-is-straining-ci-heres-how-we-scaled-test-impact-analysis-a...
1•yarapavan•15m ago•0 comments

U.S. Health Officials Move Quickly to Deploy Medical A.I. Despite Concerns

https://www.nytimes.com/2026/09/14/health/ai-doctors-medicare-fda.html
1•brandonb•16m ago•0 comments

Redesigned My Personal Website, Inspired by Microsoft Zune

https://www.threads.com/@deboulay.mxf/post/DdR5yEqARej
1•freedmans•16m ago•0 comments

McNamara Fallacy

https://en.wikipedia.org/wiki/McNamara_fallacy
1•piinbinary•17m ago•0 comments

Neo Emacs – Emacs from the Future

https://neomacs.org/
5•giancarlostoro•18m ago•1 comments

Steps for Writing a Speed-of-Light GEMM Kernel

https://lukehuang33.github.io/blog/b200-matmul-kernels.html
2•ibobev•20m ago•0 comments

I'm Not Happier Offline

https://sameoldstory.co/im-not-happier-offline/
1•speckx•20m ago•0 comments

Minimal graphics API built on top of latest Vulkan extensions

https://github.com/sebbbi/NoGraphicsAPI
1•ibobev•20m ago•0 comments

The Roadmap of Mathematics for Machine Learning

https://thepalindrome.org/p/the-roadmap-of-mathematics-for-machine-learning
3•ibobev•21m ago•1 comments

Math, AI, and the Navier-Stokes Equations

https://blog.computationalcomplexity.org/2026/09/math-ai-and-navier-stokes-equations.html
1•btcstudente•22m ago•0 comments

I don't know my friends' names

https://www.taiwanquest.com/i-dont-know-my-friends-names/
1•btcstudente•22m ago•0 comments

IEEE S&P'27 Call for Artifacts

https://www.ieee-security.org/TC/SP2027/cfartifacts.html
1•btcstudente•23m ago•0 comments

USB-C v 3.5mm: Which one offers better audio quality?

https://www.engadget.com/2253607/usb-c-vs-3-5-mm-aux-cable-audio-quality/
1•bookofjoe•23m ago•0 comments

Can open-source AI models autonomously hack?

https://omcc.ghostsecurity.ai/
1•gregcmartin•23m ago•1 comments