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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

Liberal Crime Squad: New Age

https://github.com/ashley-s-fox/lcs-new-age
2•bean469•5m ago•0 comments

Ask HN: Best way to buy second hand compute (in a future AI crash)

3•lifeisstillgood•6m ago•1 comments

How to Make a Font

https://www.makingsoftware.com/chapters/how-to-make-a-font
1•Brajeshwar•6m ago•0 comments

Unifeyn, an AI study workspace grounded in your own documents

https://www.unifeyn.app
1•securemepro•10m ago•0 comments

OpenAI Releases Codex Micro

https://openai.com/de-DE/supply/co-lab/work-louder/
1•zeeez•12m ago•0 comments

"Useful" is not sufficient

https://tante.cc/2026/07/15/useful-is-not-sufficient/
1•ttiurani•12m ago•0 comments

Show HN: Trellis2.c – Local 3D generation with Vulkan and CUDA

https://github.com/Wimacs/trellis2.c
1•wimaxs•18m ago•0 comments

Rethinking Databases for Humans and AI Agents

https://marcobambini.substack.com/p/rethinking-databases-for-humans-and
1•marcobambini•24m ago•0 comments

Writing GPU shaders in plain Rust [video]

https://www.youtube.com/watch?v=MK_dHFsBQsc
1•ibobev•31m ago•0 comments

Computing Camera Rays

https://momentsingraphics.de/CameraRays.html
2•ibobev•32m ago•0 comments

New AMD Radeon Developer Tool Suite update brings shader source code

https://gpuopen.com/learn/radeon-developer-tool-suite-shader-source-code/
1•ibobev•32m ago•0 comments

The early Research Unix exec(2) argv size limit

https://utcc.utoronto.ca/~cks/space/blog/unix/EarlyUnixExecArgvSizeLimit
2•ingve•34m ago•0 comments

AI Reviewing AI

https://twitter.com/GergelyOrosz/status/2077479764604883339
2•TheAnkurTyagi•37m ago•0 comments

Show HN: KindScan – product safety checker for your whole family

https://kindscan.com/
1•trulayer•40m ago•0 comments

Building a Financial Exchange from first principles

https://harshiyer.in/blog/farzi-exchange
3•proximuz•41m ago•2 comments

Browser Fingerprint Test–20 Signals your Browser Reveals Each Website You Visit

https://mysysinfo.com
1•hackstar•42m ago•0 comments

Republic of letters (2024) a first social network?

https://bigthink.com/strange-maps/republic-of-letters/
1•czw2•48m ago•1 comments

The Refusal Residue: When Probes Catch Alignment Faking and When They Don't

https://arxiv.org/abs/2607.13346
1•sbulaev•51m ago•0 comments

Show HN: I made ts-node alternative, ttsc/ttsx, a TypeScript-go toolchain

https://github.com/samchon/ttsc
3•autobe•52m ago•0 comments

Can we trust open weight models?

https://twitter.com/insiderphd/status/2077037121869664410
1•mef•52m ago•1 comments

GPT-Red: an LLM super-hacker OpenAI built to make its models safer

https://www.technologyreview.com/2026/07/15/1140514/meet-gpt-red-an-llm-super-hacker-openai-built...
1•joozio•57m ago•0 comments

A bunch of stuff I used to not know about K&R C

https://sebsite.pw/w/20260712-kandr.html
2•birdculture•57m ago•0 comments

The Looting of Science Fiction

https://aeon.co/essays/silicon-valley-has-a-science-fiction-problem
4•gajju3588•58m ago•0 comments

Uber moves to acquire Delivery Hero for €12.5B

https://www.reuters.com/business/finance/uber-nears-125bn-deal-acquire-delivery-hero-ft-reports-2...
2•ProjectBarks•59m ago•0 comments

Is There a Reliable Way to Generate Figma Designs from Code?

https://geekyants.com/blog/how-we-built-the-missing-bridge-from-code-to-figma
2•varda_62892•1h ago•0 comments

Building This Blog: Jekyll on GitHub Pages from Zero to 130 Posts

https://mcgarrah.org/setting-up-jekyll-blog-github-pages/
2•ankitg12•1h ago•0 comments

What is the real point of Codex Micro? [video]

https://www.youtube.com/watch?v=m8uUUUsMD3Y
1•hsuduebc2•1h ago•1 comments

Notes on Structured Programming [pdf]

https://www.cs.utexas.edu/~EWD/ewd02xx/EWD249.PDF
2•andsoitis•1h ago•0 comments

20-20-20 Rule: Are These Numbers Justified?

https://pubmed.ncbi.nlm.nih.gov/36473088/
1•ankitg12•1h ago•0 comments

From Microservice to Subprocess

https://kerkour.com/from-microservice-to-subprocess
1•enz•1h ago•0 comments