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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

OSS WebUI Llms.py v4: Projects, Agent Profiles, PDF Studio, 1-Click Sharing

https://llmspy.org/docs/latest
1•mythz•1m ago•0 comments

One Man's Quest to Fix Every Deadly Guardrail

https://www.newyorker.com/magazine/2026/07/27/one-mans-quest-to-fix-every-deadly-guardrail
1•mhb•1m ago•0 comments

Buckminster Fuller: everything I know

https://www.bfi.org/about-fuller/everything-i-know/
1•simonebrunozzi•3m ago•0 comments

Hungary within millimetres of shutting down its NPP as region fights drought

https://www.theguardian.com/world/live/2026/aug/04/europe-drought-extreme-heat-wildfires-climate-...
1•Markoff•4m ago•1 comments

I Spent 2B Tokens Writing a C++ Compiler So You Don't Have To

https://medium.com/@vishvananda/i-spent-2-billion-tokens-writing-a-c-compiler-so-you-dont-have-to...
1•lemming•4m ago•0 comments

Show HN: Bourdon – one shared memory file for Claude Code, Codex, Cursor

https://bourdon.ai
1•RADLAB•4m ago•0 comments

Why Netflix is betting on systems thinkers in the AI era: Elizabeth Stone (CPTO)

https://www.youtube.com/watch?v=t0GiTyz4syY
1•Brysonbw•4m ago•0 comments

Hackers Hit Bitcoin's Safest Hiding Place in Ongoing Attack

https://www.bloomberg.com/news/articles/2026-08-03/hackers-target-bitcoin-s-safest-hiding-place-i...
1•geox•5m ago•0 comments

AI-Generated Images Discourage Me from Reading Your Blog

https://nelson.cloud/ai-generated-images-discourage-me-from-reading-your-blog/
1•meysamazad•6m ago•0 comments

Thinking Partners

https://www.danritz.com/articles/thinking-partners/
1•meysamazad•6m ago•0 comments

Real-Time Level-of-Detail Rendering with ReSTIR

https://research.nvidia.com/labs/rtr/publication/wang2026levelofdetail/
1•ibobev•7m ago•0 comments

Stylized GGX Shading

https://alexandrelamure.github.io/graphics-posts/stylized-ggx-shading.html
1•ibobev•7m ago•0 comments

Gabor Fields: Orientation-Selective Level-of-Detail for Volume Rendering

https://arcanous98.github.io/projectPages/gaborVolumes.html
1•ibobev•8m ago•0 comments

Show HN: Salary Ticker – a macOS menu bar app that ticks up your pay

https://steveharrison.dev/salaryticker/
1•steveharrison•9m ago•0 comments

Show HN: A new type of search engine

https://galefox.com/
1•wesammikhail•11m ago•0 comments

Machine-Speed Attacks: Lessons from the Hugging Face Intrusion

https://www.picussecurity.com/resource/blog/machine-speed-attacks-lessons-from-the-hugging-face-i...
1•benrothke•11m ago•0 comments

How to talk to customers and learn if your business is a good idea

https://www.momtestbook.com
1•Brysonbw•11m ago•0 comments

US company's AI lets Ukraine's cheap kamikaze drones track targets on their own

https://arstechnica.com/ai/2026/08/ukraines-drones-get-ai-upgrades-for-kamikaze-strikes-future-sw...
1•rbanffy•11m ago•0 comments

The next step is getting rid of "source code"

https://xcancel.com/antibot/captcha
1•thedreammachine•12m ago•0 comments

Hollowgraph Backdoor Turns Microsoft 365 Calendars into a C2 Channel

https://www.picussecurity.com/resource/blog/hollowgraph-backdoor-turns-microsoft-365-calendars-in...
1•benrothke•15m ago•0 comments

Built an FEM solver that runs in a web browser

https://elementarium.app/
1•janvorisek•17m ago•0 comments

Show HN: Fine-tune an 8B model on a 4 GB laptop GPU

https://github.com/MakazhanAlpamys/Soup
1•MakazhanAlpamys•18m ago•0 comments

57,000 times lighter than Loom – no round video bubble, but who cares?

https://deckdownload.netlify.app/
1•astonfred•23m ago•0 comments

Show HN: A speed reading test you can fail

https://www.readkinetic.com/speed-test
1•SamuraiLion•23m ago•0 comments

What Founders Should Steal from the Forward-Deployed Engineer Model

https://www.mercuryconsulting.ai/insights/forward-deployed-engineer-model
1•dmujic•23m ago•0 comments

Nobel Disease

https://en.wikipedia.org/wiki/Nobel_disease
3•num42•28m ago•0 comments

Claude Code Source Code Analysis

https://kuber.studio/blog/AI/Claude-Code%27s-Entire-Source-Code-Got-Leaked-via-a-Sourcemap-in-npm...
1•mellosouls•31m ago•0 comments

Sidemen Is a Good Place to Do Nothing

https://robertxworld.com/sidemen-is-a-good-place-to-do-nothing/
1•devrob•31m ago•0 comments

OpenAI's Unreleased Model Astra Solves Ten Major Open Mathematics Problems

https://www.lesswrong.com/posts/pQYEPitFqztcRvBsS/openai-s-unreleased-model-astra-solves-ten-majo...
1•joozio•34m ago•0 comments

Keyv and friends compromised in active Shai-Hulud supply chain attack

https://www.aikido.dev/blog/keyv-and-friends-compromised-in-npm-supply-chain-attack
3•cimi_•34m ago•0 comments