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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

EC Fines Google $1B

https://www.nytimes.com/2026/07/23/business/google-eu-fine-search-competition.html
1•sanj•1m ago•0 comments

Accelerated European Summer Warming Driven by Atmospheric Circulation Changes

https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2026GL122424
1•admp•3m ago•0 comments

Automating a MongoDB JSON Import and Masked CSV Export

https://visualeaf.com/blog/automate-json-import-mongodb-export-csv-data-masking/
2•serena_wright•4m ago•0 comments

Drug reverses autism-like brain changes in adult mice within hours

https://www.uclahealth.org/news/release/drug-reverses-autism-like-brain-changes-adult-mice-within
1•geox•9m ago•0 comments

Chawan: TUI Web Browser

https://chawan.net/
1•roundabout-host•14m ago•0 comments

FCC planning to retroactively ban disguised DJI gadgets

https://www.theverge.com/news/968310/fcc-dji-drone-camera-ban-skyrover-xtra
3•bookofjoe•17m ago•1 comments

MCP-spec-audit, scan your MCP server for the July 28 spec changes

https://github.com/Temrel/temrel-agentic-toolkit/tree/main/tools/mcp-spec-audit
1•bentemrel•20m ago•0 comments

Senior Python Engineer – AI Agent Evaluation

https://apply.workable.com/toloka-ai/j/07A6121198
1•ValeriaLavren•21m ago•0 comments

Star Axis

https://www.nytimes.com/2026/07/22/arts/design/charles-ross-star-axis-land-art.html
2•tosh•22m ago•0 comments

Ancient Bronze Age shaman long assumed to be a man was a woman

https://www.livescience.com/archaeology/oops-ancient-bronze-age-shaman-long-assumed-to-be-a-man-w...
3•croes•22m ago•0 comments

Show HN: A live map of the news cycle, rebuilt hourly from embedded headlines

https://journofinder.com/news-graph
3•sach90•22m ago•1 comments

Flare Redact: Stop secrets from reaching logs, telemetry, and LLMs

https://github.com/umudhasanli/flare-redact
1•umudhasanli•23m ago•0 comments

What is missing in today's Go web frameworks?

https://github.com/nelthaarion/breeze
1•ethanwinters•23m ago•0 comments

Five Things You Notice When You Quit the News (2016)

https://www.raptitude.com/2016/12/five-things-you-notice-when-you-quit-the-news/
2•downbad_•25m ago•0 comments

You can't capture the nuance of my form fields (2021)

https://drewdevault.com/blog/You-cant-capture-the-nuance/
1•downbad_•26m ago•0 comments

Code mode yields a 99.2% cost reduction in our systems

https://www.agent-swarm.dev/blog/code-mode-token-savings
2•tarasyarema•27m ago•1 comments

Show HN: WeekendMax – Every 3-day-weekend trip from your city

https://weekendmax.com/
1•cakerace•27m ago•0 comments

The first known runaway AI agent – or a bad marketing stunt?

https://martinalderson.com/posts/huggingface-openai-exploit/
3•martinald•27m ago•1 comments

What Do You Do?

3•alfarez•28m ago•1 comments

A Motorcycle for the Mind

https://doctrine.engineering/
2•grinkelhoof•29m ago•0 comments

Show HN: Running PrismML's Bonsai inside DRAM by breaking DDR4 timing rules

2•pcdeni•30m ago•0 comments

Which is the best AI powered platform in 2026?

2•analytifyai•31m ago•0 comments

Inside Ukraine's Kill Zone

https://www.reuters.com/graphics/UKRAINE-CRISIS/KILL-ZONE/znpnojmknvl/
4•giuliomagnifico•31m ago•0 comments

An OpenAI Model Spent an Hour Finding a Sandbox Flaw to Open a Public PR

https://www.vincentschmalbach.com/an-openai-model-spent-an-hour-finding-a-sandbox-flaw-to-open-a-...
1•vincent_s•36m ago•0 comments

EU fines Google €890M for competition breaches over search and apps

https://www.theguardian.com/technology/2026/jul/23/eu-fines-google-for-competition-breaches-over-...
8•Stevvo•37m ago•1 comments

ButaGYM – An operating system for modern fitness businesses

https://butagym.az
1•bekovra•37m ago•0 comments

SK Hynix and ADATA warn memory shortages may continue beyond 2030

https://videocardz.com/newz/sk-hynix-expects-worst-ever-memory-shortage-in-2027-adata-expects-a-d...
3•dabinat•37m ago•1 comments

CameoDB update: native MCP support, jemalloc, and a 400M-record field test

https://github.com/cameodb/cameodb
1•gorancv•37m ago•0 comments

Iamsingle.app – a directory of single-file web apps

https://iamsingle.app/
1•habibicode•38m ago•0 comments

Kimi K3 Is Close to Claude on a Real Coding Task

https://www.vincentschmalbach.com/kimi-k3-close-to-claude-real-coding-task/
1•vincent_s•38m ago•0 comments