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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

Gemini API RLS notes: 3.7-flash now routed to 3.8-flash, 3.5->3.6

https://ai.google.dev/gemini-api/docs/changelog
1•cagey•21m ago•1 comments

CortextAI – A private, offline AI workspace for email, notes, tasks, and files

https://cortextai.saposs.com
1•jimmy_lee•25m ago•0 comments

6 Months of Bubbles

https://www.gordonmclean.co.uk/2026/10/09/6-months-of-bubbles/
2•rdmuser•27m ago•0 comments

Optimization is the root of all evil

https://12gramsofcarbon.com/p/the-optimization-theory-of-everything
2•theahura•27m ago•0 comments

RAOP playback to HomePod 2 stopped working after HomePod OS 27 update

https://gitlab.freedesktop.org/pipewire/pipewire/-/work_items/5516
1•chazeon•28m ago•0 comments

Trump approves tiny 'cars of the near future'

https://thehill.com/policy/energy-environment/5635349-donald-trump-approves-tiny-cars/
2•harambae•29m ago•0 comments

SpaceX Raised $111B – It Needs More [video]

https://www.youtube.com/watch?v=9SAgLMahZm4
1•koolhead17•29m ago•0 comments

Assorted things I've been mulling over regarding agents in the economy

https://twitter.com/patrickc/status/2108706907859116280
1•MrBuddyCasino•34m ago•0 comments

Terence Tao on "Math 2.0" [pdf]

https://teorth.github.io/tao-web/slides/math-2-0-caltech-2026.pdf
1•atdt•37m ago•2 comments

Understanding why you'd use Effect TS

https://cm.xyz/blog/understanding-why-youd-use-effect-ts
3•nilsbunger•45m ago•0 comments

The story of utopias by Lewis Mumford

https://www.gutenberg.org/ebooks/75654
2•doener•47m ago•0 comments

Vegetables are half as nutritious as they were in the 1960s

https://www.telegraph.co.uk/business/2026/10/07/vegetable-nutrition-halved-since-60s/
9•WarOnPrivacy•59m ago•9 comments

A persistent accuracy ceiling in automated verbal deception detection

https://arxiv.org/abs/2610.12118
1•sbulaev•59m ago•1 comments

wBlock 3.2 – The next-generation ad blocker for Safari

https://github.com/0xCUB3/wBlock/releases/tag/3.2.0
1•nntwozz•1h ago•0 comments

Ongoing lawsuits allege GLP-1s can cause serious harm; we don't know how often

https://text.npr.org/nx-s1-5996652
1•1659447091•1h ago•0 comments

A Programmable Readout Pixel Image Sensor

http://image-sensors-world.blogspot.com/2026/10/programmable-readout-pixel.html
1•giuliomagnifico•1h ago•0 comments

The Unreasonable Effectiveness of Linear Prediction as a Perceptual Metric

https://arxiv.org/abs/2310.05986
1•E-Reverance•1h ago•0 comments

Weball

https://www.funwithcomputervision.com/weball/
1•maxutility•1h ago•2 comments

Europe confident its rules can thwart rogue AI

https://www.rnz.co.nz/news/science-and-technology/1824809/europe-confident-its-rules-can-thwart-r...
5•billybuckwheat•1h ago•0 comments

Climbing Everest is hard. Recovering body from near its summit will be harder

https://www.cnn.com/2026/10/10/travel/everest-green-boots-dorje-morup-intl-hnk-dst
3•koolhead17•1h ago•1 comments

Show HN: GSD Task Manager – an MCP server that gives your AI agent a task list

https://github.com/vscarpenter/gsd-task-manager
6•vscarpenter•1h ago•3 comments

AI agents in a stand-up call

https://atoll92.github.io/agent-standup/
2•jonbaer•1h ago•0 comments

Satya Nadella says we should assume all AI models are 'compromised'

https://www.theverge.com/ai-artificial-intelligence/1009337/satya-nadella-says-we-should-assume-a...
30•jonbaer•1h ago•37 comments

Will Spiritual Robots Replace Humanity by 2100? (2000)

https://www.youtube.com/playlist?list=PLvW5zob1PPbbFUZK_LdzU8iJBSFb2Zhyb
2•so-cal-schemer•1h ago•3 comments

Vectorized CLZ and CTZ

https://purplesyringa.moe/blog/vectorized-clz-and-ctz/
1•zX41ZdbW•1h ago•0 comments

NES Tetris – Rust Decomp

https://github.com/sanghoonio/tetris_nes
1•sanghoonio•1h ago•0 comments

Human Art Launch – A daily showcase for independent visual artists

https://humanartlaunch.com
1•its_ajseven•1h ago•0 comments

Show HN: Perigee real-time web viewer of artificial objects in space

https://perigee.info/
1•Illogika•1h ago•0 comments

AI Layer – Claude Code Plugins with DuckDB Memory and CI Workflows

https://gitlab.com/kriscodes2-claude-plugins/ai-layer
1•kriscodes2•1h ago•0 comments

GameBoy on E-Paper ESP32 at 30FPS [video]

https://www.youtube.com/watch?v=XiZmM6hwwAU
13•pizzaiolo•1h ago•0 comments