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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

The Factorio Effect

https://dangrafham.com/the-factorio-effect
1•freediver•51s ago•0 comments

Financial Nonsense

https://2ndbreakfast.audreywatters.com/financial-nonsense/
2•dmacedo•5m ago•0 comments

Most House Mice Tested Now Carry Mutations That Beat Common Rodent Poison

https://studyfinds.com/most-house-mice-tested-carry-mutations-that-beat-common-rodent-poison-stud...
1•mdp2021•5m ago•0 comments

Linguistic Relativity: Programming Languages

https://en.wikipedia.org/wiki/Linguistic_relativity
1•tosh•5m ago•0 comments

Show HN: Impasto – baker's percentages, poolish timing, DDT math for pizza nerds

https://impastopizza.app/
1•Floppyrom•8m ago•0 comments

The Screwdriver or the Swiss Army Knife

https://gregraiz.com/blog/screwdriver-or-swiss-army-knife/
1•freediver•9m ago•0 comments

Radio Free AI: The voice of the resistance

https://open.spotify.com/show/033HWq6pzjHeleKR8jfxLm
1•PaulTheOtherOne•10m ago•1 comments

Looking Forward to Postgres 19: Checksums for All

https://www.pgedge.com/blog/looking-forward-to-postgres-19-checksums-for-all
2•rellem•14m ago•0 comments

AI Poisons Creativity [video]

https://www.youtube.com/watch?v=WeCSzEtZcUw
1•ndr42•16m ago•1 comments

The Wonderful World of Slide Charts, Wheel Charts and Perrygrafs

https://www.sphere.bc.ca/oldsite/test/perrygraf.html
1•xeonmc•16m ago•0 comments

The Media Pipeline Behind realtime Voice System Pacing, Jitter Buffers...

1•gokuljs•18m ago•0 comments

RecLayer – Multi-track screen recording for macOS

https://apps.apple.com/us/app/reclayer/id6771830948?mt=12
1•apostylee•21m ago•0 comments

Italy warns against Chat Control mass surveillance, but votes in favour of it

https://digitalcourage.social/@echo_pbreyer/116860372306942641
4•latexr•25m ago•0 comments

Don't Train the Model, Evolve the Harness

https://huggingface.co/spaces/joelniklaus/harness-optimization
2•mau•25m ago•0 comments

Fourth of July

https://twitter.com/renhumansystems/status/2073302179268468969
1•aasthembolt•39m ago•0 comments

Show HN: Windows Auto Profiles – WinGet wrapper that adds app profiles

https://github.com/lahcim/WindowsAutoProfiles/blob/main/docs/examples.md
1•lahcim2000•39m ago•0 comments

A device that revives eyeballs from dead donors could make eye transplants poss

https://www.technologyreview.com/2026/07/03/1140148/a-device-that-revives-eyeballs-from-dead-dono...
3•joozio•43m ago•0 comments

Show HN: FlipFlow FlipFlow turns PDF, Word, and images into flipbooks

https://flippingbooks.org
1•ceaserwang•43m ago•0 comments

Fable 5. Safety Taken to an Extreme

1•sergeysmirnov•44m ago•0 comments

HTML Is the New PowerPoint

https://sproutmarkup.com/
1•ginooliver•45m ago•0 comments

More Tailscale tricks for your jailbroken Kindle

https://tailscale.com/blog/jailbroken-kindle-proxy-tun-modes
2•Quizzical4230•46m ago•0 comments

Running Qwen 3.6 Locally on a Mac Mini M4 with 16GB RAM

https://maloyan.xyz/blog/running-qwen-locally-mac-mini-m4
1•mpweiher•48m ago•0 comments

What's new in Claude Sonnet 5

https://platform.claude.com/docs/en/about-claude/models/whats-new-sonnet-5
1•tosh•49m ago•0 comments

Is DentaBiome Legit? Full Oral Postbiotic Review 2026

https://gamma.app/embed/Is-DentaBiome-Legit-Full-Oral-Postbiotic-Review-2026-ngcts4rx0fndxw5?mode...
1•prepostseo•53m ago•0 comments

Accessible Math in PDF [video]

https://www.youtube.com/watch?v=yb5QElBAr-Q
1•anewhnaccount2•1h ago•0 comments

The LLVM Compiler Infrastructure

https://cacm.acm.org/federal-funding-of-academic-research/the-llvm-compiler-infrastructure/
1•tosh•1h ago•0 comments

Open source project for evaluating two models on specific task

1•mzubairtahir•1h ago•0 comments

Mir Little Mathematics Library

https://mirtitles.org/2011/06/02/little-mathematics-library/
1•vismit2000•1h ago•0 comments

Show HN: On99 – a no-signup Hong Kong Mark Six checker and stats explorer

https://on99.life/en/lottery
1•alex_foolsmart•1h ago•0 comments

Godot bans "vibe-coded" code contributions

https://theguptalog.blogspot.com/2026/07/godot-bans-ai-generated-code.html
2•guptalog•1h ago•2 comments