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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Model Context Protocol (MCP) Support for Google Services

https://cloud.google.com/blog/products/ai-machine-learning/announcing-official-mcp-support-for-go...
1•manveerc•6m ago•0 comments

Show HN: Tandem – Real-time collaborative editor with AI attribution tracking

https://github.com/lmanchu/tandem/tree/v3
1•Lmanchu•7m ago•1 comments

UK developing urgent plan for conflict, minister says

https://ukdefencejournal.org.uk/uk-developing-urgent-plan-for-conflict-minister-says/
2•Bender•8m ago•0 comments

Show HN: Claude Code Recipes for Knowledge Workers (Open Source)

https://github.com/sgharlow/claude-code-recipes
2•sgharlow•9m ago•0 comments

Switzerland's Security Policy Strategy

https://www.news.admin.ch/en/newnsb/BLkWfUbUsXtBFoSj-krgU
2•samuel246•10m ago•0 comments

BoxLite Love AI agent – SQLite for VMs: embeddable AI agent sandboxing

https://github.com/boxlite-labs/boxlite
1•dorianzheng•23m ago•1 comments

Don't Build Agents, Build Skills Instead – Barry and Mahesh, Anthropic [video]

https://www.youtube.com/watch?v=CEvIs9y1uog
1•kerim-ca•27m ago•0 comments

Color Spaces, Gamuts, and Transformations

https://ari-atori.dev/articles/color-spaces-gamuts-and-transformations.html
1•todsacerdoti•29m ago•0 comments

Michael Jordan was a basketball legend. Now, he's one in NASCAR too

https://www.nytimes.com/athletic/6882918/2025/12/11/michael-jordan-nascar-settlement-trial-legend/
1•divbzero•30m ago•1 comments

Deno 2.6 and Socket: Supply Chain Defense in Your CLI

https://socket.dev/blog/deno-2-6-socket-supply-chain-defense-in-your-cli
2•feross•34m ago•0 comments

Battery storage hits $65/MWh, a tipping point for solar

https://electrek.co/2025/12/12/battery-storage-hits-65-mwh-tipping-point-solar/
5•toomuchtodo•41m ago•3 comments

EV sticker shock: Solo drivers using California carpool lanes face hefty fines

https://www.latimes.com/california/story/2025-12-01/ev-sticker-shock-solo-drivers-using-californi...
1•PaulHoule•42m ago•1 comments

Show HN: I made a grid that sizes your subscriptions by what they cost

https://visualize.nguyenvu.dev/
1•hoangvu12•43m ago•1 comments

UK Lords propose ban on VPNs for children

https://www.techradar.com/vpn/vpn-privacy-security/uk-lords-propose-ban-on-vpns-for-children
2•josephcsible•44m ago•0 comments

Google Removes Sci-Hub Domains from U.S. Search Results Due to Dated Court Order

https://torrentfreak.com/google-removes-sci-hub-domains-from-u-s-search-results-due-to-dated-cour...
5•t-3•45m ago•0 comments

Processing 630M More Pwned Passwords, Courtesy of the FBI

https://www.troyhunt.com/processing-630-million-more-pwned-passwords-courtesy-of-the-fbi/
1•LorenDB•45m ago•0 comments

Waymo: "Not yet a legal path to operating in New York"; NYC demo video

https://twitter.com/Waymo/status/1999620430970167481
3•tech234a•46m ago•0 comments

Cycle-accurate YM2149 PSG emulator

https://github.com/slippyex/ym2149-rs
1•todsacerdoti•49m ago•0 comments

The Coming Need for Formal Specification

https://benjamincongdon.me/blog/2025/12/12/The-Coming-Need-for-Formal-Specification/
2•todsacerdoti•49m ago•0 comments

.NET Wrapper for latest PCRE2 library

https://github.com/ltrzesniewski/pcre-net
1•hooge•53m ago•0 comments

Oliver Sacks fabricated key details in his books

https://boingboing.net/2025/12/12/oliver-sacks-fabricated-key-details-in-his-books.html
5•talonx•54m ago•0 comments

Fairly Trained AI

https://www.fairlytrained.org
1•pabs3•54m ago•0 comments

Meta's Pivot from Open Source to Money-Making AI Model

https://www.bloomberg.com/news/articles/2025-12-10/inside-meta-s-pivot-from-open-source-to-money-...
2•gmays•55m ago•0 comments

Papermoon: A Space-Grade Linux for the NewSpace Era

https://thenewstack.io/papermoon-a-space-grade-linux-for-the-newspace-era/
1•CrankyBear•57m ago•0 comments

A Lisp Interpreter Implemented in Conway's Game of Life (2022)

https://woodrush.github.io/blog/posts/2022-01-12-lisp-in-life.html
1•pabs3•1h ago•0 comments

Redis-rs and Redis-test 1.0.0

https://github.com/redis-rs/redis-rs/blob/main/version1.md
1•stmw•1h ago•0 comments

1300 Still Images from the Animated Films of Hayao Miyazaki's Studio Ghibli

https://www.ghibli.jp/info/013772/
3•vinhnx•1h ago•0 comments

Visualizing the 4th Dimension with WebGPU

https://dugas.ch/funderstanding/visualizing_the_4th_dimension.html
1•chronolitus•1h ago•1 comments

Visual Proof of Pythagoras' Theorem [video]

https://www.youtube.com/watch?v=tTHhBE5lYTg
2•thunderbong•1h ago•1 comments

Roundup of Events for Bootstrappers in December 2025

https://bootstrappersbreakfast.com/2025/11/25/roundup-of-december-2025-bootstrapper-events/
1•skmurphy•1h ago•1 comments