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R-DKE – Physarum-Inspired Machine Intelligence for Deep Research

https://github.com/maineexista/R-DKE-whitepaper
1•MariusRefactor•4m ago•0 comments

Django Interactive Frameworks Benchmark: LiveView, SSR, Htmx, and Unicorn

https://github.com/tanrax/django-interactive-frameworks-benchmark
1•andros•7m ago•0 comments

FEDAnet Project

http://feda.croco.net/
1•fedanet•7m ago•0 comments

Show HN: A single-purpose website for Half-Life 3

https://doeshalflife3cameout.fun/
2•Seva11•8m ago•0 comments

AI Kissing Video Generator – Create Realistic Kissing Videos

https://aikissingvideogenerator.co
1•jacksteven•11m ago•0 comments

Show HN: React-State-Basis – An architectural auditor using linear algebra

https://github.com/liovic/react-state-basis
1•lpetronika•16m ago•1 comments

A new way to extract detailed transcripts from Claude Code

https://simonwillison.net/2025/Dec/25/claude-code-transcripts/
1•ljosifov•24m ago•0 comments

Show HN: I built a tool to help small teams automate basic analytical tasks

2•LunarFrost88•25m ago•0 comments

Microsoft wants to replace its C and C++ codebase, perhaps by 2030

https://www.theregister.com/2025/12/24/microsoft_rust_codebase_migration/
2•dangalf•26m ago•2 comments

SheetJS

https://sheetjs.com/
1•gjvc•26m ago•0 comments

Beautiful Reprs

https://pomponchik.org/notes/beautiful-reprs/
1•todsacerdoti•28m ago•0 comments

What I learned building "comfortable" LED strip lighting

2•emmasuntech•32m ago•0 comments

Calibre adds AI "discussion" feature

https://lwn.net/Articles/1049886/
2•pykello•38m ago•2 comments

From Pariah to Power: The Hindu Right's 100-Year Quest to Reshape India

https://www.nytimes.com/2025/12/26/world/asia/india-hindu-right-rss-modi.html
1•vinni2•41m ago•0 comments

Cilician Pirates

https://en.wikipedia.org/wiki/Cilician_pirates
1•zeristor•44m ago•0 comments

Show HN: An experiment in fact-level discussion

https://fact2check.com/
1•DTutorin•46m ago•1 comments

China hits US defence firms with sanctions over arms sales to Taiwan

https://www.reuters.com/business/aerospace-defense/china-sanctions-us-defence-firms-individuals-o...
2•rguiscard•46m ago•0 comments

Show HN: Why is ML inference still so ad-hoc in practice?

3•krish678•47m ago•0 comments

Claude Skills Repo

https://github.com/ComposioHQ/awesome-claude-skills
1•msis•47m ago•0 comments

Wastrel, a Profligate Implementation of WebAssembly

https://wingolog.org/archives/2025/10/30/wastrel-a-profligate-implementation-of-webassembly
1•tosh•51m ago•0 comments

Luxury Apartments Are Bringing Rent Down in Some Big Cities

https://www.bloomberg.com/news/articles/2025-12-23/luxury-apartments-are-bringing-rent-down-in-au...
1•EvgeniyZh•53m ago•0 comments

Chrome Extension: IMDB Ratings for Netflix

https://chromewebstore.google.com/detail/imdb-ratings-for-netflix/ijgmnkckioccploiclkoanofpiichoib
1•reverseblade2•58m ago•1 comments

Show HN: Fileloom – HTML to PDF API with 70 Handlebars Helpers

https://fileloom.io/
1•migambi•1h ago•0 comments

Funded Online Scholarships You Can Apply for Today

https://grantjobsandscholarship.blogspot.com/2025/12/fully-funded-online-scholarships-you.html
2•frankchidera900•1h ago•0 comments

The Mexican government engineered Cancun to attract American dollars

https://twitter.com/pitdesi/status/2004035773935636922
2•MrBuddyCasino•1h ago•0 comments

Graph Algorithms in Rayon

https://davidlattimore.github.io/posts/2025/11/27/graph-algorithms-in-rayon.html
1•PaulHoule•1h ago•0 comments

RCE Vulnerability in CurseForge Launcher

https://elliott.diy/blog/curseforge/
2•lemonyte•1h ago•1 comments

Calcutta High Court Flags Unfair Exclusion of IndiaMART by ChatGPT

https://www.livelaw.in/high-court/calcutta-high-court/strong-prima-facie-case-calcutta-high-court...
2•rustoo•1h ago•0 comments

Hubble Sees Possible Runaway Black Hole Creating a Trail of Stars

https://science.nasa.gov/missions/hubble/hubble-sees-possible-runaway-black-hole-creating-a-trail...
3•_____k•1h ago•0 comments

Soho 1851: The Greatest Christmas Meal Ever Cooked

https://londonist.com/london/food-and-drink/soho-1851-the-greatest-christmas-meal-ever-cooked
1•zeristor•1h ago•0 comments
Open in hackernews

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