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EV battery recycling has a math problem

https://text.npr.org/nx-s1-5847025
1•mooreds•1m ago•0 comments

User loses 25 years of data after a Microsoft account hack, with no way back

https://www.neowin.net/news/user-loses-25-years-of-data-after-a-microsoft-account-hack-with-no-wa...
1•jenic_•1m ago•1 comments

Popular dog food recalled nationwide may contain sharp metal fragments

https://www.kcra.com/article/dog-food-recall-pedigree/71910147
1•nothrowaways•2m ago•0 comments

Microsoft deleted my account and OneDrive

https://twitter.com/JoshuaKhane/status/2076918699248803977
1•nixass•5m ago•0 comments

Build Your Own Computed Axial Lithography 3D Printer

https://makezine.com/projects/instant-prints-opencal-layerless-3d-printing/
1•mhb•5m ago•0 comments

OS –> Prod Survey

https://stateofopensource.ai/
1•cramersglue•6m ago•0 comments

Cognitive debt is a real organizational risk

https://www.thoughtworks.com/insights/blog/generative-ai/cognitive-debt-real-organizational-risk
1•mooreds•7m ago•0 comments

A compiler that solves Anthropic's VLIW optimization challenge

https://github.com/fiigii/ai-comp
1•uglyHaskell•7m ago•1 comments

U.S. Treasury sanctions on a VPN service knocked out Telegram's shortlink domain

https://meduza.io/en/news/2026/07/14/u-s-treasury-sanctions-on-a-vpn-service-knocked-out-telegram...
4•zczc•11m ago•0 comments

"What's Your Age Again?" Major Discussion on Age Assurance at HOPE 26

https://www.hope.net/talks/
1•aestetix•11m ago•1 comments

Vichan has reached its end of life

https://github.com/vichan-devel/vichan
1•anigbrowl•13m ago•0 comments

Mcpsense-proxy bridge legacy stateful MCP servers to the July28,2026 spec

https://github.com/comerade2134/mcpsense-proxy
1•light82083•15m ago•0 comments

The Competition Is Not the Problem

https://timleland.com/the-competition-is-not-the-problem/
1•TimLeland•17m ago•0 comments

Madden NFL 27 on Apple Arcade

https://www.apple.com/newsroom/2026/07/madden-nfl-27-arcade-edition-brings-gridiron-action-to-app...
2•nate•18m ago•0 comments

Emacs Docs: The modern documentation website Emacs deserves

https://emacsdocs.org
1•chiply•19m ago•1 comments

Asterism – a local-first knowledge graph that grows from your Claude chats

https://github.com/biditdas18/asterism
1•biditdas18•19m ago•0 comments

End-to-end encrypted secret sharing with the Web Crypto API

https://notnotp.com/notes/end-to-end-encrypted-secret-sharing-with-the-web-crypto-api/
1•chmaynard•22m ago•0 comments

Rural NY School District Will Be One of First to Bring Humanoid Robot into Class

https://nysfocus.com/2026/07/14/new-york-humanoid-robot-teacher-salamanca-school-district
2•amichail•24m ago•1 comments

"Light" Grub Alternative Package for Confidential Computing

https://www.phoronix.com/news/GRUB-Light-Approved-Fedora-45
2•Bender•26m ago•0 comments

Linux Foundation's Latest Foray Is to Standardize Payments for AI Agents

https://www.phoronix.com/news/Linux-Foundation-x402
1•Bender•27m ago•0 comments

NanoSASRec

https://github.com/eifuentes/nanoSASRec
1•efavdb•27m ago•0 comments

People Who Will Thrive in the AI Age

https://www.theatlantic.com/ideas/2026/06/ai-open-ai-anthropic/687689/
1•sodiumjoe•28m ago•0 comments

Beyond the Dashboard: Where Competitive Advantage Lives

https://www.library.hbs.edu/working-knowledge/beyond-the-dashboard-where-competitive-advantage-re...
1•paulpauper•28m ago•0 comments

Ambient Music via Conway's Game of Life

https://www.moishelettvin.com/life-ambient/
1•sys_call•29m ago•0 comments

Five Laws of Generative AI

https://isaaclyman.com/blog/posts/five-laws-of-ai/
1•aard•29m ago•0 comments

Why is Everybody Nostalgic About the 80s?

https://grimoiremanor.substack.com/p/why-is-everybody-nostalgic-about
1•paulpauper•30m ago•0 comments

Can you get a job at Bending Spoons?

https://www.wsj.com/business/bending-spoons-jobs-hiring-stock-eaed2b8e
1•paulpauper•30m ago•0 comments

Database Sharding

https://planetscale.com/blog/database-sharding
2•mahirsaid•32m ago•0 comments

AeroSLS – Simulated Single Level Strorage OS

https://aerosls.kubeworkz.io/
1•SpuriousReg•35m ago•0 comments

Blender 5.2 LTS Released with Many Great Enhancements

https://www.phoronix.com/news/Blender-5.2-Released
3•Bender•36m ago•0 comments
Open in hackernews

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