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'A historic beatdown': Americans take back their country in rebuke to Trump

https://www.theguardian.com/commentisfree/2026/nov/04/a-historic-beatdown
1•hkhn•13s ago•0 comments

Buttons are back and storage is king when it comes to car interiors

https://arstechnica.com/cars/2026/11/yes-to-storage-no-to-piano-black-how-car-interior-design-is-...
1•Brajeshwar•26s ago•0 comments

As Mangrove Forests Expand in China, Bird Species Multiply

https://e360.yale.edu/digest/china-mangrove-restoration-bird-species
1•Brajeshwar•37s ago•0 comments

Show HN: Skykeep – Your iPhone's iCloud as desktop apps for Windows and Linux

https://github.com/YashwanthKamireddi/Skykeep
1•yashkamireddi•51s ago•0 comments

Ask HN: How are you making sites/APIs agent-ready?

1•dieselgate•1m ago•0 comments

The Forgotten Formula For Lovable Cities

https://worksinprogress.co/issue/the-forgotten-formula-for-lovable-cities/
1•karakoram•3m ago•0 comments

Fixes available in -proposed pocket for CVE-2026-98432

https://ubuntu.com/blog/fixes-available-in-proposed-pocket-for-cve-2026-98432
1•basedpolymer•3m ago•0 comments

Show HN: I built a Bible verse feed to replace doomscrolling

https://scrollhope.com/
2•jclardy•7m ago•0 comments

Bluetooth High Data Throughput opens a new chapter in wireless performance

https://www.bluetooth.com/press/bluetooth-high-data-throughput-opens-a-new-chapter-in-wireless-pe...
1•0in•9m ago•0 comments

Human-in-the-loop authorization for AI agents

https://airlockapp.io/
1•feldrim•9m ago•0 comments

Software Engineering Is Worth Teaching

https://uptointerpretation.com/posts/software-engineering-is-worth-teaching/
3•hardwaregeek•11m ago•0 comments

Show HN: Acoustic Orbit – a Mac app that plays your speakers together, in sync

https://acousticorbit.com/
1•snehasis_gouda•11m ago•0 comments

Building an inference stack that improves itself

https://twitter.com/DecagonAI/status/2115511110120120437
1•gmays•13m ago•0 comments

Survey: What are the pains of creating product demo videos?

1•loveTech•13m ago•1 comments

The Currency of the Journal Article Is Collapsing

https://www.theatlantic.com/ideas/2026/10/ai-journal-articles-writing/689186/
4•alphabetatango•13m ago•1 comments

Tag: Reasonably Polite Seattleites

https://www.seattlebikeblog.com/tag/reasonably-polite-seattleites/
1•Bluestein•14m ago•0 comments

Show HN: Algorithms, Explained, Proved and Run

https://algorithm.tamnd.com/
1•tamnd•14m ago•0 comments

Show HN: Upvoted - Hacker News as a daily magazine

https://upvoted.eng-atlas.dev/
1•xuancanh•15m ago•0 comments

Cohn

1•kroelle•16m ago•0 comments

HGH

1•kroelle•16m ago•0 comments

Show HN: RapAvatar – Turn any photo into a lip-synced rap video with AI

https://rapavatar.com/
1•nnooo•17m ago•0 comments

Show HN: Posters – open prompt dataset for generated poster design

https://github.com/posterlet/amazing-posters
1•allanren•17m ago•0 comments

Reality and Realism in Generation [video]

https://www.youtube.com/watch?v=nLyoELj8d3k
2•surprisetalk•21m ago•0 comments

Kemi Badenoch says Africans should apologise for slavery

https://www.theguardian.com/news/2026/nov/04/kemi-badenoch-says-africans-should-apologise-for-sla...
5•prmph•21m ago•1 comments

Basicswapdex.com New Website

https://basicswapdex.com/
2•dRK-U•22m ago•0 comments

Apple May Phase Out Non-Touch High-End MacBook Pros

https://www.macrumors.com/2026/11/04/apple-may-phase-out-non-touch-macbook-pros/
2•notfried•22m ago•0 comments

AMD expects to outsell Intel in Q4 for the first time in history

https://www.tomshardware.com/pc-components/cpus/amd-expects-to-outsell-intel-in-q4-for-the-first-...
8•rbanffy•22m ago•0 comments

GDPx: Measuring Frontier Model Capabilities Across the Most Valuable Domains

https://newsletter.semianalysis.com/p/gdpx-measuring-frontier-model-capabilities
3•gadflyinyoureye•23m ago•0 comments

China Debuts Fourth Exascale System, Sugon 8000

https://www.hpcwire.com/2026/11/02/china-finally-debuts-fourth-exascale-system-sugon-8000/
2•rbanffy•25m ago•0 comments

AI data centers comprehensively defeated at US midterm elections

https://www.tomshardware.com/tech-industry/data-centers/ai-data-centers-comprehensively-defeated-...
2•rndsignals•25m ago•1 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