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How do photonic logic gates work?

https://www.youtube.com/watch?v=ln0zZcQXv38
1•slowcooked12_•2m ago•0 comments

The internet has a human slop problem, and AI is exposing it

https://www.businessinsider.com/ai-human-slop-software-security-vulnerabilities-internet-2026-10
1•ghernando•2m ago•0 comments

Indirect Change

https://herbertlui.net/indirect-change/
2•herbertl•13m ago•0 comments

Sequoia shutting down its Scouts program marks the end of an era

https://techcrunch.com/2026/11/06/sequoia-shutting-down-its-scouts-program-marks-the-end-of-an-era/
2•nlpnerd•15m ago•0 comments

Next bcachefs release will be 100% Rust

https://github.com/lxc/incus/issues/213#issuecomment-6716682748
1•rsyring•23m ago•0 comments

My Two Front Teeth

https://theamericanscholar.org/my-two-front-teeth/
1•gmays•26m ago•0 comments

Show HN: We Build Shareable Context Layer for Agent Teams

https://github.com/volcengine/OpenViking
1•zaynjarvis•27m ago•1 comments

PolyNotes App

1•PolySync•28m ago•0 comments

The Loss of Positive Friction

https://cutlefish.substack.com/p/tbm-450-the-loss-of-positive-friction
2•swolpers•31m ago•0 comments

Show HN: Gimbap – A themeable replacement for the macOS Dock

https://minho42.github.io/gimbap/
1•minho42•33m ago•0 comments

Show HN: Reges Code – a free AI code editor that runs on local models

https://regescode.com/
1•nonerthy•38m ago•0 comments

The SideWinder Game Pad, Microsoft's first game controller

https://www.rockpapershotgun.com/can-the-sidewinder-game-pad-microsofts-first-game-controller-wor...
2•Tomte•39m ago•0 comments

Sony World Photography Awards Honors James Barnor, Ghana's First Photojournalist

https://petapixel.com/2026/11/05/sony-world-photography-awards-honors-james-barnor-ghanas-first-p...
1•Tomte•42m ago•0 comments

Are Passkeys a Trap?

https://jimthefrog.substack.com/p/are-passkeys-a-trap
1•nonfunctional•51m ago•0 comments

Our software engineering interviews are changing (a little)

https://blog.janestreet.com/software-engineering-interviews-are-changing-a-little/
1•hubraumhugo•51m ago•0 comments

Is "GPU-hour per user" a sane way to price LLM inference?

https://www.mirastacklabs.ai/
1•mirastacklabs•55m ago•0 comments

Kirlian Photography: Building Your Own Equipment

https://imagesco.com/articles/kirlian/kirlian-photography.html
3•joebig•57m ago•0 comments

New type of architecture for agentic memory

https://zenodo.org/records/23971266
1•shoman3003•58m ago•0 comments

Bringing Your Muse to Life

https://research.meta.ai/blog/bringing-your-muse-to-life
3•gmays•59m ago•0 comments

Gossip penalty hits men harder than woman at work

https://tippie.uiowa.edu/news/2026/10/gossip-penalty-hits-men-harder-woman-work
2•rohanm93•1h ago•0 comments

JobRequester: I built this free Chrome extension that tracks job applications

https://jobrequester.com/
1•mejesseolsen•1h ago•0 comments

Simon Winchester, Author of 'The Professor and the Madman,' Has Died

https://www.nytimes.com/2026/11/04/obituaries/simon-winchester-dead.html
3•benbreen•1h ago•2 comments

Four shark killings in 1916 led to a tsunami of hysteria and Spielberg's "Jaws"

https://www.thevintagenews.com/2018/01/31/jaws-inspiration/
1•Eridanus2•1h ago•0 comments

Le Salon Client IRCv3 natif en Rust – interface GPU avec GPUI

https://github.com/MrTHP/Le-Salon
2•misterthp•1h ago•1 comments

Breaking the Decade-Long Trump Fever

https://www.newyorker.com/magazine/2026/11/16/breaking-the-decade-long-trump-fever
2•rbanffy•1h ago•0 comments

I Use Development-Driven Specs, Not Spec-Driven Development

https://github.com/waywardgeek/ensemble
4•WaywardGeek•1h ago•4 comments

Elephant-Goldfish Model (Agent Skill)

https://github.com/google/elephant-goldfish-model
1•pella•1h ago•0 comments

MiniToolDesk Tools

https://minitooldesk.com/tools/
3•minitooldesk•1h ago•1 comments

Show HN: Maple – Sub-2-BPW Moe Pruning to Run Gemma 4 26B at 45 TPS on a 6GB GPU

https://github.com/AmSach/maple
2•AmSach•1h ago•0 comments

ISponsorBlockTV: SponsorBlock client for all YouTube TV clients

https://github.com/dmunozv04/isponsorblocktv
3•xnx•1h 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