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From manual tweaks to Ansible roles: first steps

https://gshell.dev/blog/ansible-first-steps/
1•gstoychev•52s ago•0 comments

The Baked Narrative: On the Homogenization of Visual Imagination

https://medium.com/@smoking2man/the-baked-narrative-on-the-homogenization-of-visual-imagination-i...
1•Aldus551•2m ago•0 comments

Hinton: We're creating alien beings. I'm willing to be selfish and choose humans

https://www.theguardian.com/us-news/2026/oct/13/geoffrey-hinton-trump-ai-tech
1•calf•2m ago•0 comments

Farmfence – Bot/Scraper Detection

https://www.npmjs.com/package/farmfence
1•zlu•3m ago•0 comments

China Has a Blueprint for the Future – 3D printing (additive manufacturing)

https://www.newsweek.com/china-has-a-blueprint-for-the-future-12570833
1•mdp2021•3m ago•0 comments

AI-powered law firms draw lawyers from big firms

https://www.reuters.com/legal/legalindustry/ai-powered-law-firms-draw-lawyers-big-firms-2026-10-14/
1•filippofinke•4m ago•0 comments

WIF-01 Challenge for ACME (RFC 8555)

https://blog.zaita.io/the-acme-wif-challenge-is-amazing.html
1•zaitanz•4m ago•0 comments

Stop Solving Microservice Consistency in Your Application Code

https://medium.com/scalar-engineering/stop-solving-microservice-consistency-in-your-application-c...
1•feeblefakie•7m ago•0 comments

I gained 20k impressions on my LinkedIn profile in 100 days

2•lincolnlychan•10m ago•0 comments

AI crippleware in Hebrew and Chinese translations

https://fromhebrew.com
1•jaekwon•10m ago•0 comments

Crawler Defense with Iocaine

https://nlnet.nl/project/iocaine/
1•phoronixrly•10m ago•0 comments

My first YouTube Video gained 3000 views in 48 hours, uploaded on my new channel

1•lincolnlychan•11m ago•0 comments

Investigation: EU citizens' private messages are run through Palantir's software

https://arvidgrange.substack.com/p/investigation-eu-citizens-private
4•rzk•13m ago•0 comments

Thoughts on "making contact" with the Tencent AI agent fleet

https://twitter.com/GruPiotr/status/2110494758976000004
1•piotrgrudzien•14m ago•0 comments

Show HN: Daily image location guessing agains AI

https://mediaguesser.com/human-vs-ai
1•jonamedia•19m ago•0 comments

We found a Tencent agent fleet

https://swarmcha.se/posts/chinese-agent-fleet-full-report
2•szopa•20m ago•0 comments

Eutelsat shares jump as Ukraine flags curbs on Starlink military-grade service

https://www.reuters.com/business/eutelsat-shares-jump-ukraine-flags-curbs-starlink-military-grade...
1•vrganj•24m ago•0 comments

What My Son Is Learning from Artificial Intelligence

https://greatergood.berkeley.edu/article/item/what_my_son_is_learning_from_artificial_intelligence
1•birdman3131•27m ago•0 comments

Markup vs. margin calculator for contractors (free, no signup)

https://changesnap.onrender.com/markup-calculator
1•tyrxargaar•29m ago•0 comments

Harness overhead benchmark: tokens 11 coding agents send before the task starts

https://testdino.com/blog/harness-overhead-benchmark
1•kartikvora•32m ago•0 comments

Clojure or Rock Band

https://clojure-rocks.agical.se/
2•TheWiggles•36m ago•0 comments

Anne Carson Book Collection

https://www.betterreads.dev/collections/anne-carson
4•zlu•38m ago•0 comments

DatumHue – A Lua workstation for data visualization, games and creative coding

https://datumhue.com/
1•tripokey•41m ago•0 comments

Show HN: Kyber – Post-Quantum PKI

https://kyberpki.com
1•merlin_sh•42m ago•0 comments

Sony shutdown Overdrive store for pirated PS5 games,clones appeared within hours

https://www.techspot.com/news/114203-sony-shut-down-overdrive-fake-playstation-store-pirated.html
1•Markoff•48m ago•0 comments

Brutal A free C# framework that helped RimWorld make its own engine

https://www.reddit.com/r/gamedev/comments/1x6d2dy/introducing_brutal_a_free_c_framework_that_helped/
2•WillPostForFood•48m ago•0 comments

Jantar Mantar Chalo

https://mantarjantar.com/
1•0xcrypto•49m ago•0 comments

Show HN: Acrylic – An IDE for Office Work

https://www.acrylichq.com
1•junchoi•49m ago•1 comments

KDE Plasma 6.8 released to celebrate 30 years of project

https://www.omgubuntu.co.uk/2026/10/kde-plasma-6-8-released
1•tapanjk•51m ago•0 comments

Schematra – a lightweight, expressive web framework for Chicken Scheme

https://schematra.com/
2•so-cal-schemer•52m 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