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Swift System 1.9.0 Released

https://forums.swift.org/t/swift-system-1-9-0-released/90705
1•hacker_nows•1m ago•0 comments

Why Is It So Hard to Teach A.I. Agents to Behave? Researchers Have a Theory

https://www.nytimes.com/2026/11/11/magazine/ai-behavior-incorrigible.html
1•Anon84•1m ago•0 comments

Big Balk

https://azhdarchid.com/big-balk/
1•TMWNN•2m ago•0 comments

White House discussing Lutnick's future as commerce secretary, sources say

https://www.reuters.com/world/china/republican-senator-urges-ban-chinese-chipmaker-cxmt-us-market...
2•anigbrowl•3m ago•0 comments

League of Legends Draft Recommender System (open-source itero.gg)

https://github.com/angelotc/lol-companion
1•telecomhacker•5m ago•1 comments

Zelenskyy: Significant Disruptions to Starshield's Operations

https://twitter.com/ZelenskyyUa/status/2120804738031616095
3•doener•5m ago•1 comments

Solving High Finance

https://astreus.ai
1•SM_04•7m ago•0 comments

A click-fraud bot led me to 5,552 GitHub accounts tied to public inboxes

https://shmulc.substack.com/p/click-fraud-bot-github-public-inbox-accounts
1•shmulc•7m ago•0 comments

Learning Continually from Inference Compute

https://akshat57.github.io/blog/population-serving/
1•matt_d•7m ago•0 comments

PCMag demands $12000 to link to an article

https://twitter.com/rickbrewPDN/status/2120970541331050926
4•jasonthorsness•9m ago•1 comments

Show HN: Buildout, Harmonies-based game to build AI Lab

https://buildout.eamag.me/
1•eamag•10m ago•0 comments

SCache and MOS – 32.9k O(1) KV cache (22.7 MiB) and 72B INT4/ASVD engine

https://github.com/byte-od/mixture-of-scars
1•thetod•11m ago•0 comments

My laptop's spec sheet says 12GB max RAM. It runs 20GB

https://edensheiko-blog.netlify.app/posts/soldered-ram/
2•edensheiko•11m ago•0 comments

Can AI chair a multilateral negotiation?

https://www.karlsnotes.com/can-ai-chair-a-multilateral-negotiation-i-gave-eleven-models-the-job/
1•valkrieco•11m ago•0 comments

Sources say Huang had affair with second Nvidia employee

https://www.reuters.com./technology/former-nvidia-ceo-huang-had-relationship-with-second-employee...
5•combobyte•12m ago•1 comments

Show HN: RealtimeVAD – trading false positives for 110ms earlier end-of-speech

https://github.com/KoljaB/RealtimeVAD
2•koljab•14m ago•0 comments

Comparing Jev, Gemini, and OpenAI decision models

https://blog.slopcop.com/comparing-jev-gemini-and-openai-decision-models/
1•mfiguiere•15m ago•0 comments

Fusee. Embeddable durable execution at the speed of the disk

https://www.bitsinfra.com/fusee
1•shawkisukkar•18m ago•0 comments

Handwritten 200-year-old dismissal notice found on roof tile

https://www.bbc.co.uk/news/articles/c6jdmdzv25r9o
1•nephihaha•18m ago•0 comments

Nvidia CEO Jensen Huang Resigns

https://www.phoronix.com/news/NVIDIA-Jensen-Huang-Resigns
1•EspadaV9•20m ago•1 comments

AlphaGenome 2

https://deepmind.google/blog/alphagenome-2-deciphering-how-cells-read-dna-to-better-understand-di...
2•shreyas1468•22m ago•0 comments

Prompting Structure (flavor) Apparently still matters

https://github.com/bob-codedaptive/fleet-generator
1•survivor0xb0b•26m ago•1 comments

The Earth Information Jukebox

https://www.spaceappschallenge.org/2026/challenges/the-earth-information-jukebox/
1•Eridanus2•27m ago•0 comments

Show HN: Kiln – A WebGPU alternative to transformers.js, 2.2× faster (median)

https://github.com/erdemozkan/kiln
3•serdemozkan•30m ago•0 comments

Climate Change Has Pushed World's Ice Out of Its Safe Zone

https://www.wired.com/story/climate-change-abolishes-ice/
3•littlexsparkee•31m ago•0 comments

Veriom – Explore service dependencies and architecture from code and IaC

https://veriom.io/demo
1•NuriaManuel•31m ago•1 comments

Collins' Word of the Year 2026: mogging

https://blog.collinsdictionary.com/language-lovers/collins-word-of-the-year-2026-a-year-of-being-...
1•ChrisArchitect•31m ago•0 comments

Foundation Models Framework (macOS)

https://developer.apple.com/foundation-models-framework/
15•kermatt•31m ago•1 comments

Kalshi ends Donald Trump Jr's advisory contract over Polymarket conflict

https://www.reuters.com/business/finance/kalshi-ends-donald-trump-jrs-advisory-contract-due-polym...
6•JumpCrisscross•32m ago•0 comments

If You're a G d D%&m Adult, You Should Have A F*^K*&#g Will

https://www.patrickrhone.net/if-your-a-gd-dm-adult-you-should-have-a-fkg-will/
1•speckx•34m 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