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arXiv cs.CL (NLP)Research

GameCraft-Bench: Can Agents Build Playable Games End-to-End in a Real Game Engine?

arXiv:2606.17861v1 Announce Type: new Abstract: Game generation is an emerging application of coding agents, requiring models to transform natural-language specifications into playable interactive systems. Unlike traditional coding tasks, game generation takes place within a game engine, where scripts, scenes, assets, rendering, and runtime interactions must jointly produce coherent gameplay. We formalize end-to-end game generation as the problem of producing a complete game artifact that realiz

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arXiv cs.CL (NLP)Research

Dynamic Rollout Editing for Reducing Overthinking in RL-Trained Reasoning Models

arXiv:2606.17890v1 Announce Type: new Abstract: Long-form chain-of-thought reasoning can improve LLM performance on complex tasks, but models often continue generating unnecessary reasoning after a correct answer has emerged. We refer to this behavior as overthinking. We study this phenomenon from the perspective of GRPO-style reinforcement learning (RL) post-training, framing it as a training-time credit-assignment problem rather than merely a decoding-time stopping problem. In rollouts sampled

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Dev.to

LLMs Are Lowering Coding Cost β€” But They May Be Increasing Debugging Complexity

<p>Over the last few months, I have gradually built a fairly stable AI-assisted development workflow for my side projects.</p> <p>The workflow looks roughly like this.</p> <p>Architecture and design are handled by Claude Sonnet / Opus. I maintain a set of engineering skills and design templates for feature planning. Once the design document is finalized, DeepSeek V4 is responsible for implementation. After coding is complete, I run an independent review workflow inside OpenCode to perform securi

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Dev.to

I built a movie ranking app using ELO algorithm β€” here's what I learned about SwiftUI

<h2> The Star Rating Problem </h2> <p>Every movie lover has faced it: you open a ranking app, see a movie you love, and try to give it a rating. 4 stars? 4.5? You end up paralyzed by a deceptively hard question β€” not "how good is this movie?" but "how good is this movie <em>compared to everything else I've seen</em>?"</p> <p>That's the core problem I set out to solve when I built <strong>Montir</strong>, a movie ranking iOS app. Star ratings feel precise but they're actually pretty arbitrary. Yo

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Dev.to

Fine-Tuning AI Models for Specialized Tasks

<blockquote> <p><strong>πŸš€ Technical Briefing:</strong> This tutorial is part of our deep-dive series on Agentic Workflows at <a href="https://gateofai.com" rel="noopener noreferrer">Gate of AI</a>. For the full technical breakdown, interactive code sandbox, and the native Arabic translation, visit the <a href="https://gateofai.com/tutorial/fine-tuning-ai-specialized-tasks/" rel="noopener noreferrer">original article here</a>.</p> </blockquote> <div class="highlight js-code-highlight"> <pre clas

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Product Hunt β€” The best new products, every day

Locofy: design-to-code agents

<p> Agentic frontend layer between Figma and Cursor & Claude </p> <p> <a href="https://www.producthunt.com/products/locofy-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173865?app_id=339">Link</a> </p>

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Product Hunt β€” The best new products, every day

Japanly AEO

<p> See if Japanese AI search recommends your brand </p> <p> <a href="https://www.producthunt.com/products/japanly-aeo?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173861?app_id=339">Link</a> </p>

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Product Hunt β€” The best new products, every day

Ploy.ai

<p> Ploy turns your website into your company's growth engine. </p> <p> <a href="https://www.producthunt.com/products/ploy-ai?utm_campaign=producthunt-atom-posts-feed&utm_medium=rss-feed&utm_source=producthunt-atom-posts-feed">Discussion</a> | <a href="https://www.producthunt.com/r/p/1173860?app_id=339">Link</a> </p>

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Hacker News AILLMs

The AI Boom's Hunt for Cash Hits a New Corner of the Bond Market

Article URL: https://www.wsj.com/finance/investing/the-ai-booms-hunt-for-cash-hits-a-new-corner-of-the-bond-market-0ea6f36b Comments URL: https://news.ycombinator.com/item?id=48565063 Points: 3 # Comments: 0

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Hacker News: Show HN

Show HN: Building a Stateful AI Agent

As I started my building journey few months ago, AI agents/coding tools not being stateful has been a big pain for me. So I just shipped an Opencode fork (my current daily driver for building) with built-in autonomous memory management, the memory core can also be plugged into Hermes (included) and other desktop/coding agents with few prompts. It's WIP, but please try it and give me your feedback. Goal is to build a voice and mobile first client with server running in a sandbox or VM and works w

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Hacker News Ask

Ask HN: How likely is it that SpaceX buys OpenAI?

Given their inflated value, they could easily float this idea and the stock is gonna go bonkers!! It might turn out a good exit for OpenAI too. Comments URL: https://news.ycombinator.com/item?id=48564757 Points: 3 # Comments: 2

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Hacker News AILLMs

America's AI Kill Switch Has No Rules – Lawfare

Article URL: https://smallwarsjournal.com/2026/06/16/americas-ai-kill-switch-has-no-rules-lawfare/ Comments URL: https://news.ycombinator.com/item?id=48564567 Points: 4 # Comments: 0

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Hacker News AILLMs

The Accelerant Effects of AI

Article URL: https://www.garysieling.com/blog/the-accelerant-effects-of-ai/ Comments URL: https://news.ycombinator.com/item?id=48564543 Points: 2 # Comments: 0

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Hacker News: Show HN

Show HN: Startup research website, crunchabse and Product Hunt and grokipedia

Crunchbase is $49/month, which isn't great if you wanna learn and your not an angel or a VC. At the same time I stumbled on grokipedia, and though it was a stupid website. But then I realized that by using AI agents to research similar to grokipedia, and assembling the info into detailed crunchbase style profiles, I can create a free alt to crunchbase. So I made an admin dashboard that lets me use custom ai agents to research startups and push to the site. I put up measures to stop hallucination

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Hacker News AILLMs

Could AI Supercharge the Government Surveillance Stack?

Article URL: https://cacm.acm.org/news/could-ai-supercharge-the-government-surveillance-stack/ Comments URL: https://news.ycombinator.com/item?id=48564366 Points: 4 # Comments: 0

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Hacker News AILLMs

Humans Still Beat AI in the Long Horizon

Article URL: https://joyemang33.github.io/blog/2026/humans-dont-just-sample/ Comments URL: https://news.ycombinator.com/item?id=48564319 Points: 3 # Comments: 0

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VentureBeat

Why Weibo’s tiny VibeThinker-3B has the AI world arguing over benchmarks again

On Sunday, a team of nine researchers at Sina Weibo β€” the Chinese social media giant better known for its microblogging platform than for cutting-edge artificial intelligence β€” quietly posted a 14-page technical report to arXiv that sent shockwaves through the AI research community. Their claim: a language model with just 3 billion parameters can match or exceed the reasoning performance of flagship systems from Google DeepMind , OpenAI , Anthropic , and DeepSeek that are hundreds of times large

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Why Weibo’s tiny VibeThinker-3B has the AI world arguing over benchmarks again
Hacker News AILLMs

How to Deploy Hermes AI Agent with Docker and HTTPS

Article URL: https://devopness.com/blog/deploy-hermes-ai-agent-devopness/ Comments URL: https://news.ycombinator.com/item?id=48564127 Points: 1 # Comments: 0

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MarkTechPostResearch

How to Build Memory-Efficient Transformers with xFormers Using Packed Sequences, GQA, ALiBi, SwiGLU, and Causal Attention

We implement xFormers, a practical toolkit for fast, memory-efficient Transformer models on GPUs. We validate memory-efficient attention against a standard implementation, then compare speed and memory across sequence lengths. We work through causal masking, packed variable-length sequences, grouped-query attention, and custom ALiBi biases. Finally, we combine these into a trainable GPT-style model with SwiGLU layers and automatic mixed-precision training. The post How to Build Memory-Efficient

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OpenAI BlogLLMs

Introducing LifeSciBench

Introducing LifeSciBench, an expert-authored, expert-reviewed benchmark for evaluating how AI systems handle real-world life science research tasks and decisions.

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Artificial Intelligence News β€” Newsletter on Deep Learning & AI

AI Weekly Issue #504: America blocked its best AI. China just raised $7.4 billion.

Four days after Washington cut foreign access to Anthropic's top models, the fallout is clear β€” and it's flowing to everyone but Anthropic. Cohere says it's drowning in government inbounds, DeepSeek just closed a record $7.4B round, and China's labs are slashing token prices up to 99%. The export control meant to protect America's AI lead is fast-tracking the alternatives. Also this week: 144 poisoned npm packages turn the AI supply chain into an open credential heist.

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Vercel Blog

CLI deployment limits removed

We've removed CLI-specific deployment limits, making it easier to deploy from local machine and external CI/CD pipelines with instant feedback. Teams and AI agents can now deploy at the pace their workflows demand. Learn more about limits in the Documentation . Read more

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Vercel Blog

Introducing eve, an open-source agent framework

eve is now available in public preview. eve is an open-source framework for building, running, and scaling agents. An agent is just a directory of files, and production comes built in: Durable execution Sandboxed compute Human-in-the-loop approvals Subagents Evals The smallest agent that runs is just two files, a model and a set of instructions. Add a tool, skill, channel, or schedule by adding a file. eve picks them up at build time and wires them in for you, so there's no boilerplate to regist

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Hacker News: Show HN

Show HN: Kevin – Claude talk less. Save Money

"Why waste time say a lot word when few word do trick" Introducing Kevin, a claude plugin that talks like Kevin Malone from The Office but here is the fun part it actually saves you money. On some basic benchmarks it saved me 90% cost and it writes 93% less lines of code so you get more from your Claude Code limits. It is easy to use: /plugin marketplace add hvardhan878/kevin /plugin install kevin@kevin The product is fully open source. Looking forward to hearing your thoughts! Comments URL: htt

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Dev.to

Cloud Architect's 2026 Guide to Cheaper, Faster LLM Inference

<p>Cloud Architect's 2026 Guide to Cheaper, Faster LLM Inference</p> <p>Three months ago I opened our quarterly cloud spend dashboard and almost choked on my coffee. Our LLM inference line item had ballooned to 14% of the entire infrastructure budget. We were running what I thought was a "moderately busy" multi-region chatbot across US-East, EU-West, and APAC, and the bills told a different story than the dev team Slack channel did.</p> <p>So I did what any cloud architect worth their salt does

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AWS Blog

Amazon S3 annotations: attach rich, queryable context directly to your objects

Amazon S3 now lets you attach up to 1 GB of rich, mutable, and queryable context directly to your objects using annotations, purpose-built for AI agents and autonomous workflows that need to discover, understand, and act on data at scale without maintaining separate metadata systems.

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Dev.to

Foundation vs. Instruct vs. Chat Models: One Question, Three Answers

<p><em>A hands-on tutorial you can run for free in Google Colab.</em></p> <blockquote> <p><strong>Run it yourself:</strong> open <a href="https://github.com/vishalmysore/AI/blob/main/foundation_instruct_chat_tutorial.ipynb" rel="noopener noreferrer"><code>foundation_instruct_chat_tutorial.ipynb</code></a> in Google Colab and run every cell top to bottom. It uses the <strong>SmolLM2-135M</strong> family β€” small enough for a free CPU runtime, no GPU needed.</p> </blockquote> <h2> Why this confuses

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