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The landscape ofAI development is shifting from stateless request-response cycles to stateful, multi-turn agenticworkflows. With the beta launch of the InteractionsAPI,Google is providing a unified interface designed specifically for this new era—offering a singlegateway to bothraw models and the fully managed Gemini Deep Research Agent. For developers already working with the Agent Developm
Need a little more pop to yourSlackemoji? Want to really stand out when youreact with your favorite image? Turns out you can add HDRemoji toSlack, and they will be rendered ineye-searing brightness, at least on hardware that supportsit. Works great inChrome andSlack, and not at all onAndroid devices. Examples:#Note: These examples will work best when posted toSlack. Support in browsers
DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science andtechnology such asAI,VR,cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. Ifit doesn't have a home elsewhere,it belongs here
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We gave Claude the ability to fine-tune language models using a new tool called Hugging Face Skills. Notjust write training scripts, but to actually submit jobs to cloudGPUs, monitor progress, and push finished models to the Hugging Face Hub. This tutorial shows you howit works and how to useit yourself. Claude Code can use "skills"—packaged instructions, scripts, anddomain knowledge—to accom
But why did this shift happen now, when Deep(Re)Search remained relatively undervalued throughout 2024? In fact, StanfordNLP Labs released the STORM project for longreport generation with web grounding back inearly 2024. So isitjust because "DeepSearch" sounds way cooler than multi-hop QA, RAG, or STORM? Let's be honest - sometimes a rebrand is allit takes for the industry to suddenlyembrac
Skills are custom instructions that extend Claude's capabilities for specific tasks ordomains. When youcreate a skill via a SKILL.md file, you're teaching Claude how to handle specific scenarios more effectively. The power of skills lies in their ability to encode institutional knowledge, standardize outputs, and handle complex multi-stepworkflows that would otherwise require repeated explanati
Simplified developer access to AWS with ‘aws login’ | Amazon Web ServicesAWSSecurityBlogSimplified developer access toAWS with ‘awslogin’ Gettingcredentials for local development withAWS is nowsimpler and more secure. A newAWS CommandLine Interface (AWS CLI) command,awslogin, lets you startbuilding immediately after signing up forAWS withoutcreating and managing long-term access keys. You use the same sign-in method you already use for theAWS Management
Gemini 3 Pro is now available in Gemini CLI We've integrated Gemini 3 Pro, our most intelligent model, directly into Gemini CLI to unlock a new level of performance and productivity in theterminal. This powerful combination delivers state-of-the-art reasoning for executing better commands, enhances support for complex engineering work through agentic coding, and enables smarter, more tailored wor
Oct 7, 2025Using PLANS.md for multi-hour problem solving Codex and the gpt-5-codex model can be used to implement complex tasks that take significant time to research, design, and implement. The approach described here is one way to prompt the model to implement these tasks and to steerit towards successful completion of a project. These plans are thorough design documents, and "living documents"
You Should Write An Agent Author Name ThomasPtacek @tqbf @tqbf Image by Annie Ruygt Some concepts are easy to grasp in the abstract. Boiling water: apply heat and wait. Others you really need to try. You only think you understand how abicycle works, until you learn to ride one. There are big ideas in computing that are easy to get your head around. TheAWS S3API.It’s the most important storage
RunningAI-generated code directly on yourmachine can be risky. What if the code modifies system files?What ifit installs unwanted dependencies?What if somethinggoes wrong?That’s whereDocker Sandbox comes in.It lets you execute Claude Code in completely isolated environments, with total control over execution and zero risk to your local system. What You’ll GetComplete Control: Fully local exe
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