The ever-so careful Anthropic ! Meticulously daling with the fundamentals the complete exact opposite of OpenAI (Oh wait they are ex-OpenAI emplyess by the way .. right ?) Anthropic’s new Research feature adopts a multi-agent architecture where a lead Claude model orchestrates specialized subagents that search the web and other tools in parallel, enabling dynamic, breadth-first investigations that outperform single-agent approaches. Achieving dependable performance required careful prompt engineering—teaching agents how to delegate, scale effort, choose tools, and think aloud—as well as bespoke evaluation methods that combine LLM-as-judge metrics with human review. While the system delivers significant accuracy and speed gains, it also introduces engineering and economic challenges such as heavy token consumption, stateful error handling, and complex deployment, all of which demand rigorous observability, iterative testing, and robust production safeguards. #claude #anthropic #research #multiagent #airesearch #webresearch #perplexity #searchgpt #tavily #aiagents #promptengineering #llmasajudge #aiorchestration #parallelprocessing #breadthfirst #tokenoptimization #aiobservability #productionai #aitools #aievaluation https://www.anthropic.com/engineering/built-multi-agent-research-system

And of course someone just had .. just had to try it out ! This guy literally recreated the entire system usng N8N ! Check this out ! The article explains how the author recreated Anthropic’s recently published multi-agent research system entirely with the low-code automation platform n8n, eliminating the need for traditional software engineering. Central to the solution is a clearly separated set of AI agents—Customer Support, Lead (Orchestrator), multiple parallel Search Subagents, and a Copywriter—that collaborate through n8n workflows, external APIs, and structured JSON outputs to turn a vague user request into a polished, PDF research report in about seven minutes. By sharing the architecture, tools (e.g., Brave Search, ScrapingAnt, OpenRouter, Markdown Master), and a ready-to-use template, the author encourages product managers to develop AI intuition, automate knowledge-heavy tasks, and build impressive portfolio projects. #n8n #anthropic #multiagent #lowcode #automation #zapier #makecom #aiagents #orchestrator #bravesearch #scrapingant #openrouter #markdownmaster #workflowautomation #nocode #aiworkflow #productmanager #airesearch #pdfgeneration #jsonoutput #aiportfolio #knowledgeautomation #aicollaboration #workflowbuilder #aiintegration https://www.productcompass.pm/p/multi-agent-research-system

Noone left behind ... or perhaps willing to stay behind should the new mantra ! No the one to be outdone Docker is going full-in on MCP servers with an entire catalogue. The Docker MCP Catalog is a trusted, Docker-Hub–integrated registry that hosts over 100 verified, versioned MCP servers packaged as Docker images, enabling instant, isolated, and consistent tool deployment. By containerizing each MCP server, it eliminates environment conflicts, streamlines setup, and ensures predictable cross-platform behavior. The catalog, accessible via Docker Hub, Docker Desktop, and GitHub, also offers straightforward contribution and fast publication workflows for partners such as New Relic, Stripe, and Grafana. #docker #mcp #mcpservers #dockerhub #dockerdesktop #containerization #claude #anthropic #aitools #devtools #microservices #serverless #kubernetes #crossplatform #aiintegration #tooldeployment #newrelic #stripe #grafana #registry https://www.youtube.com/watch?v=98M_6njOnus&ab_channel=Docker

For all the techies ... ever consider how to build your own MCP Server??? Here is a tutorial probably worth it. To build an MCP (Model Context Protocol) server, you'll need to set up a development environment, define tools and resources, and implement the server logic to handle requests from clients. The MCP standard enables AI models to interact with external tools and services, making it easier for agents to access and utilize various functionalities. https://youtu.be/egVm_z1nnnQ?si=34eVdx8fSL6eaaq_ https://dev.to/debs_obrien/building-your-first-mcp-server-a-beginners-tutorial-5fag

Lovable + Mobile App = Natively.doc l believe Rork does the same as well just never worked that well for me. Now we indtroduce Natively another Mobile App buidling Agent platform. Natively.dev focuses on building native mobile applications for both iOS and Android platforms. They utilize the specific programming languages and tools of each platform, such as Swift or Objective-C for iOS and Kotlin or Java for Android, to create apps optimized for performance and user experience on their respective operating systems. #natively #rork #lovable #mobileapp #ios #android #swift #kotlin #java #objectivec #nativeapps #mobiledev #appdevelopment #crossplatform #reactnative #flutter #xamarin #ionic #appbuilder #mobilefirst https://natively.dev/

Flowith, Flowhat ... why not Flowise ??? Flowise provides a visual, modular platform for constructing AI agents. It supports building a variety of agentic systems, from simple workflows to autonomous agents. To get started, you need to install Node.js and Flowise, then start the application. An AI agent built with Flowise can interactively answer questions about specific topics, simplifying the development process for tasks like using Qubinets. #flowise #flowit #langflow #n8n #zapier #aiagents #nodeflow #visualprogramming #nocode #lowcode #workflows #automation #qubinets #nodejs #agentic #autonomous #modular #aiworkflows #chatbots https://flowiseai.com/

"You got Rizz ... l got Rizz" soon will be "You got Prompts ... l got Prompts" ... let me show you ! Prompts.chat is a curated collection of effective prompts for ChatGPT and other AI assistants, curated by Fatih Kadir Akın. While designed for ChatGPT, these prompts can be adapted for Claude, Gemini, Llama, and other language models to help you get more out of AI interactions. #promptschat #chatgpt #claude #gemini #llama #aiprompts #promptengineering #aiassistants #promptcollection #languagemodels #aiinteractions #promptlibrary #aitools #conversationalai #promptoptimization https://prompts.chat/

Vibe Coders Alert ! PRD ... know what that stands for ? Huh ??? A Product Requirements Document (PRD) outlines a product's purpose, features, and functionality, serving as a blueprint for development. It ensures a shared understanding among stakeholders, guiding development and minimizing misaligned expectations. In the "Vibe Coding" era, a Prompt Requirements Document (PRD) focuses on structured prompts for both AI and humans, enabling effective collaboration in AI-driven development. #prd #productrequirements #promptrequirements #vibecoding #aicoding #stakeholders #productdevelopment #aicollaboration #productmanagement #aidriven #developmentblueprint #productdesign #aitools #techspecs #productplanning https://www.youtube.com/watch?v=riO3e-FBieA https://medium.com/@takafumi.endo/prompt-requirements-document-prd-a-new-concept-for-the-vibe-coding-era-0fb7bf339400

Sooooo did you know .... Saying "Please" and "Thank You" to ChatGPT Is Wasting Millions of Dollars in Computing Power ! So much for being Polite 😆 https://futurism.com/altman-please-thanks-chatgpt

Who's the Boss ! Say it with me now ... well if you call yourself the "director" in AI Automations you bound to get some attention. Browserbase just released Director AI. Director is a tool that helps you build web automation scripts using natural language prompts. Think of Operator but free and you also get the code behind it. Here's how: Director is the application to turn ideas into workflows. #browserbase #director #directorai #operator #webautomation #aiautomation #workflowautomation #nocode #lowcode #selenium #playwright #puppeteer #naturalLanguage #webscripting #aitool #automation #webscraping #testautomation #aiworkflow #codegen https://www.director.ai/