MCP vs RAG vs AI Agents MCP → connects tools
RAG → connects knowledge
Agents → execute tasks Not competitors.
A stack. The advantage?
How you combine them. Where are you investing first? #AI #Agents #RAG #Tech
AUTOMATION
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Integrating MCP, RAG, and AI Agents into an AI Stack
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AI captures knowledge as operator tenure declines
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When average operator tenure falls below 2 years, the knowledge that once lived in workers' notebooks has to live somewhere else. Capturing it in AI-driven software and using it to continuously guide the process is one answer manufacturers are already acting on. #twinthread_ai pic.twitter.com/rHC7l3nwe5
— Lucian Fogoros (@fogoros) 10 mai 2026When average operator tenure falls below 2 years, the knowledge that once lived in workers' notebooks has to live somewhere else. Capturing it in AI-driven software and using it to continuously guide the process is one answer manufacturers are already acting on. #twinthread_ai
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Distinguishing Orchestrator and Harness in AI Task Completion
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unclear the diff between orchestrator and harness since they both have TASK_DONE
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Educational Guide to Designing and Implementing AI Agents
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AI Agents in Action: http://
amzn.to/44kbHsL v/ @ManningBooks Gain hands-on experience in these areas: Understand & implement AI agent behavior patterns Design & deploy production-ready intelligent agents Leverage the OpenAI Assistants API and complementary tools -
Implementing Pause-and-Reflect Strategy in AI Agent Prompts
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6. Add pause-and-reflect to agentic prompts. After each tool call, instruct: "reflect in tags. did this result answer what I needed? what's the next step?" This stops "optimistic chaining" where the model proceeds on results it never verified. (This is how the
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Scaling Senior Engineer Productivity with Claude Code and Multi-Agent Workflows
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Así escala de verdad un Senior Engineer con Claude Code.
— Nico (@nicos_ai) 9 mai 2026
La diferencia está en mover tu tiempo hacia lo que más importa:
→ mejores prompts, más planificación, más review, menos tecleo.
El workflow:
usa un plugin que divide cada tarea entre 5 agentes:
– uno hace brainstorming
-… pic.twitter.com/PkMxnKfmEJHere's how a Senior Engineer truly scales with Claude Code. The difference lies in shifting your time toward what matters most:
→ better prompts, more planning, more review, less typing. The workflow:
use a plugin that divides each task among 5 agents:
– one does brainstorming -
Codex Automates Expense Reimbursements
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Codex quite literally filed my reimbursements, downloaded invoices since the start of the month, updated the expenses spreadsheet and filled the actual form all by itself Used Drive & Sheets plugin for state tracking
Gmail plugin for tracking invoices
Chrome extension for actual -
Early Look at Imagine Agent Mode for Image and Video Generation on Grok App
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Early look at Imagine Agent Mode on Grok app for iOS!
— 🚨 AI News | TestingCatalog (@testingcatalog) 9 mai 2026
Users will be able to use Imagine Agent via a mobile optimised native UI to generate images and videos that require more complex workflows.
SpaceXAI is getting quite ahead of everyone else on this front!
We just need… pic.twitter.com/5QxeCclHEoEarly look at Imagine Agent Mode on Grok app for iOS! Users will be able to use Imagine Agent via a mobile optimised native UI to generate images and videos that require more complex workflows. SpaceXAI is getting quite ahead of everyone else on this front! We just need
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AI Capable of Independent Organizational Work is Coming Soon
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> Level 5 > Organizations
> AI that is capable of doing all of the work of an organization independently Soon -

Managing AI Agents as Iterative Systems and Team Dynamics
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viv always says it better than me lots of talk recently of thinking of agents as systems to measure and iteratively improve but – thats not JUST a technical thing. its also a human & team thing