How to build AI agents from scratch (9 steps): 1. Purpose & scope 2. I/O schemas 3. System instructions 4. Reasoning + tools 5. Multi-agent orchestration 6. Memory & context 7. Multimodal 8. Structured outputs 9. UI / API Ship agents that do work, not just talk.
@ingliguori
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AI Tools Comparison: Right Tool for Right Job
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Cheat sheet: ChatGPT = create/build (writing, coding, workflows)
Grok = live trends + punchy takes
Gemini = Google Workspace-native collaboration
Claude = deep reading + long-doc reasoning
Perplexity = research w/ citations Right tool for the right job.
#AI #LLM #Productivity -
20 Must-Try AI Tools for 2025: Complete Stack
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20 must-try AI tools for 2025. This stack covers everything: chat & reasoning image gen video gen voice/music AI search automation AI agents My top 3 right now: ChatGPT, Perplexity, Midjourney. What are yours? #AI #AITools #GenerativeAI #Automation
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Agentic AI and MCP Transform Enterprise Sustainability
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The Future of Enterprise Transformation Starts Now Harnessing Agentic AI and Model Context Protocol (MCP) for Sustainable Growth Businesses are entering a new era driven by autonomy, security, and intelligent adaptability. Agentic AI and MCP are redefining how
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Agentic AI Stack: From Answers to Autonomous Outcomes
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Agentic AI = a stack, not a feature. LLMs (core intelligence) Agents (planning, memory, tool use) Multi-agent systems (coordination, routing, RAG) Infrastructure (security, logging, retries, cost control) This is how AI moves from answers → autonomous outcomes.
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AI 2027: From Agent-1 to Superintelligence Misalignment
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From Agent-1 to Superintelligence: The AI 2027 Scenario The AI 2027 Report outlines one of the most thought-provoking trajectories for artificial intelligence: a rapid evolution from simple assistants (Agent-1) to autonomous, adversarially misaligned systems (Agent-4) and
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25 AI Tools: Bots, Video, Images, Slides, Productivity
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25 killer AI tools across the stack Bots: ChatGPT, Claude, Bard/Gemini, Bing AI Video: Runway, HeyGen, Veed, Pictory Images: Midjourney, DALL-E 3, Leonardo, Firefly Slides: Tome, http://
Slides.ai, Decktopus, http://
Beautiful.ai Productivity: Taskade, -
AI Tools Reach Infrastructure Scale: ChatGPT Dominates with 4.7B Monthly Visits
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AI tool usage at scale is here. ChatGPT: 4.7B monthly visits (Jan 2025)
Canva: 887M
Google Translate: 595M
DeepSeek: 268M (massive surge) http://
Character.AI: 226M
Perplexity: 133M
Gemini: 118M
Claude: 105M AI isn’t a trend anymore — it’s infrastructure. What’s your #1 -
Eight-Step AI Process: From Problem Definition to Responsible Deployment
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AI isn’t magic. It’s a process. 8 steps:
define problem
collect/prepare data
choose model
train
evaluate
fine-tune
deploy
ensure ethics & safety Real value comes from running this loop well. #AI #MachineLearning #DataScience #ResponsibleAI -
ML Workflow: Data Understanding to Deployment and Monitoring
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ML isn’t magic — it’s a workflow. 1. understand data 2. choose right algorithm 3. train 4. test 5. optimize 6. deploy + monitor + retrain The winners are the teams who run this loop consistently. #MachineLearning #AI #DataScience #MLops