AI Agents = LLMs + orchestration Here are the main types of LLMs powering them General-purpose (GPT, Claude) Domain-specific (Legal, Finance, etc.) RAG-based (real-time knowledge) Tool-augmented (API actions) Open-source (LLaMA, Mistral) The game is no
@ingliguori
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8 LLM Types Powering AI Agents and Agentic Systems
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8 types of LLMs used in AI agents GPT • MoE • LRM • VLM • SLM • LAM • HRM • LCM Different models for reasoning, perception, planning, and action — not just chat. Agentic AI = model orchestration. #AI #LLMs #AgenticAI #GenAI #MachineLearning
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9-Step Framework: Building Functional AI Agents From Scratch
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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.
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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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Generative AI Tech Stack: Six Layers Powering Autonomous Agents
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The Generative AI ecosystem is evolving into a full tech stack — powering autonomous AI agents.
From infrastructure and LLMs to RAG pipelines, agent behaviors and orchestration layers, this framework shows the 6 layers driving next-gen AI systems. Credit: @goyalshalini #AI -
AI Revolutionizes Transportation: Strategy for CEOs
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Artificial Intelligence is reshaping the future of transportation — from predictive maintenance and smart mobility, to logistics, infrastructure, and customer experience. In my latest article, I explore how AI is becoming a strategic lever for CEOs and entrepreneurs, helping
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AI Dashboards Transform Finance from Maintenance to Decision Making
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AI dashboards > spreadsheets Describe the question
AI builds the dashboard
You tweak logic & visuals
Insights arrive in the meeting Finance shifts from maintenance → decisions. #AI #FPandA #Dashboards #GenAI #Analytics -
System Design Matters More Than AI Tools Themselves
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AI tools aren’t the edge.
System design is. Chatbots = interface
Automation = leverage
Knowledge = memory
Data + workflows = ROI Tools are replaceable.
Capabilities aren’t. -
True Sovereign AI Requires Control Over Data Infrastructure and Compute
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True Sovereign AI ≠ “we host it locally”. It’s control over: • Data
• Model architecture
• Compute
• Inference
• Data centers
• Value creation Miss one layer → no real sovereignty. #SovereignAI #AIInfrastructure #Geopolitics #AIStrategy -
Systems Beat Prompts: Build Workflows Not Collections
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Prompts don’t save hours.
Systems do. Most “power prompts” =
summarize, transform, decide, explain, recall Stop collecting prompts.
Start building workflows.