The roadmap to building AI agents is becoming clearer Learn LLMs & prompting Add tools & APIs Implement memory Build workflows Orchestrate multi-agent systems Deploy, monitor, improve Great agents are not just intelligent.
They are connected, stateful,
@ingliguori
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AI Agent Development Roadmap: From LLMs to Orchestration
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Claude Features Enable AI Integration into Real Workflows
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Claude is more than a chatbot • Projects → persistent context
• Artifacts → live outputs
• MCP → external tools
• Connectors → enterprise knowledge
• Rules → operational consistency AI becomes powerful when connected to real workflows. Via Giuliano Liguori -
AI Agents for Small Business Automation with n8n
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AI agents for small business • Automate leads
• Automate email
• Automate support
• Connect workflows
• Reduce manual work AI + n8n = scalable automation without complex coding. Via Giuliano Liguori (
@ingliguori
) #AI #Automation #n8n -
AI Agents Beyond LLMs: Orchestration and Architecture
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AI agents are more than LLMs • Skills → expertise
• MCP → external connections
• Subagents → delegated tasks
• Hooks → automation
• Memory → persistent context Real AI systems are orchestration layers. Via Giuliano Liguori (
@ingliguori
) #AI #AIAgents #MCP -
τ Scaling: Beyond Transistor Shrinking for AI Systems
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The proposed “τ Scaling” approach moves beyond traditional transistor shrinking and focuses more on reducing latency and improving efficiency across chips, interconnects, and AI systems. Concepts like LogicFolding, hybrid bonding, Unified Bus, and advanced system-level
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Huawei τ Scaling: Beyond Transistor Shrinking for AI
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Interesting direction from Huawei at ISCAS 2026. The proposed “τ Scaling” approach moves beyond traditional transistor shrinking and focuses more on reducing latency and improving efficiency across chips, interconnects, and AI systems. Concepts like LogicFolding, hybrid
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Grok AI Feature Available to Premium Subscribers Only
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High-performing video = system • 3x engagement
• 20x shares
• +47% CTR
• Strong CTA = conversions Formula: attention + clarity + action Via Giuliano Liguori (
@ingliguori
) #VideoMarketing #B2B #Growth -
Grok AI feature available to Premium and Premium+ subscribers only
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AI is changing B2B marketing • Buyers start with AI
• 60% of searches = zero-click
• AI traffic growing 40%+
• Up to 50% web traffic at risk New rule: be visible in AI answers If you’re not there, you’re invisible. Via Giuliano Liguori (
@ingliguori
) #AI #Marketing -
AI Agents Are Multi-Layered Systems Powered by Orchestration
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AI Agents ≠ one LLM They’re multi-layered systems: • General LLMs → reasoning
• Domain LLMs → expertise
• RAG → real-time data
• Tools → execution Real power = orchestration From answers → to actions. Via Giuliano Liguori (
@ingliguori
) #AI #LLM #AIAgents -
OpenBI Solves Generative BI Context Gap With Governed Outputs
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Generative BI doesn’t fail because of models.
It fails because of missing context.
OpenBI solves that. → one standard
→ any platform
→ governed outputs From answers
to certified BI assets.
That’s the real shift Part 4/4 on Generative BI https://
go.kenovy.com/PRbP Meet