Fundamentals of AI Agents | Rakesh Gohel
Want to build AI Agents that scale??
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If you're serious about AI Agents, understanding these fundamentals isn't optional; it's essential.
📌 Let me break down the 7 key concepts:
1\. Agents Under the Hood
AI Agents are not about just models and frameworks. They are more about:
- Agent Auth: Secure identity and access control
- Memory: Short-term and long-term context retention
- Tools: External APIs and function calling capabilities
- Frameworks: ReACT, Reflexion, LangGraph orchestration
- Model Routers: Dynamic model selection based on task
- Models: Foundation LLMs powering agent reasoning
- Infrastructure: Scalable deployment and execution environment
2\. SPAR Framework (Understanding an AI Agent)
- Sense: Understanding and processing inputs
- Plan: Strategic thinking and building execution plans
- Act: Generating responses and taking actions
- Reflect: Self-correction and learning from errors
Learn more here: https://www.linkedin.com/posts/rakeshgohel01_ai-agents-fail-when-you-skip-the-steps-that-activity-7379493573202804736-TIl5?utm_source=share&utm_medium=member_desktop&rcm=ACoAADbIlqoBXsMJDd5Rmp0n6hdlqpbGlM-mkP4
3\ 3M's of Governance
- Map: Document agent capabilities and workflows
- Measure: Track performance, accuracy, and compliance
- Manage: Continuous monitoring and optimization
4\ 5P's of Guardrails
- Protocols: Standardized operating procedures
- Pre-Check: Input validation before processing
- Permissions: Access control and authorization
- Post-Check: Output validation and safety checks
- Protection: Security layers and risk mitigation
Learn more here: https://www.linkedin.com/posts/rakeshgohel01_your-ai-agents-are-only-as-strong-as-the-activity-7391475341669666816-AVbT?utm_source=share&utm_medium=member_desktop&rcm=ACoAADbIlqoBXsMJDd5Rmp0n6hdlq
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