Quick Ref Guide on AI

Component LayerHuman Readable RoleTechnical TermDefinition
1. The BrainThe EngineFoundation Model (LLM)The core model (like Claude or Titan) pre-trained on public data that handles logic and language.
The EducationFine-TuningTraining the model’s neural brain on specific data to permanently change its style or knowledge.
The PersonalitySystem PromptThe initial “God Mode” instructions that strictly define the Agent’s rules and boundaries.
2. The MemoryThe Open BookRAG (Retrieval-Augmented Generation)The process of reading fresh, private files (like PDFs) in real-time to answer questions.
The IndexVector DatabaseA specialized database that stores content by “meaning” (vectors) rather than keywords for fast search.
Short-Term MemoryContext WindowThe temporary slot where the Agent holds the conversation history and RAG documents while thinking.
3. The AgencyThe Traffic CopThe Agent (Orchestrator)The logic that decides whether to answer directly, search a database, or execute a tool.
The HandsTools / Function CallingCode blocks (APIs, Lambda) that allow the AI to perform actions like “Get Balance” or “Send Email.”
4. The SafetyThe FilterGuardrailsAn independent security layer that blocks malicious inputs and hides sensitive data, regardless of the AI.