Ghost in the data
  • Home
  • About
  • Posts
  • Topics
  • Resources
  • Tags
  • AI
  • AI Agents
  • AI Business Applications
  • AI Communication
  • AI Concepts
  • AI Productivity
  • AI Prompting
  • AI Workflows
  • Ai-Tools
  • Airflow
  • Analytics
  • AnalyticsEngineering
  • Anonymization
  • Apache Airflow
  • Apache Iceberg
  • Athena
  • Automation
  • AVRO
  • AWS
  • BankingData
  • Bedrock Edition
  • BigData
  • Blue-Green Deployment
  • Budgeting
  • Business Case
  • Business Value
  • Business-Communication
  • Career Advice
  • Career Development
  • Career Growth
  • Chapter Lead
  • ChatGPT
  • CI/CD
  • Claude
  • Claude-Code
  • Cloud Computing
  • Cloud Gaming
  • Code Review
  • Communication
  • ConceptualDataModeling
  • Continuous Learning
  • ContinuousIntegration
  • CSV
  • Culture
  • Data Architecture
  • Data Culture
  • Data Engineering
  • Data Ethics
  • Data Governance
  • Data Impact
  • Data Ingestion
  • Data Leadership
  • Data Modeling
  • Data Modelling
  • Data Pipeline
  • Data Pipelines
  • Data Quality
  • Data Reliability
  • Data Solutions
  • Data System Resilience
  • Data Testing
  • Data Transformation
  • Data Validation
  • Data Vault
  • Data Warehouse
  • Data Warehouse Architecture
  • Database Design
  • DataDemocratization
  • DataEngineering
  • Datafold
  • DataGovernance
  • DataMinimization
  • DataModeling
  • DataPipelines
  • DataPrivacy
  • DataQuality
  • DataTools
  • DataValidation
  • DataWarehouse
  • Dbt
  • Decision Making
  • Delta-Lake
  • Development
  • Development Tools
  • DevOps
  • DimensionalModeling
  • Emergency Fund
  • Emotional Intelligence
  • EmpatheticDesign
  • Employee Engagement
  • Employee Productivity
  • Engineering Career
  • ETL
  • ETL Pipeline
  • Family Gaming
  • Feedback
  • File Formats
  • Financial Independence
  • Frameworks
  • GCP
  • GDPR
  • Git
  • GitBash
  • GitHub
  • GitHub Actions
  • Hiring Strategies
  • Incident Response
  • Industry Trends
  • Inspirational Quote
  • Intergroup Conflict
  • Interviews
  • Job Security
  • Journal
  • Journaling Techniques
  • JSON
  • Kimball
  • Lambda
  • Language Models
  • Leadership
  • LLM
  • LLM Interaction
  • MacOS
  • Management
  • Mental Health
  • Mentorship
  • Mindfulness Practices
  • Minecraft
  • Moral Development
  • Onboarding
  • One-on-One Meetings
  • OpenSource
  • ORC
  • Organizational Culture
  • Parquet
  • Performance Optimization
  • Personal Growth
  • Pipeline
  • PostegreSQL
  • Presentation-Skills
  • Problem Solving
  • Production Issues
  • Professional Development
  • Professional Growth
  • Professional-Skills
  • Promotion
  • Psychological Safety
  • Public-Speaking
  • Python
  • RAG
  • Recruitment
  • Redundancy
  • Remote Work
  • RequirementGathering
  • RetentionPolicies
  • Risk Management
  • Robbers Cave Experiment
  • ROI
  • Roleplaying
  • S3
  • Schema Evolution
  • Self-Awareness
  • Self-Reflection
  • Server Setup
  • ServiceDesign
  • ShadowIT
  • SQL
  • SQL Standards
  • Sql-Agents
  • Sql-Validation
  • SSH
  • SSH Keys
  • Staff Engineer
  • Stakeholder Engagement
  • Stakeholder Management
  • StakeholderManagement
  • Star Schema
  • Starburst
  • Strategy
  • Strengths
  • Success Habits
  • Talent Acquisition
  • Team Building
  • Team Collaboration
  • Team Enablement
  • Team-Management
  • Technical Assessment
  • Technical Leadership
  • Testing
  • Tools and Access
  • Trino
  • Trust Building
  • UserExperience
  • UV
  • UV Package Manager
  • Value Creation
  • Vector Databases
  • Virtual Environments
  • Visualization
  • Vocal-Techniques
  • Vscode
  • WAP Pattern
  • Windows
  • Workplace Communication
  • Workplace Relationships
  • Workplace Stress
  • Write-Audit-Publish
  • Zsh
Hero Image
AI Simplified: Understanding LLMs, Workflows, and Agents

AI Buzzwords Demystified If you’ve been following AI developments lately, you’ve probably encountered terms like LLMs, RAG, ReAct, and AI Agents. While these technologies are transforming how we interact with AI, the terminology can be overwhelming. In this post, I’ll break down these concepts into digestible explanations with practical examples. Let’s start with the foundation and progressively build up to more complex systems. Large Language Models (LLMs): The Foundation At the core of today’s AI revolution are Large Language Models (LLMs). Popular applications such as ChatGPT and Claude are built on top of these powerful models. They excel at generating and manipulating text based on the prompts we provide.

  • AI Concepts
  • ChatGPT
  • Claude
  • LLM Interaction
  • AI Workflows
  • Language Models
  • RAG
  • AI Agents
Saturday, May 24, 2025 Read