🚀 Missed Our Latest Tech Talk? No worries! If you couldn’t attend our recent presentation on Beyond the Persona: Mastering Agent Skills and Commands, we’ve got you covered. You can now access the recording and resources at your convenience.
đź’» Presentation and Resources In this session, we demonstrated how to decouple monolithic AI agents into modular domain skills (what the agent knows) and deterministic executable commands (what the agent does). We walked through an event-driven Zero-ETL lakehouse pipeline using BigQuery and Google Cloud Storage to automatically catch and resolve schema drift.
Read the full post here: Presentation & Detailed Summary The detailed post breaks down the anti-pattern of monolithic persona bloat, using Domain-Driven Design for skills, enforcing deterministic command strategies, and integrating human-in-the-loop security gates before mutating data warehouse schemas.
đź“ą YouTube Video Watch the full architectural presentation and live demonstration using Google Antigravity and the ADK CLI to detect schema drift and provision BigQuery external tables in real time. Watch it here: YouTube Live Recording
🛠️ Follow the GitHub Project Explore the complete implementation of the skill definitions, command strategies, and agent runtime configurations used during the session.
Explore the code: GitHub Repository
📖 Author’s Book Dive deeper into architectural patterns, data pipelines, and real-world MTA transit case studies: Get the book: Data Engineering Process Fundamentals on Amazon
Thank you for your continued support of GDG Broward County, FL. We look forward to seeing you at our next event!
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Title: Beyond the Persona: Mastering Agent Skills and Commands
In our recent presentation on “Beyond the Persona: Mastering Agent Skills and Commands,” we explored how to move beyond fragile, monolithic AI agents by decoupling domain judgment from deterministic execution.
Presentation, Video & Code Resources
Discover how to structure domain knowledge as modular Markdown skills, wrap database and warehouse mutations into deterministic command strategies, and guard production pipelines using human-in-the-loop pre-hooks and the Model Context Protocol (MCP).
Access the complete written deep dive, full video recording, code patterns, and open-source GitHub repository directly on the hub:
👉 Read the Full Post, Watch the Video & Access the Code on ozkary.com: https://www.ozkary.com/2026/09/beyond-the-persona-master-skills-and-commands.html
Thank you for your continued support of GDG Broward County, FL. We look forward to seeing you at our next event!
Publish Summary (For LinkedIn Pop-Up) In our recent presentation, we shared an architectural pattern for decoupling AI agents into domain skills and deterministic commands to eliminate context bloat, token burn, and hallucinations in production data engineering pipelines. Access the technical breakdown, replay, and GitHub repository on ozkary.com.
Recommended Tags #SoftwareArchitecture #AIEngineering #DataEngineering #BigQuery #CloudArchitecture #Python #AgenticAI
We demonstrated how to architect modular, enterprise-grade AI agents for data engineering by separating what an agent knows (Skills) from what it does (Commands).
Walk through our live Zero-ETL schema drift demo, inspect our BigQuery external table provisioning workflow, and explore human-in-the-loop guardrails.
👉 Watch the full recording, read the breakdown, and grab the code on ozkary.com:
https://www.ozkary.com/2026/09/beyond-the-persona-master-skills-and-commands.html
#GDG #DataEngineering #GenerativeAI #AIEngineering #Cloud
Cramming domain logic, warehouse dialects, and API credentials into a single persona prompt creates context bloat, burns tokens, and causes catastrophic hallucinations in production pipelines.
In our latest session, we break down how to apply Domain-Driven Design and the Strategy Pattern to AI agents—using declarative skills for semantic judgment and deterministic commands for safe data execution.
How is your engineering team enforcing determinism and human-in-the-loop security in autonomous agents?
👉 Read the complete guide, watch the demo, and explore the open-source repo:
https://www.ozkary.com/2026/09/beyond-the-persona-master-skills-and-commands.html
#SoftwareArchitecture #EnterpriseAI #DataEngineering #Lakehouse #SystemsDesign