CertLakeDatabricks Cert Prep

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Context Compression and Compaction7 cards

Compaction Failures2 Compaction Prompt Tuning1 Compaction Trade-offs1 Safe Removal2 Trimming vs Compaction1

Foundations of Context Engineering10 cards

Attention Budget2 Context Degradation2 Context Failure Modes3 Databricks Stack Selection1 Proactive Context Strategies1 Reasoning Modes1

Knowledge Retrieval and Genie Configuration13 cards

AI Search Configuration2 Chunking Strategies1 Context Scoping1 Genie Space Curation2 RAG Pipeline2 Retrieval Failure Diagnosis1 Retrieval Governance1 Retrieval Strategy1 UC Metadata2

Memory Architecture with Lakebase and MLflow11 cards

Delta State Objects1 Intent Resolution1 Lakebase Retrieval1 Memory Types2 MLflow Evaluation2 Over- and Under-Retrieval1 Persistent Memory2 Static vs Dynamic Retrieval1

Multi-Agent and Long-Horizon Task Design8 cards

Agent Boundaries2 Context Propagation1 Long-Horizon Strategies1 Orchestrator Saturation2 Shared Context Failures1 Subagent Dispatch1

System Prompt and Instruction Design6 cards

Few-Shot Selection1 Genie Space Instructions2 Prompt Cost and Performance1 Prompt Revision2

Tool Design, MCP, and Agent Context8 cards

Agent Skills1 Managed MCP Servers1 Progressive Disclosure2 Tool Descriptions1 Tool Output Management1 UC Tool Registry2