Institutional Memory Gap in AI Agents
Yuki Novak
AI-ready data — Page 3
Agentic Data Access
Federated Data Access for AI Workloads
Federated queries fail silently when schemas drift unless a semantic layer governs what data means.
AI Agent Read vs Write Permission Asymmetry
Yuki Novak
More From AI-ready data
Service Account Risks in Agentic Pipelines
Agents inheriting overpermissioned service accounts compound risk across multi-step workflows.
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Knowledge Graph Integration for AI Data Retrieval
Knowledge graphs make AI retrieval accurate by encoding what data means, not just how it is stored.
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Runtime Data Access vs Static Pipeline Delivery
Agents need fresh data at query time, not stale snapshots—a correctness problem, not a speed one.
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AI Data Preparation Without Migration
Organizations can govern AI data without migrating it to a central warehouse.
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Semantic Layer Implementation on Snowflake
A governed, queryable object that replaces scattered definitions with one source of truth.
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What a Semantic Layer Is in a Data Warehouse
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Open Source Data Catalog Options for AI Infrastructure
Agents need catalogs that enforce semantics and permissions at query time, not just document data.
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Data Discovery and Classification for Sensitive AI Workloads
Static field labels miss sensitivity that emerges when AI agents combine data across queries.
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How AI Agents Query Structured Data
Semantic layers, not raw schemas, let AI agents query data reliably without hallucinating.
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