Delta Lake to OneLake and Fabric
The above conceptual diagram illustrates a modern, unified data platform that streamlines ingestion, processing, and consumption across two primary enterprise …
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CDM, Ontology, Graph
Untangling Data Architecture: CDM vs. Ontology vs. Knowledge Graph In modern data discussions, terms like Canonical Data Model (CDM), Ontology, and Knowledge G…
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Building a Test Harness to test AI Produced Code
Why Coding Agents Can’t Validate Their Own Output (And How to Fix the 80/20 Inversion) A passing unit test does not prove a feature works. It only proves a fun…
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Data Patterns in Cloud
Reference: Adapted and expanded from The 12 Data Architecture Patterns Every Data Engineer Should Master. The Data Lake vs Warehouse debate is effectively over…
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AI Costs and Governance
Based on McKinsey July 2026 study. Despite dramatic drops in raw inference costs—with GPT-3.5-level token prices plummeting from $20 per million to under $0.07…
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AI – Governed Lakehouse, Data Quality is the key.
Enterprise AI projects rarely stall because of weak foundational models. The true bottleneck is almost always a fragmented, inconsistent, and ungoverned data l…
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Structural Scaffolding for AI: Why the Agent Harness Defines Production Success
In the early waves of generative AI adoption, organizations assumed that deploying increasingly advanced frontier models would automatically solve execution er…
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Machine Learning APIs with the Model Context Protocol (MCP)
In enterprise AI, a major engineering challenge is bridging the gap between existing backend systems and the fast-growing ecosystem of autonomous AI agents. A …
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Mastering Enterprise Agent Success with Microsoft IQ
A striking prediction by industry analysts at Gartner reveals that more than 40 percent of agentic AI projects will be canceled by the end of 2027. When these …
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Azure AI Foundry / Anthropic Claude Multi-Agent Pattern
Bringing Anthropic’s Claude into Azure AI Foundry is a massive shift for enterprise AI. Previously, if a bank wanted to use OpenAI’s GPT models, they used Azur…
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From Retrieval to Reasoning: Demystifying Microsoft Foundry IQ
Building production-grade Generative AI for the enterprise requires moving far beyond simple vector search or basic RAG pipelines. When launching true enterpri…
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