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Mayank Mudgal

Technology entrepreneur, AI and data engineering enthusiast, exploring semantic systems, AI agents, and enterprise architecture. Sharing insights on building reliable, AI-native software.

Location Pune, Maharashtra, India Joined Joined on  Personal website https://colrows.com/

Education

Institute of Management and Entrepreneurship Development, Pune

Pronouns

He/Him

Work

Director of Solutions Engineering @ Colrows

From Ambient Memory to Deterministic Autonomy: AI-Native Infrastructure
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From Ambient Memory to Deterministic Autonomy: AI-Native Infrastructure

#ai #sql #llm #database
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2 min read

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Semantic Layer vs Text-to-SQL: When Each Wins, and Why Mature Teams Use Both
mudgal_mayank profile

Semantic Layer vs Text-to-SQL: When Each Wins, and Why Mature Teams Use Both

#ai #sql #llm #database
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2 min read
Cube Pricing 2026: The Cloud Tiers, the Compute Units, and the Real Cost Drivers
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Cube Pricing 2026: The Cloud Tiers, the Compute Units, and the Real Cost Drivers

#dataengineering #database #ai #datascience
1
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2 min read
ThoughtSpot Pricing Explained: List Price, Real Contracts, and the Cost of Modeling
mudgal_mayank profile

ThoughtSpot Pricing Explained: List Price, Real Contracts, and the Cost of Modeling

#dataengineering #database #ai #datascience
1
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2 min read
Qlik Sense Alternatives: Why Dashboard-First BI Is Dead for Agentic Enterprises
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Qlik Sense Alternatives: Why Dashboard-First BI Is Dead for Agentic Enterprises

#dataengineering #database #ai #datascience
2
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2 min read
Snowflake Semantic Views Explained: What They Are, and What Sits Beyond
mudgal_mayank profile

Snowflake Semantic Views Explained: What They Are, and What Sits Beyond

#dataengineering #database #ai #cloud
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2 min read
ThoughtSpot Alternatives: Why AI Agents Need a Semantic Compiler
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ThoughtSpot Alternatives: Why AI Agents Need a Semantic Compiler

#dataengineering #database #ai #datascience
1
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2 min read
The ROI of a Company Brain: What the Evidence Actually Shows Executives
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The ROI of a Company Brain: What the Evidence Actually Shows Executives

#ai #rag #architecture #dataengineering
1
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2 min read
Wren AI Alternatives: When Open-Source GenBI Needs Production Governance
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Wren AI Alternatives: When Open-Source GenBI Needs Production Governance

#dataengineering #database #ai #datascience
2
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2 min read
Cortex Analyst Alternatives: Why Your Company Needs More Than Snowflake's Agentic Analyst
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Cortex Analyst Alternatives: Why Your Company Needs More Than Snowflake's Agentic Analyst

#dataengineering #database #ai #datascience
2
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2 min read
Company Brain Security: Deterministic Governance for Enterprise AI
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Company Brain Security: Deterministic Governance for Enterprise AI

#ai #rag #architecture #dataengineering
1
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2 min read
Cube Alternatives: When a Headless Semantic Layer Stops Fitting Your AI Agents
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Cube Alternatives: When a Headless Semantic Layer Stops Fitting Your AI Agents

#dataengineering #database #ai #datascience
1
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2 min read
Snowflake Cortex Analyst vs Databricks Genie: Where Warehouse-Native AI Stops
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Snowflake Cortex Analyst vs Databricks Genie: Where Warehouse-Native AI Stops

#dataengineering #database #ai #datascience
2
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2 min read
Deterministic vs. Probabilistic Text-to-SQL: Why Accuracy Matters
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Deterministic vs. Probabilistic Text-to-SQL: Why Accuracy Matters

#ai #sql #llm #database
2
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2 min read
From Copilots to Autonomous Companies: Building AI-Native Operations
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From Copilots to Autonomous Companies: Building AI-Native Operations

#ai #dataengineering #architecture #datascience
1
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2 min read
The Best Semantic Layer for AI Agents in 2026: A Buyer's Guide
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The Best Semantic Layer for AI Agents in 2026: A Buyer's Guide

#dataengineering #database #ai #datascience
2
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2 min read
How to Build an MCP Semantic Layer Server (Architecture, Code, and the No-Rip-and-Replace Case)
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How to Build an MCP Semantic Layer Server (Architecture, Code, and the No-Rip-and-Replace Case)

#ai #mcp #architecture #opensource
2
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2 min read
Company Brain for Enterprise AI: Why the Data Layer Decides Everything
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Company Brain for Enterprise AI: Why the Data Layer Decides Everything

#ai #rag #architecture #dataengineering
1
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4 min read
YC's Company Brain RFS: What Hyper, GBrain, and the Competition Got Right (and Wrong)
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YC's Company Brain RFS: What Hyper, GBrain, and the Competition Got Right (and Wrong)

#ai #rag #architecture #dataengineering
2
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2 min read
Why Current Tools Fall Short: The Semantic Layer Accuracy Imperative for Enterprise AI
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Why Current Tools Fall Short: The Semantic Layer Accuracy Imperative for Enterprise AI

#semanticlayer #datagovernance #texttosql #enterpriseai
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3 min read
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