Santosh Vaidya - Blog

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MCP Series

🧠 What Is Model Context Protocol? A New Language for AI Systems

Discover how MCP is becoming the HTTP of AI—a standard protocol that lets models discover, request, and use context securely in enterprise systems.

November 16, 2025 15 min read

Learn about MCP

Executive POV

Banking on Intelligence: Why AI's Next Leap Isn't About Models

A strategic look at the next wave of AI in banking—experience design, trust, and orchestrating value beyond raw model power.

August 30, 2025 8 min read

Read the perspective

Productivity

Small Habits, Big Results: 7 Productivity Hacks for Daily Life

Personal operating systems that keep energy and focus high while you build the future of AI.

August 21, 2025 6 min read

Level up routines

Banking Series

AI Agents in Banking

A seven-part deep dive into agentic AI—from use-case selection to launch playbooks designed for financial institutions.

March 23, 2025 12 min read

Open the series

AI Primer

Demystifying Generative AI: A Journey Through Core Concepts

Start with the essentials—learn the foundational ideas behind generative AI, the vocabulary you’ll use daily, and how it plugs into banking workflows.

January 29, 2025 10 min read

Explore the guide

The Syntax Trap: Why Your AI Agents Hate JSON (And What Comes Next)

The Syntax Trap: Why Your AI Agents Hate JSON (And What Comes Next)

And why your next AI workflow shouldn’t be held hostage by commas.

November 23, 2025 6 min read

🤖 Agents, ModelOps, and Code Execution with MCP

🤖 Agents, ModelOps, and Code Execution with MCP

How Anthropic’s efficiency breakthrough turns AI agents and MCP into a scalable operating fabric for banks — Article 5

November 21, 2025 8 min read

🌐 The Future of MCP in Financial Ecosystems

🌐 The Future of MCP in Financial Ecosystems

From enterprise context fabrics to federated AI networks — how MCP will reshape collaboration, regulation, and intelligence in banking

November 21, 2025 7 min read

🏦 Applying MCP in Banking: Risk, Compliance, and Customer Journeys

🏦 Applying MCP in Banking: Risk, Compliance, and Customer Journeys

From conceptual nodes to real-world enterprise architecture — Article 4

November 20, 2025 9 min read

🧱 Building Your First MCP Node: From Prompts to Protocols

🧱 Building Your First MCP Node: From Prompts to Protocols

Turning an AI idea into a context-aware, auditable capability inside the bank — Article 3

November 19, 2025 10 min read

💡 Context Is the New Data: Why Banks Need Context

💡 Context Is the New Data: Why Banks Need Context

How MCP transforms fragmented banking data into governed contextual intelligence — Article 2

November 18, 2025 8 min read

How to Know If Your AI Model Is Actually Good

How to Know If Your AI Model Is Actually Good

Master model evaluation metrics and techniques to assess AI performance, ensuring your banking models deliver reliable, trustworthy results.

February 25, 2025 10 min read

Structured Outputs: Making AI Play by Your Rules

Structured Outputs: Making AI Play by Your Rules

Learn to format AI outputs perfectly - from JSON for APIs to markdown tables, ensuring consistent, professional results every time.

February 21, 2025 7 min read

Supercharging AI with External Knowledge: The RAG Revolution

Supercharging AI with External Knowledge: The RAG Revolution

Discover RAG (Retrieval-Augmented Generation) - the technique that connects AI to live data, ensuring accurate, up-to-date responses.

February 18, 2025 9 min read

Memory Limits: How AI Forgets (and Remembers)

Memory Limits: How AI Forgets (and Remembers)

Understanding context windows - AI's memory limits and how to manage them for optimal performance in banking applications.

February 16, 2025 8 min read

From Words to Vectors: How AI Understands Meaning

From Words to Vectors: How AI Understands Meaning

Discover embeddings - the numerical representations that allow AI to understand semantic relationships between words, powering search and recommendations.

February 15, 2025 9 min read

Why AI Needs to Show Its Work: The Power of Chain-of-Thought Reasoning

Why AI Needs to Show Its Work: The Power of Chain-of-Thought Reasoning

Learn chain-of-thought prompting - how to make AI show its reasoning process step-by-step for transparent, auditable decision-making in banking.

February 14, 2025 11 min read

Keeping AI Safe, Fair, and Clean: The Art of Content Filtering

Keeping AI Safe, Fair, and Clean: The Art of Content Filtering

Explore content filtering and safety measures that keep AI outputs ethical, compliant, and aligned with regulatory standards in financial services.

February 12, 2025 9 min read

Teaching Old Models New Tricks: The Power of Fine-Tuning in AI

Teaching Old Models New Tricks: The Power of Fine-Tuning in AI

Master fine-tuning - the process of adapting pre-trained AI models for specialized banking tasks, from loan underwriting to fraud detection.

February 7, 2025 12 min read

Transformers: The Brains Behind Modern AI

Transformers: The Brains Behind Modern AI

Understand transformer architecture - the revolutionary neural network design powering ChatGPT, BERT, and modern AI applications in banking.

February 5, 2025 10 min read

Dialling Up Creativity: How Temperature Shapes AI Outputs

Dialling Up Creativity: How Temperature Shapes AI Outputs

Master temperature control - the key parameter that balances creativity and consistency in AI outputs for different business applications.

February 2, 2025 7 min read

Tokens: The Hidden Currency of AI Efficiency

Tokens: The Hidden Currency of AI Efficiency

Understand tokens - the fundamental units of AI processing that dictate cost, context limits, and performance in language models.

January 30, 2025 8 min read

Fraud Detection and Risk Management: AI Agents as Vigilant Guardians

Fraud Detection and Risk Management: AI Agents as Vigilant Guardians

Discover how AI agents are revolutionizing banking security with 24/7 fraud detection, behavioral analysis, and intelligent risk management that adapts to new threats.

April 4, 2025 18 min read

Customer Service Transformed: AI Agents as Digital Banking Concierges

Customer Service Transformed: AI Agents as Digital Banking Concierges

Explore how AI concierge agents are revolutionizing banking customer service with 24/7 personalized support, seamless transactions, and superior customer experiences.

March 29, 2025 15 min read

Personalized Banking: How AI Agents Can Tailor Services to Individual Needs

Personalized Banking: How AI Agents Can Tailor Services to Individual Needs

Learn how AI agents are transforming banking personalization from basic segmentation to truly individualized financial services that adapt to each customer's unique needs.

April 12, 2025 16 min read

Back-Office Efficiency: AI Agents Streamlining Banking Operations

Back-Office Efficiency: AI Agents Streamlining Banking Operations

Discover how AI agents are revolutionizing behind-the-scenes banking operations with intelligent document processing, automated workflows, and enhanced compliance.

April 19, 2025 17 min read

Implementation Journey: Bringing AI Agents into Your Bank

Implementation Journey: Bringing AI Agents into Your Bank

A practical roadmap for banks to successfully implement AI agents, from readiness assessment to deployment strategies and common pitfalls to avoid.

April 27, 2025 18 min read

The Future of Banking with AI Agents: Opportunities and Challenges

The Future of Banking with AI Agents: Opportunities and Challenges

Explore the future of banking with AI agents, emerging trends like ambient banking, ecosystem orchestration, and the strategic implications for different types of banks.

May 4, 2025 20 min read