LLM Function Calling VS MCP Server - Basics
More articles by Ganesh Ghag
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AI Automation, UI and APIs in an Enterprise
AI Automation, UI and APIs in an Enterprise
The pre-trained LLM knows about a lot of things but not your enterprises custom business process which is your…
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AI Gen Code Observations - April 2026
AI Gen Code Observations - April 2026
Agreed AI is much more than just another technology hype passing along a traditional hype curve, but some aspects about…
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Enterprise AI Specs to Deployable Code: Shifting Complexities
Enterprise AI Specs to Deployable Code: Shifting Complexities
Its time to stop being impressed with flawless generated code and keep an eye on the overall complexities of end to end…
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Feasibility: Hosting Vector Databases on K8S
Feasibility: Hosting Vector Databases on K8S
Hosting vector databases (or in general, any stateful / storage-heavy service) on Kubernetes (k8s) is absolutely…
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What Agentic Frameworks provide above and beyond raw LLM + tooling capabilities
What Agentic Frameworks provide above and beyond raw LLM + tooling capabilities
TLDR: LLM = smart brain Agentic framework = smart brain + memory + hands + environment awareness 1. Structured…
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Back to Basics - Right approach to using LLMs
Back to Basics - Right approach to using LLMs
Generative AI chat UI, are all over and agreed they are pretty good, but "explicit" request-reply interface falls far…
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Back to Basics - RAG/LLM
Back to Basics - RAG/LLM
Big corps have already taken substantial efforts to train and make generative AIs based on LLM, publicly available…
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Using natural language to analyze data
Using natural language to analyze data
MCP/LLM based tech is very close to achieving the holy grail of analytics, using natural language to analyze databases…
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Dispelling myths about LLM/MCP
Dispelling myths about LLM/MCP
MCP Server Diagrams like above with their arrow connectors are all very well, but what does that connector between MCP…
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MCP Bare Bones Overview - Part 1
MCP Bare Bones Overview - Part 1
Instead of gimmicky PPTs and visuals about MCP servers and clients, here are the bare bones details about MCP. MCP…
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