Ankur Kumar ankurkumarz

## llm-wiki.md

      
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                — forked from karpathy/llm-wiki.md
            
              
                llm-wiki
              
          
    LLM Wiki

A pattern for building personal knowledge bases using LLMs.
This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.
The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

  
## vibe-coding.html
<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>GenAI Coding: The Coexistence Quadrants</title>
    <style>
        * {
            margin: 0;
            padding: 0;

## fs-agentic-ai-nano-prompt.md

      
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                nano-banana-pro-prompt-agentic-ai-architecture.md
              
          
    Financial Advisor Agentic Assistant (FA³AI) Architecture Diagram Prompt

Create a detailed, professional-looking architectural diagram for the "Financial Advisor Agentic Assistant (FA³AI) Architecture."
The diagram must be structured into three main, distinct layers, separated by color:
1. Core Application Layer (Light Blue)


Components:
A large light blue container labeled "Core Application Layer".


## mcp-adrs.md

      
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                MCP ADRs
              
          
    ✅ MCP Architecture Decision Records – Executive Summary


ADR ID
Title
Status
Decision Summary
Rationale
Consequences


ADR_001
Enterprise Generative AI Platform
Proposed
Use cloud AI platforms (e.g., Bedrock, Vertex, Azure AI) as GenAI foundation
Cloud AI services offer managed scalability, int


## fs-mcp-services.md

      
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                Financial Services MCP Services
              
          
    MCP Servers For Financial Applications


Server Name
Tools Available


PayPal
Creating invoices, listing invoices, reporting, insights


CoinStats
Crypto market data, portfolio tracking, news


Solana
On-chain tools for interacting with the Solana blockchain


[Yahoo Finance](https://github.com/Alex2Yang97/yaho


## opensource-modern-data-engg-stack.md

      
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              March 23, 2025 03:39
            
              
                Modern Data Engineering Stack using Open Source Technologies
              
          
Category
Tool
Key Strengths
Use Case


Data Integration
Airbyte
Extensive connector library, user-friendly interface
Seamless data migration across platforms


Apache Hop
Visual workflows, flexibility
Complex data orchestration tasks


Meltano
CLI & version control for ELT
Customizable data pipelines


Data Query Engines
Dremio
High performance, ease of use
Complex data environments


Presto/Trino
Large community, vendor-


## Golang-usage.md

      
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Solution
Go Framework/Library Used
Additonal Details


Kubernetes
Go native & Go-restful
Logr for logging, Prometheus for metrics, OpenTelemetry for Observability


Prometheus
Go native & Go-kit
Prometheus - Hybrid (native + Go kit) - routing wrapper around httprouter using context.Context. Click here for more details.


Istio
Go native & Gorilla Mux
REST-style Web Services using Go with Gorilla Mux, Envoy for Rate Limiting, and Logr for logging. [Click here](https:/


## wasm-sequence.txt
Developer->Function (Business Logic): writes program/code
note over Developer,Function (Business Logic):WebAssembly is a low-level assembly-like language
Developer->Wasm module:uses Emscripten tool to generate bytecode
Developer->UI App: writes HTML code with JS
Browser->UI App: runs VM to support Wasm
UI App->Wasm module:use JS glue code to invoke
note over UI App,Wasm module:boilerplate code to run the WebAssembly module

## techbuzz.md

      
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    Process & Practices


Term
Description
Source


Design Thinking
It provides a structured process that helps innovators break free of counterproductive tendencies that thwart innovation
HBR


Industry 4.0
It encompasses a promise of a new industrial revolution—one that marries advanced manufacturing techniques with the Internet of Things to create manufacturing systems that are not only interconnected, but communicate, analyze, and use information to drive further intelligent action back in the physical world.
Deloitte


Service Design
Service design helps to innovate (create new) or improve (existing) services to make them more useful, usable, desirable for clients and efficient as well as effective for organizations. It is a new ho
	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>GenAI Coding: The Coexistence Quadrants</title>
	<style>
	* {
	margin: 0;
	padding: 0;
Server Name	Tools Available
PayPal	Creating invoices, listing invoices, reporting, insights
CoinStats	Crypto market data, portfolio tracking, news
Solana	On-chain tools for interacting with the Solana blockchain
[Yahoo Finance](https://github.com/Alex2Yang97/yaho
Category	Tool	Key Strengths	Use Case
Data Integration	Airbyte	Extensive connector library, user-friendly interface	Seamless data migration across platforms
	Apache Hop	Visual workflows, flexibility	Complex data orchestration tasks
	Meltano	CLI & version control for ELT	Customizable data pipelines
Data Query Engines	Dremio	High performance, ease of use	Complex data environments
	Presto/Trino	Large community, vendor-
Solution	Go Framework/Library Used	Additonal Details
Kubernetes	Go native & Go-restful	Logr for logging, Prometheus for metrics, OpenTelemetry for Observability
Prometheus	Go native & Go-kit	Prometheus - Hybrid (native + Go kit) - routing wrapper around httprouter using context.Context. Click here for more details.
Istio	Go native & Gorilla Mux	REST-style Web Services using Go with Gorilla Mux, Envoy for Rate Limiting, and Logr for logging. [Click here](https:/
	Developer->Function (Business Logic): writes program/code
	note over Developer,Function (Business Logic):WebAssembly is a low-level assembly-like language
	Developer->Wasm module:uses Emscripten tool to generate bytecode
	Developer->UI App: writes HTML code with JS
	Browser->UI App: runs VM to support Wasm
	UI App->Wasm module:use JS glue code to invoke
	note over UI App,Wasm module:boilerplate code to run the WebAssembly module
Term	Description	Source
Design Thinking	It provides a structured process that helps innovators break free of counterproductive tendencies that thwart innovation	HBR
Industry 4.0	It encompasses a promise of a new industrial revolution—one that marries advanced manufacturing techniques with the Internet of Things to create manufacturing systems that are not only interconnected, but communicate, analyze, and use information to drive further intelligent action back in the physical world.	Deloitte
Service Design	Service design helps to innovate (create new) or improve (existing) services to make them more useful, usable, desirable for clients and efficient as well as effective for organizations. It is a new ho