SYS.INIT_2026

MARUTHI
PRITHIVIRAJAN

<Data Engineer /Graph Explorer /Indie Hacker/>

Building at the intersection of data, graphs, and AI. Currently crafting Typeless.io and exploring the Graph Multiverse.

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Latest Writing

Technical deep-dives on data, graphs, and building

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📌 PINNED

Context: Yours &amp; Theirs (Part 4)

Sep 14, 2025•6 min read

The Future of Context: From Agents to Collective Memory 1. Introduction: Beyond Individual Context The story of context so far has been about one-to-one interactions: you and an AI, trying to stay ali...

llmcontextclickhouseredis
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Context: Yours &amp; Theirs (Part 3)

Sep 1, 2025•7 min read

Designing Context-First AI Applications 1. Introduction: Why Context-First is a Design Choice, Not a Feature When most people talk about AI applications today, they focus on the model: Which LLM are y...

clickhousecontextllmgenai
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Context: Yours &amp; Theirs (Part 2)

Aug 17, 2025•8 min read

Bridging Human and Machine Contexts In Part 1, we explored how humans and large language models (LLMs) experience context differently. Humans carry context like a living thread, weaving together past ...

ai-agentclickhousellmredis
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Context: Yours &amp; Theirs — Part 1

Aug 2, 2025•7 min read

Context: Yours & Theirs (Part 1) How Humans and Language Models Understand Conversations Differently Introduction: The Hidden Thread in Every Conversation Ask someone if whales are endangered, and the...

context-augmentationretrieval-augmented-gengenaillm-applications
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360-Degree Customer View Using Knowledge Graphs and RAG

Dec 22, 2024•5 min read

Connecting the Dots: A Comprehensive Approach to Unified Customer Data The Ever-Changing Customer Data Landscape Modern businesses sit on a goldmine of customer data but often fail to capitalize on it...

generative-ai-use-casesknowledge-graphcustomer-datagraphrag
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Future-Proofing Data Pipelines for AI Workflows

Dec 9, 2024•5 min read

Building Resilient and Adaptive Data Pipelines to Keep Up With AI Demands Photo by Igor Omilaev on UnsplashThe Backbone of the AI Revolution Picture a futuristic city powered by advanced technologies ...

data-engineeringetlairealtime
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Scaling RAG: Strategies for Enterprise Adoption

Dec 2, 2024•5 min read

Implementing RAG for Enhanced Enterprise AI Solutions Photo by Jackman Chiu on UnsplashIn today’s rapidly evolving AI landscape, enterprises are turning to Retrieval-Augmented Generation (RAG) to boos...

ragsaillmenterprise-technology
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Understanding Graph RAG: A New Paradigm for Data Retrieval

Nov 26, 2024•5 min read

A Step Beyond Traditional Retrieval In today’s data-driven world, organizations face an ever-growing challenge: how to transform vast and complex datasets into actionable insights. Traditional retriev...

graphraggenaiai
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How AI Can Drive Revenue Growth in Legacy Industries

Nov 19, 2024•6 min read

Real-World Transformations, Challenges, and Opportunities for Revenue Growth Why Legacy Industries Need AI? Legacy industries — manufacturing, agriculture, healthcare, logistics, and more — are critic...

gen-ai-for-businessgenerative-ai-use-casesai-transformationdigital-transformation
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Top 5 Trends in Generative AI and Their Impact on Business Strategy

Nov 11, 2024•6 min read

Photo by Nahrizul Kadri on UnsplashIn the fast-paced world of technology, generative AI has quickly become a game-changer, moving beyond niche applications to reshape entire business processes and str...

business-strategyllmgenerative-ai-use-casesai
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CAREER_MATRIX.exe

System Biography

career_init.sh
$ loading career_data... ✓
$ ORIGIN: Singapore
$ STATUS: Building in public
$ RUNTIME: 8+ years in data engineering

Education & Teaching

COMPLETED
2021

MIT xPRO

Professional Certificate
Full Stack Development with MERN
ReactNode.jsMongoDBExpress
ACTIVE
2024 - Present

University

Adjunct Lecturer
Year 1 Undergraduate Courses
Data FundamentalsGraph TechnologyTeaching Demo

Professional Evolution

2018 - 2021

Data Engineer

Enterprise
TECH STACK
PythonSQLETLCloud
2021 - 2023

Graph Solutions Architect

Neo4j Ecosystem
TECH STACK
Neo4jCypherGDSGraphQL
2023 - Present

Senior Data Engineer

ClickHouse
TECH STACK
ClickHousePythonData PipelinesCloud
2023 - Present

Founder & Builder

Typeless / Graphers / EchoChamber
TECH STACK
ReactNext.jsClickHouseLLMs
2026 → ∞
What's next? Building the future...
SKILL_MATRIX.dat
95
ClickHouse
90
Python
85
Neo4j/Graphs
80
Cloud
VENTURE_ARRAY.init

Projects & Ventures

The Lab / Incubator

agentic-investor.com
BUILDING
Target ObjectiveAI agents managing portfolio investments autonomously
IN_DEVELOPMENT
graph-multiverse.com
ON_HOLD
Target ObjectiveVisualizing the connections between all open source data tools
STANDBY_MODE
TECH_STACK.config
ClickHousePythonNeo4jJavaScriptReactNext.jsGCPAWSDockerCypherGraphQLSupabase