engineer · agent memory & knowledge graphs

Memory makes agents fast. Knowledge makes them right.

Hi, I'm Shreya. I write about the difference between what an AI agent remembers and what it knows, and why graphs are how you build both. Agentic commerce is where I test the ideas.

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Latest essay · 3 minThe Future of Commerce Is AgenticWhat happens when the customer is an AI agent: the new stack for discovery, trust, and payment when software shops on our behalf.
Joke of the day

Why do Java developers wear glasses?

EssayProperty Graphs vs. Knowledge Graphs: What Actually DiffersExperienceEngineer
Electrical and Computer Engineering gradSkillsLLM applicationsAgentic workflowsRAGKnowledge graphsProperty graphsCurrently into Agentic commerce Knowledge representation Graph databasesElsewhereLinkedIn · GitHub
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About

Engineer by training, curious by default.

I'm an engineer with a degree in Electrical and Computer Engineering. I like systems that sit between hardware-level rigor and big, fuzzy questions about how machines should reason.

The question I keep coming back to: an agent's memory (what it has seen) and its knowledge (what is true, and what everyone agrees things mean) are different problems, and most agent stacks blur them. This site is where I work through that, with commerce as the test case and a joke of the day.

Currently into

  • Agentic commerce
  • Knowledge representation
  • Graph databases
  • Human and AI collaboration

Experience

Where I've worked & studied

  1. Engineer

    Current

  2. Electrical and Computer Engineering

Toolkit

What I work with

AI & Agents

LLM applicationsAgentic workflowsRAG

Data & Graphs

Knowledge graphsProperty graphsRDF / SPARQL

Engineering

Electrical & computer engineeringSoftware engineering

Writing

Notes on agent memory, knowledge & commerce

All posts →
Nov 9, 2026 · 3 minThe Future of Commerce Is AgenticWhat happens when the customer is an AI agent: the new stack for discovery, trust, and payment when software shops on our behalf.#agents#commerce#aiNov 8, 2026 · 3 minProperty Graphs vs. Knowledge Graphs: What Actually DiffersLPG and RDF both draw nodes and edges, but they make very different bets about data, meaning, and interoperability. Here is how to choose.#knowledge-graphs#graph-databases#data

Contact

Let's build something lovely.

Questions, ideas, or a chat about agents and graphs: my inbox is open.

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