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System Rationale

Deep dives into the "why" behind the "how." System Rationale explores high-scale architecture, system design trade-offs, and the mental models required for senior-level engineering.

Location delhi Joined Joined on  github website

Education

B.Tech in Computer science

Pronouns

he/him

Work

AI-driven platform for educators that automates exam-ready content creation

RAG vs GraphRAG: When to Use What (From a Builder’s Perspective)

RAG vs GraphRAG: When to Use What (From a Builder’s Perspective)

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2 min read

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Running AI Fully Offline on Mobile with Gemma 4 (Android + iOS)

Running AI Fully Offline on Mobile with Gemma 4 (Android + iOS)

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3 min read
Running AI in the Browser with Gemma 4 (No API, No Server)

Running AI in the Browser with Gemma 4 (No API, No Server)

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2 min read
Part 3 — Making Gemma 4 Agents Production-Ready: Guardrails, Structured Outputs, and Self-Healing Systems

Part 3 — Making Gemma 4 Agents Production-Ready: Guardrails, Structured Outputs, and Self-Healing Systems

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3 min read
Designing Multi-Agent Systems with Gemma 4: Supervisor and Worker Pattern

Designing Multi-Agent Systems with Gemma 4: Supervisor and Worker Pattern

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2 min read
Gemma 4 MoE: frontier quality at 1/10th the API cost

Gemma 4 MoE: frontier quality at 1/10th the API cost

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2 min read
Gemma 4 on Mobile: Which Model to Load (E2B vs E4B) + Real Implementation Guide

Gemma 4 on Mobile: Which Model to Load (E2B vs E4B) + Real Implementation Guide

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3 min read
Why your LLM agent fails at 3 AM (and how state machines fix it)

Why your LLM agent fails at 3 AM (and how state machines fix it)

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2 min read
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