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Swapnanil Saha

Distributed Systems Engineer · Ad-Tech Infrastructure · LLM Deployment & AI Agent Systems · Building high-performance production systems at scale

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Embedding Dilution: Why Semantic Code Search Misses the Answer
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Embedding Dilution: Why Semantic Code Search Misses the Answer

#embeddings #semanticsearch #rag #coderetrieval
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16 min read

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The Four Families of Context Relief for LLM Coding Agents
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The Four Families of Context Relief for LLM Coding Agents

#llmagents #contextwindow #promptcaching #agentarchitecture
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15 min read
Claude Code Hooks: A Practical Deep-Dive on Deterministic Agent Behavior
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Claude Code Hooks: A Practical Deep-Dive on Deterministic Agent Behavior

#claudecode #hooks #llmagents #agentmemory
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16 min read
Building Vectr, Part 2: What /compact Destroys and How to Survive It
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Building Vectr, Part 2: What /compact Destroys and How to Survive It

#llmtools #mcp #developertools #workingmemory
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12 min read
Building Vectr, Part 1: Why grep Fails When You Don't Know the Keywords
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Building Vectr, Part 1: Why grep Fails When You Don't Know the Keywords

#mcp #semanticsearch #developertools #codeindexer
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13 min read
LLM Context Window Token Budget: Why Your Window Fills Up Fast
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LLM Context Window Token Budget: Why Your Window Fills Up Fast

#agents #ai #architecture #llm
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17 min read
Why AI Code Assistants Waste Context — and How RAG Fixes It
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Why AI Code Assistants Waste Context — and How RAG Fixes It

#codeassistants #llm #rag #productivity
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18 min read
India's DPDP Act 2023 Explained — And How AI Handles Data Principal Requests at Scale
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India's DPDP Act 2023 Explained — And How AI Handles Data Principal Requests at Scale

#dpdp #compliance #dataprotection #ai
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28 min read
How to Stop Evaluating LLM Outputs by Gut Feel
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How to Stop Evaluating LLM Outputs by Gut Feel

#llm #ai #testing #opensource
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4 min read
Stop Getting 'It Depends' Answers About RAG Architecture
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Stop Getting 'It Depends' Answers About RAG Architecture

#rag #llm #ai #opensource
1
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4 min read
Building Distributed Systems, Backend Infrastructure & AI Platforms — My Engineering Journey
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Building Distributed Systems, Backend Infrastructure & AI Platforms — My Engineering Journey

#ai #backend #distributedsystems #infrastructure
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2 min read
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