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Sajal Sharma

Internet home of Sajal Sharma — AI engineer and O'Reilly instructor specializing in agentic AI systems, LLMs, and machine learning.

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For agents: Sajal Sharma's site: AI engineer and O'Reilly instructor with blog posts on agentic AI, personal agents, sandboxing agents and knowledge bases.

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2016-07-02
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AI and machine learning · Personal sites and blogs
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# Sajal Sharma

> Internet home of Sajal Sharma — AI engineer and O'Reilly instructor specializing in agentic AI systems, LLMs, and machine learning.

This site publishes long-form writing on agentic AI systems, LLMs, RAG, and machine learning engineering. Content is free to read and cite with attribution.

## Blog Posts

- [Personal Agents Have Gone Mainstream](https://sajalsharma.com/posts/personal-agents-have-gone-mainstream/): Within a year of OpenClaw, Meta, OpenAI, and Instinct launched personal agents. What stands between asking AI questions and handing it your errands?
- [A Guide to Building a Shared Knowledge Base for Your AI Agents](https://sajalsharma.com/posts/shared-knowledge-base-for-ai-agents/): Build a shared knowledge base that you and your AI agents can use across tools and devices, with common notes, instructions, skills, and workflows.
- [Sandboxing an AI Agent](https://sajalsharma.com/posts/sandboxing-an-ai-agent/): A guide to sandboxing AI agents: why an autonomous agent needs its own disposable computer, and the isolation tech underneath.
- [Agents Have Outgrown Workflows](https://sajalsharma.com/posts/agentic-workflows-to-agent-harnesses/): Why the industry is shifting from handcrafted agentic workflows to agents operating inside harnesses, what that looks like in practice, and the trade-offs involved.
- [A Week with OpenClaw as My Personal Assistant](https://sajalsharma.com/posts/openclaw-experiments/): I spent the last week running my own personal AI assistant with OpenClaw. Here's what I built, what broke, and whether any of this is actually worth the effort and tokens.
- [2025: Career in Review](https://sajalsharma.com/posts/2025-career-in-review/): A reflection on a year of building AI products at a venture studio, teaching courses on O'Reilly, writing a viral blog post, and figuring things out.
- [Working Effectively with AI Coding Tools like Claude Code](https://sajalsharma.com/posts/effective-ai-coding/): A practical guide to working effectively with AI coding tools like Claude Code, covering mindset shifts, quality control strategies, and team collaboration workflows for modern software development.
- [Adventures with Claude Code: Reflections on Building a Full-Stack System with AI Assisted Coding](https://sajalsharma.com/posts/adventures-claude-code/): Thoughts after Claude Code for building a full-stack system, covering the productivity gains, challenges, and lessons learned from the frontier of AI-assisted software development.
- [Understanding MCP: How the Model Context Protocol Solves AI's Integration Problem](https://sajalsharma.com/posts/understanding-mcp/): A complete overview of Model Context Protocol (MCP) and how it solves the M×N integration problem in AI development by creating a standardized interface between AI applications and external tools.
- [Agentic RAG Series - Part 3: Building a Comprehensive Agentic RAG Workflow: Query Routing, Document Grading, and Query Rewriting](https://sajalsharma.com/p
…

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