Insights on AI Strategy & Engineering Leadership

Practical insights from scaling AI systems, building technical teams, and leading engineering organizations

Featured Posts

Aankit RoyOctober 7, 202518 min read

agentic rag: when retrieval gets smarter than your search bar

understanding how agents transform RAG from simple retrieval to intelligent information synthesis—with contextual retrieval reducing failures by 67%

Agentic RAGRAGAI AgentsContextual RetrievalVector DatabasesInformation Retrieval
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Aankit RoyOctober 6, 202525 min read

agentic design patterns: the complete guide to building agents that actually work

understanding reflection, planning, tool use, multi-agent orchestration, and memory-augmented patterns through real implementations. includes orchestration design framework and pattern selection framework.

Agentic Design PatternsAI AgentsAgent ArchitectureReActMulti-Agent SystemsAgent Memory
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Aankit RoyOctober 2, 202516 min read

context engineering for agents: the practical guide nobody writes

understanding the four strategies—write, select, compress, and isolate—through real examples from Claude Code, ChatGPT, Cursor, and production research systems

Context EngineeringAI AgentsProduction AIAgent MemoryMulti-Agent Systems
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Aankit RoyOctober 1, 202518 min read

context engineering for ai agents (or: why your agent keeps forgetting things)

after debugging hundreds of "why did my agent do that?" moments, i realized most failures come down to bad context management... here's what actually works in production

Context EngineeringAI AgentsProduction AIAgent ArchitectureToken Optimization
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Aankit RoySeptember 30, 202516 min read

building agents with claude agent sdk (and why my first attempts failed spectacularly)

what i learned building real agents with the claude agent sdk after months of trial, error, and actually reading the anthropic engineering blog... the messy reality of agent development.

AI AgentsClaudeAgent DevelopmentImplementationClaude Agent SDK
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Aankit RoySeptember 24, 202515 min read

LangGraph State Management and Memory for Advanced AI Agents

Deep dive into building stateful AI agents with persistent memory... because honestly, most "AI agents" out there are just glorified chatbots with no memory whatsoever.

LangGraphAI AgentsState ManagementMemory SystemsAI Architecture
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Aankit RoySeptember 15, 202516 min read

AI Agent Frameworks: The Honest Comparison Nobody Talks About

After building production systems with 8+ frameworks, here's what actually works (and what doesn't) when choosing between LangChain, LangGraph, CrewAI, AutoGen, and others.

AI FrameworksLangChainLangGraphCrewAIProduction Systems
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Aankit RoySeptember 15, 202518 min read

AI Agents: The Complete Guide to Understanding and Implementing Intelligent Automation

A comprehensive deep-dive into AI agents, their architecture, use cases, and practical implementation strategies based on real-world experience building agent systems at scale.

AI AgentsAutomationSystem ArchitectureImplementation Guide
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Aankit RoyJanuary 15, 20248 min read

The Complete Guide to AI Strategy Implementation

Learn how to successfully implement AI strategies in your organization with practical frameworks and real-world examples from scaling AI at Writesonic.

AI StrategyImplementationLeadership
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Recent Posts

Jan 10, 20246 min read

Scaling AI Systems: Lessons from Processing Millions of Requests

Key insights and practical strategies for scaling AI systems from thousands to millions of requests daily, with real examples from Writesonic and cost optimization techniques.

ScalingPerformanceInfrastructure
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Sep 15, 202514 min read

AI Agents: The Future of Business Automation

Explore how AI agents are transforming business processes and why they represent the next evolution in automation technology.

AI AgentsBusiness AutomationDigital TransformationFuture of Work
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Dec 28, 20237 min read

Building Technical Teams That Scale

Essential strategies for building and leading technical teams that can grow with your business, based on experience scaling teams at multiple startups from 3 to 50+ engineers.

LeadershipTeam BuildingScaling
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