Praveen Yellamaraju
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Thoughts on building intelligent systems, AI architecture, and the future of enterprise technology.

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All AIAI/MLAgentsAnthropicArchitectureAutomationBest PracticesBlockchainCareerClaudeData QualityDevelopmentGeminiGovernanceLLM APILeadershipOpenAIProductionPrompt EngineeringPythonRAGSecurityStructured PromptingTestingVersioning

OpenClaw for Builders: Architecture, Data Flow, and Security Guardrails

February 15, 2026 · 9 min read

A practical OpenClaw guide for beginner to advanced builders. Learn the gateway architecture, message-to-action data flow, and the security controls that matter before real deployment.

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AI/MLAutomationSecurityAgentsDevelopment

Context Window vs Attention Window: What AI Architects Must Understand

February 12, 2026 · 5 min read

Context size is not the same as attention behavior. A practical guide for LLM architecture, RAG design, and long-context system trade-offs.

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AI/MLArchitectureRAGLLM APIBest Practices

Red Teaming AI Systems: A Practitioner's Guide to Breaking Your Own Agents

January 22, 2026 · 14 min read

Teaming in AI integrates offensive and defensive expertise through multiple specialized teams. Organizations implementing comprehensive teaming detect 92% more vulnerabilities and reduce fix costs by 78%.

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AI/MLSecurityProductionTesting

How a Cartoon Character Who Eats Paste Became the Biggest Name in AI

January 21, 2026 · 17 min read

Sometimes the dumbest approach turns out to be the smartest solution. The Ralph Wiggum technique for autonomous AI coding.

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AIAgentsAutomationClaudeDevelopmentBest Practices

Recursive Language Models: Why Smarter Navigation Beats Bigger Memory

January 21, 2026 · 8 min read

RLMs solve the context window problem by letting AI write code to explore information. The result? Tasks going from 0% to 91% success. Here's how it works and when to use it.

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AI/MLArchitectureLLM APIProduction

Decentralized AI Compute: Building DePIN Networks with AI Agents and Blockchain

January 19, 2026 · 11 min read

How AI agents optimize compute allocation while blockchain ensures accountability. A practical guide to building DePIN networks that keep intelligence off-chain and trust on-chain.

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AIArchitectureAgentsBlockchain

Sloperators: Why AI Outputs Need Owners, Not Better Models

January 15, 2026 · 4 min read

AI outputs fail when signals lack owners and judgment.

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AI/MLGovernanceProduction
Production Operations Part 1

AI and Data Quality: The $12.9 Million Problem and How Training Data Poisons Your AI

January 14, 2026 · 9 min read

AI doesn't create garbage; it recycles your mess at warp speed. How bad data poisons AI at the training and prompting stages, and what you can do about it.

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AI/MLData QualityProductionBest Practices
Production Operations Part 2

AI and Data Quality: RAG Systems, Context Engineering, and the Governance Layer

January 14, 2026 · 13 min read

How RAG systems and context engineering can poison your AI, plus the governance layer and action plan to fix data quality across your entire pipeline.

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AI/MLData QualityProductionRAGBest PracticesGovernance
Foundations Part 1

The Anatomy of a Production LLM Call

January 9, 2026 · 12 min read

Beyond the Quickstart: Authentication, Error Handling, and Cost Management

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PythonLLM APIOpenAIAnthropicGeminiProduction
Foundations Part 2

Prompt Engineering: The Difference Between Demos and Production

January 9, 2026 · 12 min read

What 100+ Production Prompts Taught Me About Reliability

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Prompt EngineeringTestingVersioningStructured Prompting

Why AI Architecture Became Unavoidable

January 8, 2026 · 7 min read

How software systems evolved faster than job titles, and what that means for building production AI systems in enterprise environments.

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CareerAI/MLLeadership

Before You Build: A Realistic Framework for Evaluating AI Use Cases

January 6, 2026 · 15 min read

Why 80% of AI projects fail and how to avoid being one of them. A practitioner's framework for evaluating AI use cases before you write a single line of code.

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AIArchitectureBest Practices

AI Advisor performing architecture and design responsibilities for intelligent, enterprise-scale solutions. Writing about agentic systems, prompt engineering, and the future of AI.

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