Praveen Yellamaraju
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AI/ML

8 Posts

Exploring ai/ml and related topics

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All AI AI/ML Agents Anthropic Architecture Automation Best Practices Blockchain Career Claude Data Quality Development Gemini Governance LLM API Leadership OpenAI Production Prompt Engineering Python RAG Security Structured Prompting Testing Versioning

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

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

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

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

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

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

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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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