Praveen Yellamaraju
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Self-Improving AI

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Exploring self-improving ai and related topics

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From Agent Harness to Self-Improving AI Systems

April 14, 2026 · 16 min read

A solid harness makes your agent reliable at launch. A self-improving system keeps it reliable over time. This is the engineering discipline that separates production AI from drifting AI — failure mining, eval generation, regression gating, and the feedback loop architecture that ties it all together.

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AI AgentsSelf-Improving AIEval GenerationFeedback LoopsProduction AIMLOpsAI Architecture

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AIAI AgentsAI ArchitectureAI/MLAgent HarnessAgentsAnthropicArchitectureAutomationBest PracticesBlockchainCareerClaudeData QualityDevelopmentEngineeringEval GenerationFeedback LoopsGeminiGovernanceLLMLLM APILeadershipMLOpsOpenAIProductionProduction AIPrompt EngineeringPythonRAGSecuritySelf-Improving AIStructured PromptingSupply ChainTestingVersioningnpm

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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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