Insights

AWS Architecture & GenAI in Practice

Real-world technical insights from senior architects. No fluff, no introductory content — hands-on analysis of what actually works in production.

AgentCore Episodic Memory: When Your Agent Learns from Experience
AWS BedrockAgentCoreAI Agents

AgentCore Episodic Memory: When Your Agent Learns from Experience

Stop padding your system prompt with edge cases. AgentCore Episodic Memory transforms your agent's past interactions into structured episodes and cross-session reflections that improve performance over time. Complete boto3 implementation with a real DevOps incident case.

Mar 11, 202620 min read
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AWS BedrockAmazon AthenaGenerative AI

Solving Deterministic Questions with Generative AI: A Practical Approach

Learn how to overcome LLM limitations for exact numerical queries by combining Amazon Bedrock with Amazon Athena. A hybrid architecture that classifies queries automatically — routing deterministic questions to SQL and non-deterministic ones to the knowledge base.

Nov 29, 202414 min read
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