InCodeXbyRoman Ceresnak, PhD·Jul 2AWS WAF now protects Amazon Bedrock AgentCore Gateway: What it means for production-ready AI agentsAgentic AI is slowly moving from experiments and proof-of-concepts into real production environments.
InCodeXbyRoman Ceresnak, PhD·Jun 10I Built an AI That Interviews Candidates — So You Don’t Have ToHow intervie.ai is changing the way companies hire, one conversation at a time
InCodeXbyRoman Ceresnak, PhD·May 27AWS Bedrock RAG: The Augmentation Layer You’re IgnoringI compared every stage of the AWS Bedrock RAG pipeline to find out where answers actually break — and it’s not where most teams look.
InCodeXbyRoman Ceresnak, PhD·May 25AWS AgentCore Memory Deep Dive: Build Agents That Actually RememberI compared every AWS AgentCore Memory strategy to find out which one actually keeps agents smart — without burning your token budget.
InCodeXbyRoman Ceresnak, PhD·May 19AWS Graviton5: Why 2026 is the Year to Finally Ditch x86 ArchitectureIn the world of cloud computing, there is a quiet but relentless war happening under the hood. While software, LLMs, and generative AI grab…
InCodeXbyRoman Ceresnak, PhD·May 18RAG vs CAG vs KAG: A Token Savings Deep Dive on AWS BedrockI compared RAG, CAG, and KAG architectures to see which one actually saves the most tokens and reduces LLM costs.A response icon1A response icon1
InCodeXbyRoman Ceresnak, PhD·May 7Architecting the Enterprise ‘ChatGPT’ on Amazon Bedrock: Performance, Cost, and SecurityWhile API access to a powerful Large Language Model (LLM) is simple, building a production-grade Enterprise ChatGPT requires moving beyond…A response icon1A response icon1
InCodeXbyRoman Ceresnak, PhD·Apr 28Optimizing AI Agent Architectures: Multi-Model Orchestration and Cost-Efficiency on AWSAs LLM-powered agents move from prototype to production, the “one-size-fits-all” model approach creates significant financial and…
InCodeXbyRoman Ceresnak, PhD·Apr 27AWS Bedrock: How to Build Your Own ChatGPT Without Being a Data ScientistYou don’t need a PhD to ship a production-grade AI assistant. With AWS Bedrock, a few lines of Python, and a Lambda function, you can have…
InCodeXbyRoman Ceresnak, PhD·Apr 22Building AgentoCore: Enterprise-Grade Autonomous AI Agents with AWS Bedrock and EventBridgeFrom Chatbots to Cognitive Agents: The 2025 Paradigm Shift. Build production-ready autonomous AI agents with ReAct loops, conversational…
