I build production-oriented AI/ML systems and developer tooling on AWS, with a particular focus on Amazon SageMaker AI and agentic applications. I also build practical tools for Pokémon TCG players.

• SageMaker AI Agent Plugin — one portable plugin for Codex, Kiro, and Claude Code, consolidating guidance for SDK v3, training, inference, HyperPod, monitoring, and managed warm pools.
• SageMaker Lab — consolidated experiments and validated findings across LLM training, AutoML, time series, embeddings, and tabular ML.
• smbench — throughput and latency benchmarking for real-time inference endpoints.
• Kiro Power for Amazon Bedrock — guidance for model invocation, agents, knowledge bases, guardrails, fine-tuning, prompts, and flows.

• Agents from the Web — reference implementation for connecting AI agents to web interfaces with Amazon Bedrock AgentCore.
• Governed Data Agent — governed data discovery and natural-language-to-SQL using Strands, AWS MCP Server, and AgentCore Runtime.
• Intelligent Document Processing Starter — hybrid document extraction comparing Claude, Amazon Bedrock Data Automation, and Amazon Textract.
• Remote MCP on AgentCore — tutorial for deploying MCP servers to Amazon Bedrock AgentCore Runtime.

• JP → EN Card Matcher — identify Japanese cards and view their English equivalents or translated text.
• Asia Deck Builder Assistant — import Limitless/PTCGL deck lists into the official regional deck builder.
• Deck Analyzer — explore card co-occurrence and deck-building relationships.
• TCG Live Redeemer — batch-redeem booster codes through a local Chrome session.

• skillsops — governance tooling for agent skills.
• autoresearchctl — autonomous optimization loops for arbitrary codebases.
• Latent Thoughts — research notes and technical writing.