Adrian Lee Xinhan·Aug 30Building a Data-Focused Software FactoryA decade ago a pipeline was a GUI-configured ETL job, a scheduled script on a box someone had root access to, and a wiki page describing…
Adrian Lee Xinhan·Aug 2Building Reinforcement Learning into a Snowflake Cortex AgentThe Problem: Static Rules Don’t LearnA response icon1A response icon1
Adrian Lee Xinhan·Jul 10Building an AI-Powered SQL Deploy Pipeline with the Cortex Code Agent SDKHow I built a CI/CD pipeline that uses AI to evaluate SQL changes, check downstream impact, and conditionally deploy to Snowflake — all…
Adrian Lee Xinhan·May 28Cortex Code + mem0: Self-Hosted Semantic Memory for AI AgentsObjective: Integrate persistent semantic memory into Snowflake’s Cortex Code (CoCo) IDE using a self-hosted mem0 MCP server backed by…
Adrian Lee Xinhan·May 26Training a Domain-Specific LLM on Snowflake: Building Megatron-LM on SPCS with a Cortex Code AgentWhy I Trained a Language Model Inside Snowflake
Adrian Lee Xinhan·May 3Harnessing Database Change Management (DCM) with Snowflake Cortex CodeWe’ve watched the industry evolve: prompt engineering taught us how to ask better questions. Context engineering taught us what information…A response icon1A response icon1
Adrian Lee Xinhan·Apr 5Deploying Gemma 4 Multimodal on Snowflake: Text and Image Inference with llama.cpp and SPCSNew large language models are dropping every week. Gemma 4, Llama 4, Qwen 3, Mistral Large — the pace is relentless, and each release…
Adrian Lee Xinhan·Mar 23Building a Durable Multi-Agent Data Pipeline with Snowflake Cortex Agents and OpenFlowHow I replaced a hand-rolled Python agent loop with native Snowflake Cortex Agents, checkpoint-based durability, and NiFi orchestration —…A response icon1A response icon1
Adrian Lee Xinhan·Dec 18, 2025Defending Your AI: Prompt Injection Detection with Snowflake and Hugging Face Pipeline via…As organizations rush to deploy AI-powered chatbots, virtual assistants, and copilots, a new attack vector has emerged: prompt injection…A response icon3A response icon3
Adrian Lee Xinhan·Oct 26, 2025Building AI Safety Guardrails with n8n, OpenAI and using Snowflake Intelligence: A Complete…As Agentic workflows becomes more prevalent in today’s world, it is more important than ever to create production-ready AI safety system…