How AI Agents Remember Things
AI agents are stateless by default. Here's how memory systems actually work, covering the storage patterns, lifecycle triggers, and architecture behind agents that remember you.
Hi, my name is
Damian Galarza
I help experienced engineers and teams ship better software with AI, smarter workflows, and real-world decision-making.
Currently a Senior Software Engineer at August Health, where I build clinical software that helps senior living operators deliver better resident care. Previously CTO at Buoy Software, where I grew the team from zero to 50+ and shipped FDA-cleared medical device software.
I advise founders and teams on architecture, AI integration, and engineering execution. 15+ years building production systems has taught me that trade-offs matter more than best practices — and I enjoy helping teams navigate those decisions.
If you're building in healthcare, SaaS, or applied AI, I'd love to hear about it.
Writings
Feb 2026
Feb 2026
Building a Linear-Driven Agent Loop with Claude Code
How I built a bash-based agent loop that pulls work from Linear, implements features, runs code review, and opens pull requests autonomously.
Feb 2026
MCPs vs Agent Skills: Understanding the Difference
MCPs give Claude capabilities. Skills teach Claude workflows. Here's the mental model I use to decide which one I need.
Jan 2026
How to Fix LLM Date and Time Issues in Production
LLMs don't have access to the current date, causing issues in time-based analysis. Here's how to fix date and time handling in production LLM systems with explicit context.
Dec 2025
Understanding Claude Code's Context Window
How Claude Code's context window works: what consumes tokens (MCP servers, tools, messages), why it matters, and how to manage context effectively.
Nov 2025
How I Use Claude Code: My Complete Development Workflow
After 8 months with Claude Code, here's my complete workflow. Learn how I combine Linear, MCP servers, and Obsidian for AI-assisted development that works.