Agent Memory Is Not a Database: Start with an Event Log
I break agent memory into writing, storage, retrieval, assembly, and forgetting, then outline a minimal implementation path that starts with a durable event log.
Topic / Agent workflows
Agent Workflows I Can Actually Use
Field notes on using roles, tools, loops, and checks to make agent workflows useful.
I use agent workflows when a task benefits from a visible sequence of decisions. These notes follow what I build, what breaks, and where a smaller loop is enough.
Browse the Agent workflows tag →
The Agent Extension Stack: Skills, Plugins, MCP, and Tools
A Skill teaches an agent how to work, a Tool lets it act, MCP connects it to external capabilities, and a Plugin packages the pieces for installation.
What Pi Coding Agent Keeps in the Core
A source-based comparison of Pi, Codex, and OpenCode shows how a minimal coding harness leaves workflow policy and isolation to the user.
Inside Matt Pocock's Skills: Where the Control Lives
A commit-pinned reading of the Matt Pocock Skills repository shows how its invocation rules keep workflow direction with the human while the host retains tools and permissions.
From Superpowers to Skills: What Changed with GPT-5.6
After moving to GPT-5.6, I began choosing smaller agent workflows and paying more attention to the loop that decides what happens next.
How Skills Are Changing the Way I Work with Agents
Reusable skills are helping me give agents clearer working context, spend less time repeating process, and keep the important decisions reviewable.
From Local RAG Bot to a Cloud-Native Chatbot
How I moved a personal RAG chatbot to Cloud Run with PostgreSQL, session-aware retrieval, and Vertex AI.
From Terminal to Browser: Giving My Multi-Agent Chatbot a Face
I wrapped my multi-agent chatbot in Docker and FastAPI so I could use it through a simple browser interface.
Making My Personal AI Assistant Safer and More Reliable
I added safety checks, retrieval ranking, and response editing to make my personal assistant more reliable.
Building a Personal AI Assistant from My Notes
I built a personal assistant around my Obsidian notes to learn how retrieval, agents, and personal knowledge can work together.
Why I Switched My AI Newsroom from CrewAI to LangGraph
I moved my AI newsroom from CrewAI to LangGraph to gain clearer state, workflow control, and more consistent output.
Building a Weekly AI Digest with an Agentic Workflow
I built a small AI newsroom with CrewAI to collect, filter, and summarize the AI news I actually want to read.
What LLM Agent Frameworks Actually Add
A practical introduction to agent workflows, using a CrewAI newsroom example to explain roles, loops, and trade-offs.