lessons experience agents
30 Lessons from Building Memory-Aware Agents
A comprehensive summary of lessons learned from building production-ready memory systems for AI agents.
CodeMem Team •
Blog
Insights on AI coding agents, persistent memory, and the future of development.
python prompting patterns
Memory-First Prompting Patterns (Python)
Practical prompting patterns that leverage persistent memory for better AI responses.
CodeMem Team •
javascript mcp future
The Future of MCP (JavaScript)
Exploring where the Model Context Protocol is headed and what it means for developers.
CodeMem Team •
go multi-tenant saas
Multi-Tenant Memory with MCP (Go)
Building SaaS applications with isolated memory spaces using MCP in Go.
CodeMem Team •
python performance retrieval
Fast Memory Retrieval (Python)
Optimizing memory retrieval speed with indexing strategies and caching techniques.
CodeMem Team •
javascript code-quality agents
Agent Memory for Code Quality (JavaScript)
How memory improves the quality of AI-generated code through persistent context.
CodeMem Team •
go production checklist
MCP in Go: Production Readiness Checklist
A comprehensive checklist for deploying MCP applications to production.
CodeMem Team •
python observability monitoring
MCP + Observability (Python)
Adding logging, tracing, and metrics to your MCP-enabled applications.
CodeMem Team •
javascript tech-debt agents
Tech Debt Agent (JavaScript)
Building an AI agent that tracks and manages technical debt using persistent memory.
CodeMem Team •
go streaming real-time
Streaming Memory Updates (Go)
Real-time memory synchronization patterns for high-performance applications.
CodeMem Team •
javascript debugging troubleshooting
MCP Debugging: When Memory Goes Wrong (JavaScript)
Troubleshooting common memory issues and debugging techniques for MCP applications.
CodeMem Team •
python security privacy
Safe Memory: Privacy & Compliance (Python)
Building privacy-conscious memory systems that comply with regulations like GDPR.
CodeMem Team •
javascript optimization cost
The "Memory Budget" (JavaScript)
Managing token costs and optimizing context usage with intelligent memory budgeting.
CodeMem Team •
go scale large-repos
Large Repos + Memory-Aware Agents (Go)
Scaling memory systems for large codebases with millions of lines of code.
CodeMem Team •
python refactoring patterns
Memory-Driven Refactoring (Python)
Using persistent memory to maintain consistency during large-scale refactoring.
CodeMem Team •
javascript integration frameworks
Integrating MCP with Agent Frameworks (JavaScript)
Quick integration checklist for adding MCP to popular agent frameworks.
CodeMem Team •
go middleware patterns
Go Patterns for MCP Server Middleware
Production-ready middleware patterns for MCP servers in Go.
CodeMem Team •
javascript debugging features
Memory Snapshot Feature (JavaScript)
Using memory snapshots for debugging and state management.
CodeMem Team •
python metrics quality
Measuring Memory Quality (Python)
Metrics and validation techniques for ensuring memory retrieval quality.
CodeMem Team •
rag memory javascript
RAG Is Not Memory (JavaScript)
Understanding the key differences between RAG and persistent memory systems.
CodeMem Team •
go multi-agent coordination
Memory for Multi-Agent Systems (Go)
Coordinating shared memory across multiple AI agents without conflicts.
CodeMem Team •
python cache security
Cache de Memória sem Vazamentos (Python)
Security best practices for memory caching to prevent data leaks.
CodeMem Team •
mcp vector-db comparison
MCP vs Vector DB: When to Use Which
Clarifying the differences and when to use MCP versus vector databases.
CodeMem Team •
go retrieval reliability
Deterministic Memory Retrieval (Go)
Reducing wrong memory retrievals with scoring and filtering strategies.
CodeMem Team •
python schemas architecture
How to Design Memory Schemas (Python)
Best practices for modeling and structuring your memory data.
CodeMem Team •
code-review javascript agents
Memory-Aware Code Review Agent (JavaScript)
Building a code review agent that remembers your team patterns and preferences.
CodeMem Team •
mcp go tutorial
MCP in Go: Connecting Agents to Memory Stores
A technical guide to building MCP clients in Go for memory management.
CodeMem Team •
mcp javascript tutorial
MCP 101: Quickstart (JavaScript)
Get started with MCP in one line of code. The fastest path to persistent memory.
CodeMem Team •
memory architecture agents
Memory Layers for Coding Agents: Short-Term vs Long-Term
Understanding the different types of memory and when to use each.
CodeMem Team •
ai memory mcp
AI Coding Agents Need Memory (And Why MCP Is the Answer)
The amnesia problem in AI coding assistants and how MCP solves it.
CodeMem Team •
tutorial getting-started mcp
Getting Started with CodeMem
Learn how to set up CodeMem and give your AI coding assistant persistent memory in under 5 minutes.
CodeMem Team •
ai memory agents
Why AI Agents Need Memory
Exploring how persistent memory transforms AI coding assistants from tools into true collaborators.
CodeMem Team •
mcp protocol integration
MCP: The Future of AI Tool Integration
Deep dive into the Model Context Protocol and why it's becoming the standard for AI tool connectivity.
CodeMem Team •