Agent Memory

8 articles about agent memory.

Building an Agent Journal That Catches Its Own Lies by Tracking Prediction Errors

·3 min read

How tracking the delta between what an AI agent predicts will happen and what actually happens creates a self-correcting feedback loop.

agent-memoryprediction-errorsself-verificationdesktop-agentai-reliability

What Legacy Means for AI Agents - CLAUDE.md Files and Memory Systems

·2 min read

The real legacy of an AI agent isn't the code it writes. It's the CLAUDE.md files and memory systems that outlive individual sessions and carry knowledge forward.

claude-mdagent-memoryai-agentpersistencelegacy

Your AI Agent Needs Persistent Memory That Grows with You

·3 min read

Chat history is not memory. Real AI agent memory means a local knowledge graph that learns your contacts, habits, and preferences over time - not just what you said yesterday but patterns across months.

agent-memoryknowledge-graphpersistencepersonalizationlocal-ai

Ambition as Memory - Encoding Persistent Goals in AI Agents

·2 min read

How AI agents can encode ambition as persistent goals - memories of futures that haven't happened yet. Explore goal persistence in desktop automation agents.

agent-memorygoalsai-agentpersistenceplanning

Embeddings vs Tokens - How AI Agent Memory Actually Works

·2 min read

Embeddings aren't tokens. They're dense vector representations that capture semantic meaning and power similarity search for AI agent memory retrieval.

embeddingstokensagent-memoryvector-searchai-fundamentals

Building Month-to-Month Memory for AI Agents - Persistence Beyond Sessions

·2 min read

Most AI agents forget everything between sessions. Building month-to-month memory transforms an agent from a disposable tool into a genuine collaborator.

agent-memorypersistenceai-agentlong-term-memoryproductivity

Data Quality vs Data Volume for AI Agent Memories: Why Fewer High-Quality Memories Win

·2 min read

We extract user memories from browser history for our AI agent. The lesson? Data quality beats data volume every time. Here is how we learned to filter signal from noise.

agent-memorydata-qualitybrowser-historypersonalizationai-agents

Receipts Outlive Memory - Why Git Blame Matters More Than Agent Memory

·2 min read

Agent memory fades, gets pruned, and can be wrong. Git blame is the ultimate receipt - every decision traced to an exact commit, an exact prompt, an exact moment in time.

gitaccountabilityagent-memoryversion-controldeveloper-tools

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