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Technical writing on agent memory, MCP, and AI infrastructure.

1 March 2026·8 min read

Why Agent Memory Matters: The Context Problem in Multi-Agent Systems

Every time your AI agent starts a new conversation, it forgets everything. Here's why that's a bigger problem than you think — and what a proper memory layer looks like.

architecture
agents
mcp
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1 March 2026·12 min read

Building a Production MCP Memory Service: What We Learned

pgvector, HNSW indexing, multi-tenant row-level security, adaptive ef_search tuning — the engineering decisions behind Rembr's MCP memory server.

engineering
postgresql
mcp
vector-search
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