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memory layer

4 articles · Page 1 of 1
Big Data and Microservices
Big Data and Microservices
Sep 13, 2026 · Artificial Intelligence

Choosing an Agent Memory Layer: 7 Critical Decision Points from Write Timing to Forgetting

This guide compares six major agent memory systems—Mem0, Graphiti, Letta, Cognee, Supermemory, and Mnemovela—across seven decision points including write timing, conflict resolution, forgetting strategies, and context assembly, helping engineers select the right memory architecture for their AI agents.

AI AgentsAgent MemoryCognee
0 likes · 30 min read
Choosing an Agent Memory Layer: 7 Critical Decision Points from Write Timing to Forgetting
JavaEdge
JavaEdge
Sep 4, 2026 · Artificial Intelligence

GBrain: Why Markdown & Knowledge Graphs Beat Databases for Agent Brains

This article dissects GBrain, an open-source AI agent brain that stores knowledge as Markdown in Git, builds a zero-LLM-cost knowledge graph via regex, and achieves 49.1% P@5 retrieval precision — 31 points higher than vector search alone — through hybrid retrieval, a nightly Dream Cycle for knowledge maintenance, and a clear separation between durable world knowledge (Brain) and operational state (Memory).

AI AgentDream CycleGBrain
0 likes · 20 min read
GBrain: Why Markdown & Knowledge Graphs Beat Databases for Agent Brains
inShocking
inShocking
May 17, 2026 · Artificial Intelligence

5 Must‑Watch Tech Projects This Week: Agent Engineering, Rust CLI Tools, and the Dawn of an Agent Economy

This roundup highlights five noteworthy projects—Claude Code engineering skills, a Rust‑based terminal programming Agent, a persistent memory layer for AI coding Agents, the GPU‑accelerated Zed 1.0 editor, and pay.sh’s native Agent payment gateway—each illustrating a different layer of Agent engineering and its emerging ecosystem.

AI AgentsCLIPayment Infrastructure
0 likes · 10 min read
5 Must‑Watch Tech Projects This Week: Agent Engineering, Rust CLI Tools, and the Dawn of an Agent Economy