Turning Harness into a Distributed Context Management System for Long‑Task Agents

The article explains why the reliability of long‑task agents now hinges on harness design rather than model strength, and details four harness innovations—programmatic tool calls, sub‑agents as isolation boundaries, context compression, and skill‑search priority—that Glean uses to build a distributed context management system.

Agent Harnesscontext compressiondistributed context management

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Turning Harness into a Distributed Context Management System for Long‑Task Agents

Architecture and Beyond

Apr 19, 2026 · Artificial Intelligence

How Hermes Agent Structures Persistent Memory, Skills, and Session Search

This article dissects Hermes Agent's three‑layer persistence model, skill discovery mechanisms, tool registration and scheduling, session‑search retrieval, and automated skill evolution, highlighting design trade‑offs, concurrency handling, and practical pitfalls for building robust AI‑driven agents.

AI agentsMemory ManagementSession Search

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How Hermes Agent Structures Persistent Memory, Skills, and Session Search

DataFunTalk

Jul 13, 2022 · Databases

Technical Analysis and Case Studies of Knowledge Graphs by Neo4j

This presentation explains where knowledge resides in data architectures, demonstrates knowledge‑graph‑driven skill discovery, metadata management, and semantic search, and concludes with a comparison of GraphQL and Cypher for graph queries, illustrated with real‑world Neo4j case studies.

CypherGraphQLKnowledge Graph

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Technical Analysis and Case Studies of Knowledge Graphs by Neo4j