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Reference Architecture for AI
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Harness Pattern
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Patterns 12 Core
Data Local Only
RA/AI
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Articles

Articles

Harness engineering, context architecture and production agent systems. Plus an archive of earlier work on Redis-based NLP pipelines.

  • 8 Sep 2026 5 min

    The Terraphim Engine: Six Layers, Fifty-Two Crates

    How the engine behind this reference architecture is actually decomposed: six layers, single-responsibility crates, and why that boundary discipline is what makes an agent system auditable.

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  • 7 Sep 2026 10 min

    The MCP-Native Agent Architecture

    Why Model Context Protocol is the missing link between probabilistic LLMs and production-grade agent orchestration — a reference architecture drawn from Terraphim

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  • 6 Sep 2026 6 min

    Harness Engineering for Self-Improving Agents

    Proposed reference pattern for supervised feedback loops that make AI agent behavior measurable and improvable

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Archive

Earlier work from the Redis and RedisGears era of this project. Kept for reference; not current guidance.

  • 2022

    Turning Open Source project into Product with Redis Enterprise

  • 2022

    Announcing Reference Architecture for AI

Reference Architecture for AI
Production Agent Systems by Applied Knowledge Systems
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