closed-loop learning — 2 Technical Articles

Apr 11, 2026 · Artificial Intelligence

Inside Hermes Agent: How Its Closed‑Loop Learning Architecture Transforms AI Assistants

Hermes Agent introduces a closed‑loop learning architecture that adds result evaluation, pattern extraction, and persistent user modeling to the traditional receive‑plan‑execute‑return cycle, offering searchable FTS5‑based memory, autonomous skill creation, multi‑platform messaging, provider‑agnostic model switching, and built‑in research tools for AI developers.

FTS5Hermes AgentLLM summarization

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Inside Hermes Agent: How Its Closed‑Loop Learning Architecture Transforms AI Assistants

Machine Learning Algorithms & Natural Language Processing

Feb 28, 2026 · Artificial Intelligence

From Prompt Learning to SIPDO: The Closed‑Loop Evolution Driving Continuous Innovation

The article traces how prompt optimization has mirrored the historical evolution of parameter learning, outlines four development phases—from evolutionary search to beyond‑first‑order methods—and explains how SIPDO’s synthetic‑data feedback and difficulty‑progression create a closed‑loop system that yields consistent performance gains across LLM benchmarks.

AILLMPrompt Optimization

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From Prompt Learning to SIPDO: The Closed‑Loop Evolution Driving Continuous Innovation