Research · engineering · Aug 28, 2026
Understanding AI
How a trained model becomes a useful product, an agent, and eventually a governed system.
sources covered
User-provided model-to-agent study note; ISO/IEC AI terminology, ML-system, lifecycle, data-quality, management-system, and impact-assessment standards; OECD AI system classification; NIST AI RMF, AI Use Taxonomy, agent-tool taxonomy, GenAI profile, secure-development guidance, and TEVV work; primary papers on Transformers, scaling, post-training, RAG, inference, memory, tools, agents, multi-agent systems, and evaluation; MCP 2026-07-28; A2A 1.0; OpenTelemetry GenAI conventions; OWASP Agentic Top 10 2026; durable-workflow and secure/reliable-systems documentation.