Sep 2, 2026 · Artificial Intelligence

From More Agents to Context‑Layered AI Tools: Principles, Methods, Practices

The article proposes a five‑layer framework for enterprise AI toolbuilding that shifts classification from technical forms like agents or workflows to the specificity of business context, outlines shared Enterprise Context Fabric, distinct KPIs per layer, and five guiding principles culminating in a single entry point with shared capabilities and context specialization.

AI GovernanceAI Product StrategyAI tool architecture

0 likes · 19 min read

From More Agents to Context‑Layered AI Tools: Principles, Methods, Practices

AI Engineer Programming

Jun 9, 2026 · Artificial Intelligence

How Pi Works: Agent Architecture, Tools, Interactive UI, and Skills

The article breaks down Pi, a minimalist programming agent, explaining its two‑layer architecture, the iterative agent loop, a four‑tool set, extensible extensions, layered context construction, and reusable Skills, showing why a clear design, not tool count, determines an agent’s capability.

AI agentAgent ArchitectureContext layering

0 likes · 6 min read

How Pi Works: Agent Architecture, Tools, Interactive UI, and Skills