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Tagged articles

Capability Packages

2 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Aug 12, 2026 · R&D Management

Scaling AI Pilots: Reuse Validated Capability Packages, Not Agent Instances

The article argues that scaling AI pilots requires reusing validated capability packages—including business semantics, Skills, tool contracts, governance, evaluation assets, and operational mechanisms—rather than copying Agent instances, emphasizing stable core vs. configurable scenario adaptation, phased expansion with admission assessments, unified maintenance responsibilities, and metrics tracking reuse rates and cost reduction.

AI implementationAI scalingAgent reuse
0 likes · 15 min read
Scaling AI Pilots: Reuse Validated Capability Packages, Not Agent Instances
Data Bricklaying Diary
Data Bricklaying Diary
Aug 4, 2026 · Artificial Intelligence

Enterprise Agent Experience Reuse: From Knowledge to Governed Capability Packages

This article outlines a four-step framework for converting employee expertise into reusable enterprise agent capabilities: distilling tacit knowledge into organizational knowledge, encapsulating stable task methods as Skills, connecting data and tools via MCP, and packaging them into governed capability bundles with versioning, permissions, and evaluation assets for controlled reuse and continuous improvement.

Agent GovernanceCapability PackagesContinuous Improvement
0 likes · 16 min read
Enterprise Agent Experience Reuse: From Knowledge to Governed Capability Packages