AI Agents / LLM Portfolio

AI ability as operating discipline.

This section frames AI work as context packaging, workflow design, human review gates, MCP safety, verification, and release governance.

Capability map

Manufacturing MES and business-system maintenance

Seller commerce and fulfillment operations

External order, inbound, inventory, outbound, and dashboard workflows

Canonical order modeling and idempotent integration

Signed API, fail-closed, dry-run, masked-payload, and sync-verification boundaries

AI-assisted documentation, review, and release/version management

MCP / DB safety boundary

Screen-first public-safe portfolio evidence design

AI workflowPublic

Workflow case for AI-assisted documentation, review, test planning, version management, and public/private knowledge boundaries.

Markdown · Git · LLM Context · Review Workflow · Release Notes

Evidence: Workflow governance case

MCP safetyPublic-safe

Safe multi-database MCP workflow pattern for agent-assisted schema and query analysis.

MCP · Database · Query Validation · Security Boundary

Evidence: Safety boundary case