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Provenance Tracking

2 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Oct 26, 2026 · Artificial Intelligence

Why a Single Correction Shouldn't Become an Agent's Long-Term Memory

The article argues that agent long-term memory must distinguish personal preferences, task facts, and enterprise rules, requiring corrections to capture provenance, approval, scope, permissions, and expiry; it details a structured metadata schema, validation across applicable, inapplicable, and revoked scenarios, and propagation of invalidation to indexes, caches, and in-flight tasks while preserving audit history.

AI AgentsAgent MemoryAudit Trail
0 likes · 9 min read
Why a Single Correction Shouldn't Become an Agent's Long-Term Memory
Data Bricklaying Diary
Data Bricklaying Diary
Oct 20, 2026 · R&D Management

Organizing Maintenance Knowledge: Start from a Concrete Work Order, Not Document Piles

The article describes a methodology for organizing maintenance knowledge by starting from a specific work order, distinguishing regulatory requirements, system records, and expert experience, preserving provenance with W3C PROV, building a judgment basis checklist, modeling with OPM, and validating with independent work orders to ensure traceable, gap-aware knowledge for AI assistants.

AI assistantOPMProvenance Tracking
0 likes · 15 min read
Organizing Maintenance Knowledge: Start from a Concrete Work Order, Not Document Piles