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version governance

3 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Sep 18, 2026 · Artificial Intelligence

High-Quality Data Annotation: Business Rules, Expert Disagreements & Arbitration Mechanisms

This article explains how high-quality data annotation requires defining annotation units, business rules, evidence requirements, and rejection criteria, then using double-blind annotation, disagreement classification, expert arbitration, and version governance to ensure correctness, rather than relying solely on inter-annotator agreement metrics.

Data Annotationactive learningbusiness rules
0 likes · 29 min read
High-Quality Data Annotation: Business Rules, Expert Disagreements & Arbitration Mechanisms
Frontline Investigation
Frontline Investigation
Sep 17, 2026 · R&D Management

Why Expanding Knowledge Bases Make Outdated Answers More Convincing

This article explores why updated knowledge bases often still surface outdated answers, explaining how older content's completeness and familiarity outweigh newer, conditional rules, and argues for embedding version context, applicability conditions, and source traceability into AI-generated answers to maintain trustworthiness.

Knowledge BaseLLMNIST AI RMF
0 likes · 11 min read
Why Expanding Knowledge Bases Make Outdated Answers More Convincing
Data Bricklaying Diary
Data Bricklaying Diary
Sep 15, 2026 · Backend Development

Beyond 'Everything Is a Plugin': Defining Production Responsibility in Agent Harness

The article argues that a composable agent runtime alone is insufficient for production; it requires action contracts for external side effects, version binding with impact analysis, and independent audit evidence for task completion, with clear responsibility boundaries across runtime, plugins, action gateways, and human operators.

Agent Runtimeaction contractsaudit evidence
0 likes · 18 min read
Beyond 'Everything Is a Plugin': Defining Production Responsibility in Agent Harness