Domain-Specific Intelligence Task
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A Domain-Specific Intelligence Task is an intelligence task that is a domain-specific task.
- AKA: Specialized Intelligence Task, Narrow Intelligence Task, DSIT.
- Context:
- Input: Task Description, Domain Context
- Output: Domain-Specific Solution
- Measure: Domain Intelligence Performance Measures
- ...
- It can (typically) require Domain Expertise
- It can (typically) apply Domain-Specific Reasoning
- It can (typically) utilize Domain Knowledge Bases
- It can (often) need Domain-Specific Strategy
- It can (often) follow Domain-Specific Protocols
- ...
- It can range from being a Simple Domain Intelligence Task to being a Complex Domain Intelligence Task, depending on its task complexity
- It can range from being a Rule-Based Domain Task to being a Learning-Based Domain Task, depending on its solution approach
- It can range from being a Single-Goal Domain Task to being a Multi-Goal Domain Task, depending on its goal structure
- It can range from being a Deterministic Domain Task to being a Probabilistic Domain Task, depending on its uncertainty level
- ...
- It can be solved by a Domain-Specific Intelligence System (that implements domain-specific algorithms)
- It can maintain Domain State (for tracking)
- It can produce Domain Solutions (for evaluation)
- It can support Domain Decision Making (through specialized intelligence)
- ...
- Examples:
- Game Intelligence Tasks, such as:
- Chess Playing Tasks that require strategic thinking, position evaluation, and move planning in the chess domain
- Go Playing Tasks that involve territory control, tactical analysis, and stone placement using game strategy
- General Game-Playing Tasks that adapt game understanding and strategic planning across multiple game domains
- ...
- Content Intelligence Tasks, such as:
- Document Summarization Tasks that perform content analysis, key information extraction, and summary generation in the text domain
- Legal Document Analysis Tasks that identify legal concepts, case precedents, and statutory references in the legal domain
- Medical Diagnosis Tasks that analyze patient symptoms, medical history, and test results in the healthcare domain
- ...
- Domain Problem-Solving Tasks, such as:
- Financial Planning Tasks that optimize investment portfolios and assess financial risks using market analysis
- Architectural Design Tasks that balance structural requirements, aesthetic considerations, and building constraints
- Scientific Research Tasks that analyze experimental data, form hypothesises, and derive conclusions
- ...
- ...
- Game Intelligence Tasks, such as:
- Counter-Example(s):
- General Intelligence Tasks, which operate across multiple domains
- Simple Pattern Matching Tasks, which lack intelligent reasoning
- General Problem-Solving Tasks, which are not domain-specific
- See: Weak AI, Human-level Intelligence Task, Legal-Domain Intelligence Task, Domain Expertise, Narrow AI System.