78+ Specialized Brain Modules
Modular cognitive capabilities organized into functional categories, composable into sophisticated reasoning workflows
Core Intelligence
Cognitive Generation
Orchestrates text generation workflows combining reasoning, memory, and language processing
Advanced Reasoning
Multi-step logical reasoning, causal inference, analogical reasoning, and critical thinking
Thought Processing
Converts internal reasoning representations into natural language
Embeddings
Vector representations for semantic search and similarity operations
Memory & Context
Memory Graph
Graph-based knowledge representation with semantic clustering and relationship tracking
Conversational Memory
Maintains dialogue context and history across sessions
Memory Processing
Encoding, retrieval, and consolidation of memories
Context Enrichment
Enhances context with relevant information from memory
Reasoning Strategies
Forest Routing (Tree-of-Thought)
Multi-path exploration for complex problems with probabilistic search
Chain-of-Thought
Step-by-step problem solving with intermediate reasoning steps
Monte Carlo Thought Search
Probabilistic reasoning with search-based exploration
Symbolic Reasoning
Logical deduction and symbolic problem solving
Complexity Detection
Automatically selects appropriate reasoning methods based on query complexity
Evaluation & Observability
Evaluation Harness
Built-in evaluation framework for continuous assessment and validation
Observability Metrics
Comprehensive telemetry and monitoring for production deployments
Performance Tracking
Tracks latency, throughput, and resource utilization
Quality Assurance
Automatic quality checks and reliability monitoring
Constraint & Safety
Constraint Runtime
Explicit constraint handling and safety envelopes embedded into execution
Guardrails
Content filtering and safety boundaries
Resource Management
Automatic resource allocation and limit enforcement
Language & Communication
Neural Grammar
Linguistic structure processing
Natural Language Flow
Coherent text sequence generation
Response Naturalization
Adapts outputs for natural conversation
Linguistic Priors
Knowledge about language patterns and structures
Analysis & Processing
Code Analysis
Processes and understands programming languages (Python, JavaScript, etc.)
Document Orchestration
Structured document processing (PDF, Markdown, text, RTF)
Vision Analysis
Image processing and understanding (PNG, JPEG, WEBP, HEIC, HEIF)
Web Scraping
Extracts and processes web content
Search & Retrieval
Semantic Search
Advanced search capabilities with semantic understanding
Vector Search
High-performance similarity search using embeddings
Research Agents
Deep research with multi-query searches and synthesis
Multi-Agent Systems
Agent Coordination
Orchestrates multiple specialized agents
Agent Pipelines
Complex workflows using multiple agents
Collaborative Reasoning
Multiple agents working together to solve problems
Personality & Style
Personality Response
Generates responses aligned with configured personality traits
Style Transfer
Adapts output style to match specified characteristics
Emotional Inference
Models and reasons about emotional states
Automatic Discovery & Composition
Modules are automatically discovered, registered, and composed into cognitive workflows
Auto-Discovery
Modules are automatically discovered and registered on system startup. No manual configuration required.
Dependency Resolution
Automatic dependency resolution ensures modules execute in the correct order with required resources.
Isolated Execution
Each module is independent and testable. Failures are isolated without cascading effects.
Extensible by Design
Build custom modules to extend Mavaia's capabilities for your specific domain or use case
from mavaia_core.brain.base_module import BaseBrainModule
class CustomModule(BaseBrainModule):
@property
def metadata(self):
return ModuleMetadata(
name="custom_module",
version="1.0.0",
operations=["analyze", "transform"],
enabled=True
)
def execute(self, operation, params):
# Your custom logic here
return {"result": "..."}
# Module is automatically discovered and available via APIRequest Private Deployment
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Developer Access
Explore the SDK, API documentation, and module development resources.