II.
Domain overview
Reference · livedomain:ml-ai
ML/AI overview
ML/AI domain aligned manually from the imported technical-domain layer. Atlas uses it as the broad umbrella above model fine-tuning, inference-serving, and agent-oriented AI application work.
Attributes
displayName
ML/AI
description
ML/AI domain aligned manually from the imported technical-domain layer.
Atlas uses it as the broad umbrella above model fine-tuning,
inference-serving, and agent-oriented AI application work.
Outgoing edges
contains19
- specialization:ai-agents-conversational·Specialization
- specialization:llm-fine-tuning·SpecializationLLM Fine-tuning
- specialization:ml-inference-serving·SpecializationML Inference Serving
- topic:claude-code-mcp·TopicClaude Code MCP Integration
- topic:agent-context-management·TopicAgent Context Management
- topic:agent-tool-use·TopicAgent Tool Use
- topic:multi-agent-orchestration·TopicMulti-Agent Orchestration
- topic:vibe-kanban·TopicVibe-Kanban
- topic:agent-run-lifecycle·TopicAgent Run Lifecycle
- topic:parallel-agent-execution·TopicParallel Agent Execution
- topic:agent-process-library·TopicAgent Process Library
- topic:agent-effect-system·TopicAgent Effect System
- topic:agent-plugin-system·TopicAgent Plugin System
- topic:a2a-protocol·TopicAgent-to-Agent (A2A) Protocol
- topic:agent-dispatch·TopicAgent Dispatch
- topic:event-driven-dispatch·TopicEvent-Driven Dispatch
- topic:human-in-the-loop·TopicHuman-in-the-Loop
- topic:agent-session-management·TopicAgent Session Management
- topic:agent-orchestration-products·TopicAgent Orchestration Products
Incoming edges
applies_to155
- benchmark:promptbench·BenchmarkPromptBench
- benchmark:agentboard·BenchmarkAgentBoard
- benchmark:lmsys-arena·BenchmarkChatbot Arena (LMSYS)
- benchmark:arc-agi-3·BenchmarkARC-AGI 3
- skill-area:churn-prediction·SkillAreaChurn Prediction
- skill-area:adaptive-learning-systems·SkillAreaAdaptive Learning Systems
- skill-area:llm-evaluation·SkillAreaLLM Evaluation
- skill-area:inference-optimization·SkillAreaInference Optimization
- skill-area:model-compression·SkillAreaModel Compression
- skill-area:embedding-strategy·SkillAreaEmbedding Strategy
- skill-area:AI-safety-alignment·SkillAreaAI Safety & Alignment
- skill-area:red-teaming-AI·SkillAreaAI Red Teaming
- skill-area:synthetic-data-generation·SkillAreaSynthetic Data Generation
- skill-area:multi-modal-AI·SkillAreaMulti-Modal AI
- skill-area:AI-agent-evaluation·SkillAreaAI Agent Evaluation
- skill-area:token-optimization·SkillAreaToken Optimization
- stack-profile:llm-fine-tuning·StackProfileLLM Fine-Tuning Stack (PyTorch, HuggingFace, PEFT/LoRA, W&B, vLLM)
- stack-profile:multi-agent-orchestration·StackProfile
- stack-profile:agentic-rag·StackProfileAgentic RAG Stack (LlamaIndex, ChromaDB, LangChain, FastAPI, React)
- stack-profile:voice-ai-agent·StackProfileVoice AI Agent Stack (Whisper, TTS, WebSocket, FastAPI, React)
- stack-profile:insurance-claims-processing·StackProfileInsurance Claims Processing Stack (Python, FastAPI, PostgreSQL, Kafka, OCR/ML)
- stack-profile:legal-document-automation·StackProfileLegal Document Automation Stack (Python, NLP, Elasticsearch, FastAPI, React, S3)
- stack-profile:ai-code-review-pipeline·StackProfile
- stack-profile:autonomous-agent-fleet·StackProfile
- stack-profile:prompt-engineering-workbench·StackProfilePrompt Engineering Workbench (TypeScript, React, PostgreSQL, LLM APIs, Redis)
- stack-profile:synthetic-data-generation·StackProfileSynthetic Data Generation Stack (Python, PyTorch, FastAPI, PostgreSQL, S3)
- stack-profile:ai-safety-guardrails·StackProfileAI Safety / Guardrails Stack (Python, OPA, FastAPI, Redis, Prometheus)
- stack-profile:rag-stack·StackProfileRAG Application Stack (Python + LangChain + ChromaDB + FastAPI)
- stack-profile:ai-agent-stack·StackProfileAI Agent Stack (LLM, Vector DB, Orchestration, Memory)
- role:applied-scientist·RoleApplied Scientist
- role:machine-learning-ops-engineer·RoleMachine Learning Ops Engineer
- role:nlp-engineer·RoleNLP Engineer
- role:reinforcement-learning-engineer·RoleReinforcement Learning Engineer
- role:ai-trainer·RoleAI Trainer
- role:annotation-lead·RoleAnnotation Lead
- role:staff-data-scientist·RoleStaff Data Scientist
- role:head-of-AI·RoleHead of AI
- role:ai-researcher·RoleAI Researcher
- role:prompt-engineer·RolePrompt Engineer
- role:ai-ethics-researcher·RoleAI Ethics Researcher
- role:ai-product-manager·RoleAI Product Manager
- term:agent-host-transport·TermAgentHostTransport
- term:agent-platform-impl·TermAgentPlatformImpl
- term:agent-product·TermAgentProduct
- term:agent-recipe·TermAgent Recipe
- term:agent-runtime-impl·TermAgentRuntimeImpl
- term:agent-version·TermAgentVersion
- term:capability-profile·TermCapabilityProfile
- term:capability-support·TermCapabilitySupport
- term:capability·TermCapability
- term:discovery-signal·TermDiscoverySignal
- term:effect·TermEffect
- term:eval-result·TermEvalResult
- term:eval-run·TermEvalRun
- term:hybrid-agentic-system·TermHybrid Agentic System
- term:two-loops-control-plane·TermTwo-loops control plane
- term:symbolic-orchestrator·TermSymbolic Orchestrator
- term:symbolic-logic-surface·TermSymbolic logic surface
- term:interaction-pattern·TermInteractionPattern
- term:interaction-primitive-category·TermInteractionPrimitiveCategory
- term:interaction-primitive·TermInteractionPrimitive
- term:large-language-model·TermLarge Language Model
- term:mcp·TermModel Context Protocol
- term:mcptransport·TermMCPTransport
- term:modality·TermModality
- term:model-family·TermModelFamily
- term:model-transport-protocol·TermModelTransportProtocol
- term:model-version·TermModelVersion
- term:retrieval-augmented-generation·TermRetrieval-Augmented Generation
- term:session-model·TermSessionModel
- term:session-semantics·TermSessionSemantics
- term:shared-context-spec·TermSharedContextSpec
- term:skill·TermSkill
- term:subagent·TermSubagent
- term:retrieval-augmented-generation-setup·TermRetrieval-Augmented Generation (RAG) Setup
- term:prompt-engineering-context-management·TermPrompt Engineering and Context Management
- term:chain-of-thought-prompting-multi-turn-dialogue·TermChain-of-Thought Prompting and Multi-turn Dialogue
- term:llm-fine-tuning-adaptation·TermLLM Fine-tuning and Adaptation
- term:embedding-generation-similarity-search·TermEmbedding Generation and Similarity Search
- term:inference-serving-optimization·TermInference and Serving Optimization
- term:llm-monitoring-logging·TermLLM Monitoring and Logging
- term:context-window-management·TermContext Window Management
- term:tool-integration-architecture·TermTool-Integration Architecture
- term:state-management-memory-persistence·TermState Management and Memory Persistence
- term:multi-agent-coordination-messaging·TermMulti-Agent Coordination and Messaging
- term:environment-context-adaptation·TermEnvironment and Context Adaptation
- term:containerization-orchestration·TermContainerization and Orchestration
- term:secret-secure-config-management·TermSecret and Secure Config Management
- term:observability-monitoring-logging-alerting·TermObservability and Monitoring (Logging, Alerting)
- term:incident-on-call-management·TermIncident and On-Call Management
- term:version-control-gitops·TermVersion Control and GitOps
- term:ci-cd-release-orchestration·TermCI/CD and Release Orchestration
- term:infrastructure-as-code-configuration-management·TermInfrastructure as Code and Configuration Management
- term:rate-limiting·TermRate Limiting
- term:dependency-injection·TermDependency Injection
- term:progressive-enhancement·TermProgressive Enhancement
- term:infinite-scroll·TermInfinite Scroll
- term:feature-store-architecture·TermFeature Store Architecture
- term:drift-detection·TermDrift Detection
- term:transfer-learning·TermTransfer Learning
- term:fine-tuning-models·TermFine-Tuning Models
- term:active-learning·TermActive Learning
- term:federated-learning·TermFederated Learning
- term:continual-learning·TermContinual Learning
- term:ab-testing-models·TermA/B Testing for Models
- term:performance-metrics-monitoring·TermPerformance Metrics Monitoring
- term:logging-metrics-aggregation·TermLogging and Metrics Aggregation
- term:anomaly-detection-predictions·TermAnomaly Detection in Predictions
- term:model-rollback-strategies·TermModel Rollback Strategies
- term:dag-pipelines·TermDirected Acyclic Graph (DAG) Pipelines
- term:workflow-orchestration-tools·TermWorkflow Orchestration Tools
- term:automl-pipelines·TermAutomated Machine Learning (AutoML) Pipelines
- term:hyperparameter-tuning·TermHyperparameter Tuning
- term:model-registry-patterns·TermModel Registry Patterns
- term:ci-cd-machine-learning·TermCI/CD for Machine Learning
- term:multi-agent-systems·TermMulti-Agent Systems
- term:memory-based-agents·TermMemory-based Agents
- term:chain-of-thought-orchestration·TermChain-of-Thought Orchestration
- term:tool-driven-agent·TermTool-Driven Agent
- term:agent-environment-loop·TermAgent and Environment Loop
- term:hierarchical-agent-architectures·TermHierarchical Agent Architectures
- term:instruction-tuned-llms·TermInstruction-Tuned LLMs
- term:chain-of-thought-prompting·TermChain-of-Thought Prompting
- term:fine-tuning-full-lora-peft·TermFine-Tuning (Full / LoRA / PEFT)
- term:system-user-prompting-layers·TermSystem and User Prompting Layers
- term:coordinator-pattern·TermCoordinator Pattern
- term:modular-architecture-mobile·TermModular Architecture
- term:gesture-based-interaction·TermGesture-Based Interaction
- term:composable-ui·TermComposable UI
- term:declarative-ui·TermDeclarative UI
- term:bottom-sheet·TermBottom Sheet
- term:navigation-drawer·TermNavigation Drawer
- term:tab-navigation·TermTab Navigation
- term:mobx-pattern·TermMobX Pattern
- term:riverpod-pattern·TermRiverpod Pattern
- term:view-recycling·TermView Recycling
- term:memory-cache-management·TermMemory Cache Management
- term:navigation-stack·TermNavigation Stack
- term:modal-navigation·TermModal Navigation
- term:network-aware-pattern·TermNetwork-Aware Pattern
- term:resource-pooling·TermResource Pooling
- term:lazy-resource-loading·TermLazy Resource Loading
- term:batch-training·TermBatch Training
- term:online-training·TermOnline Training
- term:serverless-deployment·TermServerless Deployment
- term:edge-deployment·TermEdge Deployment
- term:rolling-updates·TermRolling Updates
- term:shadow-deployment·TermShadow Deployment
- term:feature-importance-analysis·TermFeature Importance Analysis
- term:counterfactual-explanations·TermCounterfactual Explanations
- term:partial-dependence-plots·TermPartial Dependence Plots
- term:surrogate-models-explainability·TermSurrogate Models for Explainability
- term:test-set·TermTestSet
- term:tool-descriptor·TermToolDescriptor
- term:tool-server·TermToolServer
applies_to_domain1
- workflow:model-training-pipeline·WorkflowModel Training Pipeline
belongs_to_domain10
- topic:prompt-injection·TopicPrompt Injection
- topic:hallucination-mitigation·TopicHallucination Mitigation
- topic:model-interpretability·TopicModel Interpretability
- topic:bias-in-AI·TopicBias in AI
- topic:AI-regulation·TopicAI Regulation
- topic:autonomous-agents-safety·TopicAutonomous Agents Safety
- topic:multi-agent-communication·TopicMulti-Agent Communication
- topic:tool-use-patterns·TopicTool Use Patterns
- topic:context-engineering·TopicContext Engineering
- topic:retrieval-augmented-generation-patterns·TopicRAG Patterns
lib_applies_to_domain3
- tool-server:mcp-langchain-adapters·ToolServerLangChain MCP Adapters
- tool-server:mcp-crewai-enterprise·ToolServerCrewAI Enterprise MCP Server
- tool-server:mcp-autogen-tools·ToolServerAutoGen MCP Tools Extension