II.
SkillArea JSON
Structured · liveskill-area:context-management
LLM Context Management json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:context-management",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "LLM Context Management",
"description": "Managing the context window — summarization, hierarchical memory,\nretrieval, and pruning strategies.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:context-management",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:llm-summarization-qa",
"to": "skill-area:context-management",
"kind": "requires_skill_area"
},
{
"from": "skill-area:agent-planning-reasoning",
"to": "skill-area:context-management",
"kind": "requires_skill_area"
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:context-management",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:agentic-rag",
"to": "skill-area:context-management",
"kind": "requires_skill_area"
},
{
"from": "tool:mem0",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:zep",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:agentmemory",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:memories-sh",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:napkin",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:token-optimizer",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:cloudflare-agent-memory",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:memories-sh",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:vercel-ai-memory",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:imptokens",
"to": "skill-area:context-management",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "lib-agent:ai-agents-conversational--conversation-repair-expert",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--cost-optimizer",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--memory-architect",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--semantic-memory-curator",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--state-machine-designer",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--user-profile-builder",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--entity-memory-extraction",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--langchain-memory",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--langgraph-checkpoint",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--mem0-integration",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--memory-summarization",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--prompt-compression",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--redis-memory-backend",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--zep-memory-integration",
"to": "skill-area:context-management",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "responsibility:ai-agent-usage-review",
"to": "skill-area:context-management",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:ai-champion",
"to": "skill-area:context-management",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:explorer",
"to": "skill-area:context-management",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:planner",
"to": "skill-area:context-management",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:bug-triager",
"to": "skill-area:context-management",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:multi-agent-orchestration-review",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-usage-review",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:llm-cost-optimization",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-inference-cost-review",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:editorial-workflow-management",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:ai-usage-review",
"to": "skill-area:context-management",
"kind": "requires_skill_area",
"attributes": {}
}
]
}