II.
Specialization JSON
Structured · livespecialization:ai-agents-conversational
specialization:ai-agents-conversational json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:ai-agents-conversational",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:ai-agents-conversational",
"to": "framework:langchain",
"kind": "uses_framework"
},
{
"from": "specialization:ai-agents-conversational",
"to": "framework:langgraph",
"kind": "uses_framework"
},
{
"from": "specialization:ai-agents-conversational",
"to": "framework:crewai",
"kind": "uses_framework"
},
{
"from": "specialization:ai-agents-conversational",
"to": "framework:autogen",
"kind": "uses_framework"
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{
"from": "specialization:ai-agents-conversational",
"to": "framework:pydantic-ai",
"kind": "uses_framework"
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{
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"to": "framework:semantic-kernel",
"kind": "uses_framework"
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{
"from": "specialization:ai-agents-conversational",
"to": "tool:langsmith",
"kind": "uses_tool"
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{
"from": "specialization:ai-agents-conversational",
"to": "domain:software-engineering",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:content-moderation",
"to": "specialization:ai-agents-conversational",
"kind": "contains"
},
{
"from": "domain:nlp",
"to": "specialization:ai-agents-conversational",
"kind": "contains"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "contains"
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{
"from": "domain:ml-ai",
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"kind": "contains",
"attributes": {}
},
{
"from": "skill-area:llm-summarization-qa",
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:hallucination-mitigation-fact-checking",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
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}
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
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{
"from": "skill-area:rlhf-systems",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
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{
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{
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"kind": "applies_to",
"attributes": {
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
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{
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"kind": "applies_to",
"attributes": {
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
"from": "skill-area:retrieval-augmented-generation",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
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{
"from": "skill-area:agentic-loops",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
"from": "skill-area:agent-planning-reasoning",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
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"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "secondary"
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{
"from": "skill-area:AI-agent-evaluation",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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"kind": "applies_to",
"attributes": {
"confidence": "primary"
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{
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{
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