II.
SkillArea JSON
Structured · liveskill-area:hallucination-mitigation-fact-checking
Hallucination Mitigation and Fact Checking json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:hallucination-mitigation-fact-checking",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Hallucination Mitigation and Fact Checking",
"description": "Reducing unsupported model claims - grounding strategies, verification\nloops, source citation discipline, and factuality evaluation.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:hallucination-mitigation-fact-checking",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:hallucination-mitigation-fact-checking",
"to": "skill-area:retrieval-augmented-generation",
"kind": "requires_skill_area"
},
{
"from": "skill-area:hallucination-mitigation-fact-checking",
"to": "skill-area:eval-driven-development",
"kind": "requires_skill_area"
}
],
"incomingEdges": [
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "lib-agent:ai-agents-conversational--prompt-injection-defender",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--safety-auditor",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--system-prompt-engineer",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--guardrails-ai-setup",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--nemo-guardrails",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--prompt-injection-detector",
"to": "skill-area:hallucination-mitigation-fact-checking",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
}
]
}