II.
SkillArea JSON
Structured · liveskill-area:prompt-instruction-tuning-agents
Prompt and Instruction Tuning for Agents json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:prompt-instruction-tuning-agents",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-ml-data-agent-task-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Prompt and Instruction Tuning for Agents",
"description": "Iterating agent behavior through prompt and instruction changes - role\ndefinitions, system constraints, format steering, and eval-backed tuning.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:claudekit",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:everything-claude-code",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:superpowers",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:cog-second-brain",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:pilot-shell",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:planning-with-files",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "specialization:automaker",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
}
],
"incomingEdges": [
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "lib-agent:ai-agents-conversational--few-shot-curator",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--intent-taxonomy-expert",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--few-shot-example-gen",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--llm-classifier",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--prompt-template-design",
"to": "skill-area:prompt-instruction-tuning-agents",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
}
]
}