Agentic AI Atlasby a5c.ai
OverviewWikiGraphFor AgentsEdgesSearchWorkspace
/
GitHubDocsDiscord
iiRecord
Agentic AI Atlas · AI Agent Development
skill-area:ai-agent-developmenta5c.ai
Search record views/
Record · tabs

Available views

II.Record viewspp. 1 - 1
overviewjsongraph
II.
SkillArea JSON

skill-area:ai-agent-development

Structured · live

AI Agent Development json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · domain/skill-areas/skill-areas-missing.yamlCluster · domain
Record JSON
{
  "id": "skill-area:ai-agent-development",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-missing.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "AI Agent Development",
    "description": "Building autonomous and semi-autonomous AI agents with tool use, memory,\nand multi-step reasoning. Covers agent frameworks, prompt engineering for\nagentic tasks, and evaluation of agent reliability and safety.\n",
    "domains": [
      "domain:software-engineering"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:ai-agent-development",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:multi-agent-coordination",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "required"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:prompt-engineering",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:agentic-loops",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:tool-use",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:context-management",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:eval-driven-development",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:agent-planning-reasoning",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:agent-simulation-testing",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:agent-debugging-logging",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:tool-service-integration-agents",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:chain-of-thought-multistep-orchestration",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:reinforcement-learning-agents",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:prompt-instruction-tuning-agents",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:safety-redteaming",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:multi-turn-tool-use",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:orchestration-loop",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:hallucination-mitigation-fact-checking",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:rlhf-systems",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:ai-evaluation",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:llm-observability",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:llm-summarization-qa",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:medical-agent",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:travel-itinerary-planning",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "orch-primitive:agent-dispatch",
      "to": "skill-area:ai-agent-development",
      "kind": "orch_requires_skill_area",
      "attributes": {}
    },
    {
      "from": "orch-primitive:agent-selection",
      "to": "skill-area:ai-agent-development",
      "kind": "orch_requires_skill_area",
      "attributes": {}
    },
    {
      "from": "orch-primitive:context-injection",
      "to": "skill-area:ai-agent-development",
      "kind": "orch_requires_skill_area",
      "attributes": {}
    },
    {
      "from": "presentation:ai-elements",
      "to": "skill-area:ai-agent-development",
      "kind": "used_for",
      "attributes": {}
    },
    {
      "from": "agent:cyclop-one",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:cli-anything",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:nanny",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:nanoclaw",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:devin",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:bolt",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:openai-agents-sdk",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:openclaw",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:sweep-ai",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:paperclip",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "agent:pikiclaw",
      "to": "skill-area:ai-agent-development",
      "kind": "integrates_with",
      "attributes": {}
    },
    {
      "from": "framework:langchain",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:langgraph",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:crewai",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:autogen",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:pydantic-ai",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:semantic-kernel",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:mastra",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:google-adk",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:vercel-ai-sdk",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:open-webui",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:chatbot-ui",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "framework:librechat",
      "to": "skill-area:ai-agent-development",
      "kind": "used_by_skill_area",
      "attributes": {}
    },
    {
      "from": "skill-area:retrieval-augmented-generation",
      "to": "skill-area:ai-agent-development",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:coding-agent-platform",
      "to": "skill-area:ai-agent-development",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:autonomous-agent-fleet",
      "to": "skill-area:ai-agent-development",
      "kind": "requires_skill_area"
    },
    {
      "from": "tool:aider",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:continue-dev",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:cline",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:sweep",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:bolt-new",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:lovable",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:v0-dev",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:litellm",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:openrouter",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:portkey-ai",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:helicone",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:braintrust-proxy",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:mem0",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:zep",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:agentmemory",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:memories-sh",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:utcp-code-mode",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:tambo",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:cloudflare-agent-memory",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:memories-sh",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:memori-labs",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:vercel-ai-memory",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:micro-skills",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:auto-research-claw",
      "to": "skill-area:ai-agent-development",
      "kind": "tool_used_by",
      "attributes": {}
    },
    {
      "from": "tool:n8n",
      "to": "skill-area:ai-agent-development",
      "kind": "used_for"
    },
    {
      "from": "lib-agent:meta--agent-designer",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:meta--quality-assessor",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:meta--skill-designer",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:meta--specialization-curator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--antigravity",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--claude-agent-sdk-custom-agent",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--codex",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--cursor",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--custom-agent-shared-assimilation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--gemini-cli",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--generic",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--github-copilot",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--langchain-langgraph-custom-agent",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--oh-my-pi",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--openai-agents-sdk-custom-agent",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--openclaw",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--opencode",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--pi",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--shared-assimilation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--vercel-ai-sdk-custom-agent",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--methodology-assimilation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:meta--plugin-creation",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--agent-generator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--process-analyzer",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--process-integrator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--process-validator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--skill-generator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--specialization-researcher",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:meta--specialization-validator",
      "to": "skill-area:ai-agent-development",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}

Shortcuts

Back to overview
Open graph tab