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ackneal.github.io

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Website
Neal Huang is a backend engineer specializing in distributed systems, search infrastructure, and AI/LLM engineering.
Explore capabilities
    get_profileAnswer

    Get Neal's concise professional profile, current role, and public links. Use for introductions and initial orientation. Career stages and projects provide supporting evidence for deeper assessment.

    View tool JSON
    {
      "name": "get_profile",
      "kind": "answer",
      "impl": "imperative",
      "description": "Get Neal's concise professional profile, current role, and public links. Use for introductions and initial orientation. Career stages and projects provide supporting evidence for deeper assessment.",
      "inputSchema": {
        "type": "object",
        "properties": {},
        "additionalProperties": false
      }
    }
    get_career_timelineAnswer

    Get Neal's career progression, newest first, and stable experience IDs. Use to understand role transitions or select experiences for deeper inspection.

    View tool JSON
    {
      "name": "get_career_timeline",
      "kind": "answer",
      "impl": "imperative",
      "description": "Get Neal's career progression, newest first, and stable experience IDs. Use to understand role transitions or select experiences for deeper inspection.",
      "inputSchema": {
        "type": "object",
        "properties": {},
        "additionalProperties": false
      }
    }
    get_experienceAnswer

    Inspect one career stage, its summary, technologies, and lightweight project index. Use an experience ID from get_career_timeline to explore a role. Individual projects provide detailed technical evidence through get_project.

    View tool JSON
    {
      "name": "get_experience",
      "kind": "answer",
      "impl": "imperative",
      "description": "Inspect one career stage, its summary, technologies, and lightweight project index. Use an experience ID from get_career_timeline to explore a role. Individual projects provide detailed technical evidence through get_project.",
      "inputSchema": {
        "type": "object",
        "properties": {
          "experienceId": {
            "type": "string",
            "description": "Stable experience ID from get_career_timeline.",
            "enum": [
              "funnow-ai-team-lead",
              "funnow-backend-lead",
              "funnow-backend-engineer",
              "pixnet-advanced-backend-engineer",
              "gigafast-associate-project-manager"
            ]
          }
        },
        "required": [
          "experienceId"
        ],
        "additionalProperties": false
      }
    }
    get_projectAnswer

    Get detailed canonical evidence for one project, including architecture, technologies, and engineering quality or impact where documented. Use to support claims about Neal's technical depth, judgment, ownership, or role fit.

    View tool JSON
    {
      "name": "get_project",
      "kind": "answer",
      "impl": "imperative",
      "description": "Get detailed canonical evidence for one project, including architecture, technologies, and engineering quality or impact where documented. Use to support claims about Neal's technical depth, judgment, ownership, or role fit.",
      "inputSchema": {
        "type": "object",
        "properties": {
          "projectId": {
            "type": "string",
            "description": "Stable project ID from an experience project index.",
            "enum": [
              "conversational-booking-agent",
              "content-intelligence-workflow",
              "platform-mcp-server",
              "ddd-architecture-adoption",
              "dual-track-inventory-engine",
              "cross-brand-identity-migration",
              "distributed-read-write-lock",
              "geospatial-proximity-search",
              "zero-downtime-elasticsearch-migration",
              "realtime-nickname-autocomplete",
              "open-graph-crawler"
            ]
          }
        },
        "required": [
          "projectId"
        ],
        "additionalProperties": false
      }
    }
    get_evidence_by_topicAnswer

    Find concise, canonical experience and project evidence for one predefined topic. Use for competency assessment, job-fit analysis, or targeted technical questions. This is deterministic lookup, not free-text search.

    View tool JSON
    {
      "name": "get_evidence_by_topic",
      "kind": "answer",
      "impl": "imperative",
      "description": "Find concise, canonical experience and project evidence for one predefined topic. Use for competency assessment, job-fit analysis, or targeted technical questions. This is deterministic lookup, not free-text search.",
      "inputSchema": {
        "type": "object",
        "properties": {
          "topic": {
            "type": "string",
            "description": "Predefined professional competency or technology topic.",
            "enum": [
              "agentic-systems",
              "conversational-agents",
              "llm-evaluation",
              "model-routing",
              "prompt-caching",
              "content-intelligence",
              "mcp",
              "distributed-systems",
              "concurrency",
              "distributed-locking",
              "search-infrastructure",
              "zero-downtime-migration",
              "geospatial-search",
              "system-architecture",
              "domain-driven-design",
              "clean-architecture",
              "platform-consolidation",
              "identity-migration",
              "inventory-systems",
              "engineering-leadership",
              "mentoring",
              "cross-functional-delivery",
              "stakeholder-management",
              "project-delivery"
            ]
          }
        },
        "required": [
          "topic"
        ],
        "additionalProperties": false
      }
    }
    get_educationAnswer

    Get Neal's canonical education records. Use for questions about academic background, degree, or study period.

    View tool JSON
    {
      "name": "get_education",
      "kind": "answer",
      "impl": "imperative",
      "description": "Get Neal's canonical education records. Use for questions about academic background, degree, or study period.",
      "inputSchema": {
        "type": "object",
        "properties": {},
        "additionalProperties": false
      }
    }