ackneal.github.io
Neal Huang is a backend engineer specializing in distributed systems, search infrastructure, and AI/LLM engineering.
First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com
Answer 6 · Act 0 · Transact 0 · Score: Not yet scored
Tool inspector
get_evidence_by_topic
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.
Input schema
| Property | Type | Required | Description |
|---|---|---|---|
topic |
string | yes | Predefined professional competency or technology topic. |
Raw JSON schema
{
"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
}
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