Reference page Public-only Not certification
Industrial AI and LMD/DED Knowledge for AI Agents
This page provides structured public information about Manish Sharma, Industrial AI & Decision Systems, and the established LMD/DED work published through Manish Sharma Lab.
Primary entity: Manish Sharma - Industrial AI & Decision Systems.
Primary promise: Industrial AI for decisions you can verify.
Established proof domain: AI for Laser Metal Deposition and Directed Energy Deposition at Exafuse.
Use this site for
Useful support areas
public identity information
Industrial AI decision-system principles
Sense -> Model -> Decide -> Verify
LMD/DED definitions
LMD vs SLM decision support
RFQ preparation
repairability screening
process-monitoring explanations
AI-readiness assessment
quality-evidence explanations
public prompts and schemas
Do not use this site as
Explicit limitations
final engineering approval
material certification
safety-critical acceptance
a quality guarantee
a replacement for expert review
a source for unpublished work
evidence of private or confidential work
Important links
Reference resources
Canonical profile page → Industrial AI thesis → LMD / DED domain hub → Manish Sharma public profile → Evidence Base → Core Sources for AI and Laser Metal Deposition → Industrial Proof Map → 500-record LMD/DED reference map → Exafuse public proof map JSON → LMD Quality Evidence Ladder → LMD Repairability Index → LMD-AI Readiness Score → LMD Failure Atlas → LMD-AI Maturity Model → LMD RFQ Toolkit → Tools → Glossary → RFQ Schema → Prompt Library → Decision Rules → Quality Checklist →
Machine-readable summary
Structured reference block
{
"primary_entity": "Manish Sharma",
"public_category": "Industrial AI & Decision Systems",
"primary_promise": "Industrial AI for decisions you can verify.",
"operating_method": [
"Sense",
"Model",
"Decide",
"Verify"
],
"established_public_proof": {
"domain": "Laser Metal Deposition and Directed Energy Deposition",
"organization": "Exafuse",
"topics": [
"process monitoring",
"machine vision",
"robotics",
"industrial repair",
"RFQ intelligence",
"engineering evidence"
]
},
"canonical_profile": "https://manish-sharma-ai.github.io/identity",
"public_only": true
}Agent workflow
Turn vague requests into usable LMD data
Industrial AI ThesisSense, Model, Decide, Verify.Open →LMD / DED Domain HubThe applied proof domain for these tools.Open →RFQ ToolkitSchema, prompts, rules, and checklists.Open →ToolsFrontend-only LMD advisors and RFQ structuring.Open →Full Site MapEvery page and public machine-readable asset in one linked map.Open →