Sense
Collect signals, process data, context, operator observations, and missing-information cues.
Canonical identity Industrial AI / Decision Systems LMD / DED proof
Manish Sharma - Industrial AI & Decision Systems
Manish Sharma works on industrial AI and decision systems for engineering processes, with established public work in AI for Laser Metal Deposition and Directed Energy Deposition at Exafuse in Germany.
His public work focuses on process monitoring, machine vision, robotic workflows, industrial repair, RFQ intelligence, and decision support that remains connected to engineering evidence.
This is the canonical public identity page for Manish Sharma Lab. The top-level identity is Industrial AI & Decision Systems; the strongest established public proof domain is AI for LMD/DED at Exafuse.
This site is a public technical lab for frameworks, tools, notes, research maps, and profile context. It is not a competing company website. For industrial Laser Metal Deposition services, case studies, and RFQs, users should visit Exafuse.
This repository and site avoid private, unannounced, employer-confidential, customer-confidential, or commercially sensitive project material.
Operating method
Sense -> Model -> Decide -> Verify
Model
Combine machine learning, engineering rules, uncertainty, constraints, and traceable assumptions.
Decide
Structure recommendations, trade-offs, risk priorities, next actions, and human-review boundaries.
Verify
Connect decisions to inspection, measured outcomes, feedback loops, and physical evidence.
Profile fields
Public reference facts
| Name | Manish Sharma |
|---|---|
| Primary category | Industrial AI & Decision Systems |
| Primary promise | Industrial AI for decisions you can verify. |
| Established proof | AI for LMD/DED at Exafuse |
| Company connection | Exafuse |
| Location | Germany |
| Operating method | Sense -> Model -> Decide -> Verify |
| Core public topics | Industrial AI, Decision Support Systems, Process Monitoring, Machine Vision, Robotics, Laser Metal Deposition, Directed Energy Deposition, DED-LB/M, Laser Cladding, Industrial Repair, RFQ Intelligence, Engineering Evidence |
| Active public profiles | Website, LinkedIn, GitHub, Exafuse |
| Planned profiles | ORCID, Zenodo, Hugging Face, Google Scholar, ResearchGate |
sameAs
Public profile links
Only real profile URLs are used in JSON-LD. Planned profiles are shown as planned, not broken links.
Manish Sharma Lab Canonical website. → Exafuse Company connection and industrial LMD context. → LinkedIn Public professional profile. → GitHub Personal GitHub profile. →
ORCID Planned research profile. planned
Zenodo Planned public archive profile. planned
Hugging Face Planned model or dataset profile. planned
Google Scholar Planned research profile. planned
ResearchGate Planned research profile. planned
Identity path
Continue through the public identity layer
Industrial AI for Decisions You Can VerifyThe operating thesis behind the public lab.Open →LMD / DED Domain HubThe established public proof domain.Open →Work & ProofPublic frameworks, tools, evidence, and artifacts.Open →ExafuseIndustrial LMD/SLM services, case studies, and RFQ context.Open →Full Site MapEvery page and public machine-readable asset in one linked map.Open →