Official profile Industrial AI / Decision Systems LMD / DED context

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.

Read the thesis LMD / DED hub LMD Decision Map Public work Exafuse

This is the official public identity page for Manish Sharma Lab. The top-level identity is Industrial AI & Decision Systems; the strongest public technical context 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 site avoids private, unannounced, employer-confidential, customer-confidential, or commercially sensitive project material.

01 Person Manish Sharma Public technical author and practitioner.
02 Focus Industrial AI Decision systems, monitoring, and evidence-aware workflows.
03 Technical domain LMD / DED Repair, cladding, process monitoring, and RFQ structure.
04 Company context Exafuse Public LMD/DED context; commercial review remains with Exafuse.

Operating method

Sense -> Model -> Decide -> Verify

Sense

Collect signals, process data, context, operator observations, and missing-information cues.

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	AI for industrial decisions that need evidence, not just predictions.
Public LMD/DED context	AI for LMD/DED at Exafuse
Company connection	Exafuse
Location	Germany
Operating method	Sense -> Model -> Decide -> Verify
Named framework	The LMD-AI Maturity Model by Manish Sharma
Decision map	https://manishsharma.dev/decision-map
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
GitHub profile	https://github.com/aiwithms
Verified public profiles	Website, LinkedIn, GitHub profile, Exafuse

sameAs

Verified public profile links

Only real profile URLs are used in JSON-LD sameAs and public identity surfaces.

Manish Sharma Lab Canonical website. Open Exafuse Company connection and industrial LMD context. Open LinkedIn Public professional profile. Open GitHub profile Personal GitHub profile. Open