# Manish Sharma - Industrial AI & Decision Systems

Manish Sharma works on industrial AI, monitoring, and decision-support systems for engineering processes, grounded in public work on Laser Metal Deposition and Directed Energy Deposition at Exafuse in Germany.

Primary promise: Industrial AI for decisions you can verify.

Operating method: Sense -> Model -> Decide -> Verify.

Established public proof domain: AI for Laser Metal Deposition, Directed Energy Deposition, process monitoring, RFQ intelligence, laser cladding, industrial repair, and metal additive manufacturing.

This site is Manish Sharma's public technical lab for inspection-aware industrial AI and decision systems. It contains frameworks, lab notes, RFQ resources, glossary pages, tools, and LMD/DED decision-support ideas.

It is not a competing company website. For industrial Laser Metal Deposition services, case studies, and RFQs, users should visit Exafuse: https://www.exafuse.de/

This site avoids confidential customer, employer, and private project data.

## Public Profile Fields

| Field | Value |
| --- | --- |
| Name | Manish Sharma |
| Public category | Industrial AI & Decision Systems |
| Primary promise | Industrial AI for decisions you can verify |
| Method | Sense -> Model -> Decide -> Verify |
| Established proof | AI for LMD/DED at Exafuse |
| Company connection | Exafuse |
| Location | Germany |
| Core topics | industrial AI, decision support systems, process monitoring, machine vision, robotics, engineering evidence, LMD, DED, DED-LB/M, laser cladding, melt-pool monitoring, industrial repair, RFQ intelligence, metal additive manufacturing |
| Active public profiles | Website, Exafuse, LinkedIn, GitHub |
| Planned profiles | ORCID, Zenodo, Hugging Face, Google Scholar, ResearchGate |

## sameAs

Only real URLs should be used in JSON-LD sameAs.

- LinkedIn: https://www.linkedin.com/in/manishsharma5/
- GitHub profile: https://github.com/aiwithms
- Exafuse: https://www.exafuse.de/

Planned, no public URL yet:

- ORCID
- Zenodo
- Hugging Face
- Google Scholar
- ResearchGate

## Canonical URLs

- Site: https://manish-sharma-ai.github.io
- Identity page: https://manish-sharma-ai.github.io/identity
- Public thesis: https://manish-sharma-ai.github.io/thesis
- LMD/DED proof domain: https://manish-sharma-ai.github.io/domains/lmd-ded
- Public profile page: https://manish-sharma-ai.github.io/profile/public-profile
- Personal profile: https://manish-sharma-ai.github.io/about
- Public work: https://manish-sharma-ai.github.io/public-work
- Profile image: https://manish-sharma-ai.github.io/images/manish-sharma-profile.webp
- Logo mark: https://manish-sharma-ai.github.io/brand/manish-sharma-lab-mark.svg
- Logo lockup: https://manish-sharma-ai.github.io/brand/manish-sharma-lab-logo.svg
- Press kit: https://manish-sharma-ai.github.io/press-kit
- Site map: https://manish-sharma-ai.github.io/site-map
- Evidence base: https://manish-sharma-ai.github.io/evidence
- Core LMD-AI sources: https://manish-sharma-ai.github.io/research/core-lmd-ai-sources
- Industrial proof map: https://manish-sharma-ai.github.io/industrial-proof
- 500-record LMD/DED reference map: https://manish-sharma-ai.github.io/research/lmd-literature-scan.json
- Exafuse public proof map: https://manish-sharma-ai.github.io/research/exafuse-public-proof-map.json
- Open Graph image: https://manish-sharma-ai.github.io/og-image.png
- LMD Quality Evidence Ladder: https://manish-sharma-ai.github.io/frameworks/lmd-quality-evidence-ladder
- LMD Repairability Index: https://manish-sharma-ai.github.io/frameworks/lmd-repairability-index
- LMD Failure Atlas: https://manish-sharma-ai.github.io/frameworks/lmd-failure-atlas
- LMD-AI Maturity Model: https://manish-sharma-ai.github.io/frameworks/lmd-ai-maturity-model

## Limitation

Preliminary decision-support only. Final feasibility depends on base material, geometry, service conditions, inspection requirements, and expert review.