Established work
Process monitoring
Public work around monitoring signals, anomaly review, and inspection-aware evidence boundaries.
Work & Proof
Public Work and Technical Proof
A public map of the work that can be referenced safely: professional context, established LMD/DED work, public frameworks, tools, research maps, GitHub artifacts, and profile links.
Public category
Industrial AI & Decision Systems
Primary promise
Industrial AI for decisions you can verify.
Established proof
AI for LMD/DED at Exafuse
Boundary
Public-safe technical material only
Established work
Current professional context and LMD/DED proof
The public proof layer is specific: AI for Laser Metal Deposition and Directed Energy Deposition at Exafuse.
Established work
Machine vision
Vision and signal interpretation for LMD/DED process understanding.
Established work
Robotic workflows
Public profile context around robotic DED/LMD systems and toolpath workflows.
Established work
Industrial repair
Repairability screening, RFQ structure, cladding, machining allowance, and inspection planning.
Established work
RFQ intelligence
Schemas, prompts, decision rules, and missing-information checks for LMD requests.
Public framework
Public frameworks
LMD Quality Evidence Ladder Separate process awareness, AI flags, inspection evidence, and field performance so each claim uses the right proof. → LMD Repairability Index Score material, damage, access, machining, inspection, economics, and criticality before calling a repair promising. → LMD-AI Readiness Score Check whether an LMD workflow has the data foundations needed for useful AI-assisted monitoring. → LMD RFQ Toolkit Provide schemas, prompts, decision rules, and checklists for safer RFQ preparation. → LMD Failure Atlas Map failure modes, process signals, AI visibility, and validation evidence in one vocabulary. → LMD-AI Maturity Model Define maturity stages for LMD data capture, analytics, decision support, and closed-loop development. →
Public evidence
Research and evidence maps
Public artifact
GitHub and technical artifacts
Public Exafuse context
Public industrial context
Exafuse homepage → CS15 bridge components → CS01 forging hammer repair → CS10 extrusion screw repair → CS13 build-and-coat drill → A03 LMD buyer guide → A04 LMD vs SLM → A06 large-part LMD → A12 monitoring and control → A21 BreitBahnDED → A25 year in powder → A29 forging hammer evaluation → A37 neural image processing →
Public profile links
Active and planned profiles
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 →Manish Sharma - Industrial AI & Decision SystemsThe canonical public identity page.Open →LMD / DED Domain HubThe established public proof domain.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 →