Manish Sharma Lab / Industrial AI & decisions
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Public work

Current Work and Public Evidence

A public map of my current work that can be referenced safely: professional context, LMD/DED work, public frameworks, tools, research maps, GitHub artifacts, and profile links.

About Manish Read the method Current LMD/DED work Claim source notes Exafuse

Public category

Industrial AI & Decision Systems

Core thesis

AI for industrial decisions that need evidence, not just predictions.

Current proving ground

LMD/DED at Exafuse

Boundary

Public technical material only

Established work

Current professional context: LMD/DED

This is the deepest current public proof for my broader Industrial AI & Decision Systems work: AI for Laser Metal Deposition and Directed Energy Deposition at Exafuse.

Established work

Process monitoring

Public work around monitoring signals, anomaly review, and inspection-aware evidence boundaries.

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.

Documented examples

Company-owned cases used as source-bound industrial context

Each story keeps the real industrial problem, exact public source, and limitation together. Manish Sharma Lab uses them to explain decision patterns, not to claim company project ownership.

Exafuse public case

Duisburg Bridge Components: large-part LMD from CAD adaptation to evidence planning

Large structural metal components for a pedestrian bridge in Duisburg.

750+ kg · Documented components6 nodes · Structural nodes219 h · Single-node build
Large LMD-manufactured bridge node component from the Duisburg project
Exafuse — Duisburg bridge components Large structural LMD proof component from the Duisburg bridge story. View the Exafuse source

For large LMD, manufacturability, toolpaths, monitoring, finishing, and verification must be planned as one decision system.

Useful decision pattern

Large-scale LMD requires evidence planning, monitoring context, and an inspection boundary.

It is not a blanket approval for another bridge or safety-critical component.

Start a brief from this pattern Read the proof story

Exafuse public case

Nobufil Extrusion Screw Repair: make the damage boundary visible before rebuilding

A high-value extrusion screw in a production environment with no immediate replacement available.

Repaired extrusion screw after final milling
Exafuse — Nobufil screw repair Final repaired geometry after mechanical finishing. View the Exafuse source

Repair evidence starts by defining what must be removed, rebuilt, finished, and inspected—not by covering a visible defect.

Useful decision pattern

Repair/RFQ quality depends on complete facts, downtime context, and service context.

It does not establish certified performance, exact tolerance, or service-life extension.

Start a brief from this pattern Read the proof story

Exafuse public case

Valve-Seat Ring Cladding: turn visible inspection into a bounded evidence step

Anonymous valve-seat and wear-ring geometries with wear-critical functional surfaces.

Valve seat ring after dye inspection in the photographed condition
Exafuse — Valve-seat ring cladding Dye-test image for the anonymous valve-seat ring coating proof. View the Exafuse source

A visible inspection result is useful evidence only when it is attached to geometry, material, heat, finishing, and acceptance context.

Useful decision pattern

Surface function needs material, heat, finishing, inspection, and acceptance context.

It does not guarantee crack-free performance for another material, substrate, or ring geometry.

Start a brief from this pattern Read the proof story

Exafuse public case

130 mm Drill Build-and-Coat: plan geometry and surface function together

A public 130 mm drill demonstrator in the Exafuse build-and-coat context.

130 mm · Drill demonstrator
130 mm drill during a Laser Metal Deposition build-and-coat workflow
Exafuse — 130 mm drill build-and-coat Process image from the public 130 mm drill build-and-coat proof story. View the Exafuse source

Geometry, surface function, material compatibility, finishing, and verification should be prepared as one route.

Useful decision pattern

Build-and-coat routes need geometry, surface function, material, finishing, and validation.

It does not certify performance for another drilling application.

Start a brief from this pattern Read the proof story

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. Open LMD Repairability Index Score material, damage, access, machining, inspection, economics, and criticality before calling a repair promising. Open LMD-AI Readiness Score Check whether an LMD workflow has the data foundations needed for useful AI-assisted monitoring. Open LMD RFQ Toolkit Provide schemas, prompts, decision rules, and checklists for safer RFQ preparation. Open LMD Failure Atlas Map failure modes, process signals, AI visibility, and validation evidence in one vocabulary. Open LMD-AI Maturity Model Define maturity stages for LMD data capture, analytics, decision support, and closed-loop development. Open

Working tool

Public tools

Tools LMD vs SLM advisor, repairability quick check, and RFQ converter. Open Laser Metal Deposition Decision Map Route repair, cladding, large-part AM, SLM alternatives, machining, welding, and replacement screening. Open LMD RFQ Toolkit Schemas, prompts, rules, and checklists. Open RFQ Schema Open

Public evidence

Research and evidence maps

Evidence Base Open Core LMD-AI Sources Open 500-record LMD/DED literature map Open Industrial Evidence Map Open

Public artifact

Technical artifacts

llms.txt Open llms-full.txt Open identity.md Open

Public profile links

Verified public profiles

Public Exafuse context

Public industrial context
Exafuse homepage Verified production Exafuse route. Open Exafuse services Verified production Exafuse route. Open Exafuse metal additive manufacturing Verified production Exafuse route. Open Exafuse repair and modification Verified production Exafuse route. Open Exafuse laser cladding Verified production Exafuse route. Open Exafuse technology Verified production Exafuse route. Open Exafuse quality Verified production Exafuse route. Open Exafuse materials Verified production Exafuse route. Open Exafuse case studies Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Request Exafuse review Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Request Exafuse review Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Exafuse contact Commercial RFQ and company contact route. Open CS15 Duisburg Bridge Components Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open CS10 Nobufil Extrusion Screw Repair Verified production Exafuse route. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open Contact Exafuse Use the current Exafuse contact or index page while exact supporting source pages are verified. Open

Identity path

Continue through the public profile and work