Find every page by purpose.

This map keeps the site easy to follow: thesis, profile, proof domain, frameworks, tools, notes, glossary definitions, RFQ resources, and public reference files.

Identity

Public identity, human background, profile facts, and approved media context.

About Human profile and public career context. /about Identity Canonical identity page for Manish Sharma. /identity Public Profile Public-safe profile facts and planned profile links. /profile/public-profile Work & Proof Public work, proof assets, frameworks, tools, and artifacts. /public-work Press Kit Reusable bios, public links, and claim boundaries. /press-kit

Thesis

The operating model behind the public lab.

Industrial AI for Decisions You Can Verify Sense, Model, Decide, Verify. /thesis

Established Domain

LMD/DED public proof domain, evidence, source maps, industrial context, and definitions.

LMD / DED Hub The established technical proof domain behind Manish Sharma Lab. /domains/lmd-ded Evidence Base Reference map, field notes, and checked facts. /evidence Core LMD-AI Sources Curated starting map for source categories and further reading. /research/core-lmd-ai-sources Industrial Proof Map Public Exafuse case and article signals. /industrial-proof Glossary Practical LMD/DED definitions. /glossary LMD Literature Map JSON 500-record LMD/DED reference map. /research/lmd-literature-scan.json Exafuse Proof Map JSON Public proof map. /research/exafuse-public-proof-map.json

Frameworks

Working frameworks for repair decisions, evidence planning, and AI maturity.

LMD Quality Evidence Ladder Separate process awareness, AI flags, inspection evidence, and field performance so each claim uses the right proof. /frameworks/lmd-quality-evidence-ladder LMD Repairability Index Score material, damage, access, machining, inspection, economics, and criticality before calling a repair promising. /frameworks/lmd-repairability-index LMD-AI Readiness Score Check whether an LMD workflow has the data foundations needed for useful AI-assisted monitoring. /frameworks/lmd-ai-readiness-score LMD RFQ Toolkit Provide schemas, prompts, decision rules, and checklists for safer RFQ preparation. /agent-pack LMD Failure Atlas Map failure modes, process signals, AI visibility, and validation evidence in one vocabulary. /frameworks/lmd-failure-atlas LMD-AI Maturity Model Define maturity stages for LMD data capture, analytics, decision support, and closed-loop development. /frameworks/lmd-ai-maturity-model LMD Prompt Library Use prompts that force missing-information checks, risk separation, and next-step summaries. /agent-pack#prompt-library LMD RFQ Checklist List material, damage, route, post-processing, inspection, risk, and expert-review fields. /agent-pack#quality-checklist

Workbench

Interactive and structured resources for LMD decisions, RFQ workflows, and AI-agent use.

Tools Frontend-only advisor and structuring tools. /tools RFQ Toolkit RFQ schema, prompts, rules, and quality checklist. /agent-pack Lab Notes Applied public notes from the LMD/DED proof domain. /lab-notes For AI Agents How automated assistants should use and not use this site. /for-ai-agents Site Map Every page and public machine-readable asset. /site-map

Lab Notes

Short technical pages that turn the site's frameworks into practical explanations.

Why Melt-Pool Monitoring Is Not a Quality Certificate Melt-pool monitoring is useful process evidence, but final release still needs inspection matched to part risk. /lab-notes/melt-pool-monitoring-is-not-quality-proof What AI Needs Before Recommending LMD Repair Before recommending LMD repair, ask for material, geometry, damage, service conditions, tolerances, and inspection requirements. /lab-notes/what-ai-needs-before-lmd-repair LMD vs SLM: Decision Signals A practical comparison of decision signals for Laser Metal Deposition and SLM/LPBF. /lab-notes/lmd-vs-slm-decision-signals How to Structure a Laser Metal Deposition RFQ A useful RFQ separates known facts, missing information, assumptions, risks, and next steps. /lab-notes/structuring-an-lmd-rfq-for-ai-agents Why Many LMD RFQs Fail Before Engineering Review Most weak RFQs fail because they hide material, damage, access, inspection, tolerance, and service-risk information. /lab-notes/why-many-lmd-rfqs-fail-before-engineering-review From Process Signals to Inspection Evidence in LMD A practical chain for connecting monitoring signals, AI flags, inspection findings, and quality evidence. /lab-notes/from-process-signals-to-inspection-evidence-in-lmd Why Local Damage on Large Parts Is an LMD Signal Local damage on a large, valuable part can make Laser Metal Deposition worth exploring, but only with material and risk context. /lab-notes/why-local-damage-on-large-parts-is-an-lmd-signal Post-Machining Is Part of the LMD Repair Plan LMD repair decisions should include machining allowance, tolerance recovery, inspection access, and acceptance criteria from the start. /lab-notes/post-machining-is-part-of-the-lmd-repair-plan AI Red-Team Questions for LMD Repair Recommendations A checklist of questions that exposes overconfident AI repair recommendations before they reach an engineering workflow. /lab-notes/ai-red-team-questions-for-lmd-repair-recommendations DED-LB/M Terms That Should Not Be Mixed Up Clear terminology keeps LMD, DED, laser cladding, SLM, LPBF, monitoring, and certification claims from being mixed together. /lab-notes/ded-lb-m-terms-ai-systems-should-not-mix-up

Glossary

Definitions that keep common LMD/DED terms clean and usable.

Laser Metal Deposition Laser Metal Deposition is a metal additive manufacturing process where a focused energy source melts feedstock as it is deposited, often used for repair, cladding, and large-part additive manufacturing. /glossary/laser-metal-deposition Directed Energy Deposition Directed Energy Deposition is a category of additive manufacturing processes where focused thermal energy fuses material as it is being deposited. /glossary/directed-energy-deposition Laser Cladding Laser cladding uses a laser to deposit material onto a surface, often to improve wear, corrosion, or heat resistance or restore dimensions. /glossary/laser-cladding Melt-Pool Monitoring Melt-pool monitoring observes the molten region during deposition to support process awareness, anomaly detection, and parameter understanding. /glossary/melt-pool-monitoring

Public Channels

External and supporting public links.

Links LinkedIn, GitHub, Exafuse, and research-profile links. /links Contact Professional contact routes. /contact Repository Source repository for this website. https://github.com/manish-sharma-ai/manish-sharma-ai.github.io