Machine Design Knowledge Lab
The workflows below summarize the operating sequence, validation boundary and deliverables defined in the current processor specifications. They describe what happens to the source material, rather than repeating a generic list of capabilities.
01 — Technical document translation
SOURCE AND INTAKE
Manuals, specifications, datasheets, catalogues and technical reports in PDF, DOCX, XLSX or PPTX. Intake records the source file, revision, page count, language, document purpose, intended reader, terminology basis and any OCR or scan limitation.
CONTROLLED WORKFLOW
Gate A - Lock source identity and integrity. Gate B - Decompose paragraphs, table cells, warnings, formulas, drawing labels and cross-references into traceable objects; establish protected tokens, approved terminology, language profile and domain knowledge. Gate C - Translate object by object while preserving technical propositions, modality, numbers, units and identifiers. Gate D - Rebuild page, table, figure and label layout. Gate E - Close the target artifact, object manifest and revision history.
VALIDATION AND STATUS
Every page is rendered and compared directly with the source. Meaning, conditions, warnings, procedure order, terminology, numbers, units, tolerances, symbols, formulas, part numbers, references, table boundaries, clipping and image-label relationships are checked. A checker separated from the generating worker returns issues to the owning gate; source defects are listed for the source owner rather than silently corrected.
DELIVERABLES
Reviewed target-language PDF; editable file when the source permits; object and terminology registers; protected-token and unresolved-item records; source-owner query list; page and object QA; validation record.
02 — Technical document analysis
SOURCE AND INTAKE
Manuals, design notes, specifications, datasheets, system-configuration records and technical reports, together with the purpose of the analysis, intended use, target reader and central engineering questions.
CONTROLLED WORKFLOW
TDI-A - Fix source language, revision and integrity. TDI-B - Split paragraphs, tables, figures, labels, warnings, equations and references into evidence objects. TDI-C - Define the machine boundary, analysis questions, prohibited conclusions and required engineering concerns. TDI-D - Admit only applicable knowledge entries and record their contribution. TDI-E - Reconstruct the machine as purpose, inputs, process stages, responsible structures, outputs, interfaces and material, energy, motion, signal, control, safety and utility paths; map command, setpoint, feedback, interlock, actuator and stop or fault response. TDI-F to H - Create requested language branches, independently verify and preserve state and history.
VALIDATION AND STATUS
Source statements, direct observations, knowledge-supported interpretations and unknowns remain separate. Every stage, path, interface, control function and important value retains a source locator. Repeated values, revisions and procedures are cross-checked; contradictions, omissions, source defects and unsupported assumptions return to their earliest owning stage. Completion never converts an unresolved item into fact.
DELIVERABLES
Machine or system overview; input-process-output model; process-stage sequence; path and interface map; control architecture; requirement and specification tables; finding and discrepancy register; source-owner questions; limitations and validation record.
03 — Drawing review and analysis
SOURCE AND INTAKE
Mechanical and electrical drawings in vector PDF, DWG or DXF, with BOMs, specifications, revision history and project requirements where available. Raster-only pages are assessed for readable evidence before analysis.
CONTROLLED WORKFLOW
Intake fixes the ordered source set, file hashes, drawing numbers, revisions, sheets and analysis mode. Mechanical lane - identify BOM items, views, sections, details, features, target-bound dimensions, tolerances, fits, GD&T, datums, materials and notes; then reconstruct functional subassemblies, paths, interfaces and operation steps. Electrical lane - decompose sheets and regions; resolve symbols, terminals, conductors, junctions, cross-sheet references and PLC I/O candidates; form a vendor-neutral net graph and analyze declared command, normal and fault scenarios. Mechanical and electrical results remain separate unless both lanes pass and an integrated review is requested.
VALIDATION AND STATUS
Mechanical results prioritize the dimension attached to the target feature over pixel or entity length and cross-check the same feature across views and sections. Electrical results are independently reparsed from the frozen source and checked in both directions: source connections missing from the graph and graph connections absent from the source. Unknown symbols, ambiguous crossings, conflicting dimensions, unsupported claims and missing evidence remain not evaluated, conflict or HOLD.
DELIVERABLES
Mechanical or electrical analysis report; source, sheet and revision inventory; functional-subassembly or circuit and net model; dimension, tolerance and interface findings; connection and scenario results; issue and unknown register; confirmed coverage and independent review record.
04 — Mechanism video analysis
SOURCE AND INTAKE
MP4, MOV or AVI source video with equipment context and known operating conditions. Audio, subtitles, descriptions, images, drawings, manuals and measurement data may be included as separate, traceable source channels.
CONTROLLED WORKFLOW
TVI-G0 to G1 - Define the visible-structure and feasibility objectives; lock retained source, derivation, timebase and integrity. G2 to G4 - Inventory scenes, views, stations and channels; apply adaptive sampling; close coverage gaps and build an immutable evidence package with time, frame and region anchors. G5 - Form a visible-structure graph of boundaries, objects, geometry, placement, interfaces, routes, subassembly candidates and occlusions. G6 - Convert frame sequences into observed states, events, motion, degrees of freedom, constraints, load and reaction candidates, functions and typed paths. G7 to G9 - Bind important inferences to applicable engineering knowledge; retain alternative mechanism candidates and exclusion evidence; assess reverse-engineering feasibility by subassembly and target. G10 to G11 - Independently assure, preserve and prepare the customer handoff.
VALIDATION AND STATUS
Direct observation, source assertion, engineering inference and unknown are separately classified. Claims retain source, time, frame and region lineage. Motion order, interfaces, path closure, candidate alternatives and feasibility ceilings are checked across stages. Hidden structures are never presented as visible fact; speed, force, dwell, cycle time or throughput are not quantified without calibrated, synchronized evidence. Insufficient evidence produces a required-evidence list or HOLD, not a fabricated conclusion.
DELIVERABLES
Annotated key frames and evidence index; visible-structure and interface map; state, event and motion sequence; typed material, energy, motion, signal and safety paths; mechanism candidates, alternatives and exclusions; target-specific feasibility assessment; uncertainty and required-evidence register; validation report.
Common control and independent validation
All processors separate execution control from technical work. A worker may generate observations or interpretations only within the permitted source, task and claim level; it cannot approve its own result or select the next stage. An independent validator re-reads the persisted source and artifacts, checks identity, lineage, engineering meaning and authority boundaries, and returns PASS, HOLD or REJECT to the controlling processor. Customer-facing findings retain a source location, applied basis, check result, status and open issue. CONFIRMED identifies supported evidence, INFERRED identifies a bounded engineering conclusion, and HOLD preserves what cannot yet be closed.
HOW DESIGN DATA IS STRUCTURED AND USED
Source identity and traceability
Every record retains the file, revision, page, drawing view, table, or video timestamp from which it came. Later findings can be traced back to the original context.
Engineering meaning
Terms, units, requirements, functions, components, parameters, operating conditions, and constraints are normalized so that equivalent, repeated, or conflicting information can be compared.
System relationships and criteria
Structural groups, components, interfaces, motion and flow paths, dependencies, candidate choices, and applicable criteria are connected to show how a local issue affects the system.
Validation and reusable outputs
The same structured data can be presented as a reviewed translation, requirement table, component map, drawing issue list, motion sequence, or validation record without losing its source and status.
About Design-OS R&D
AI supports the flow; engineering criteria control the decision.
For these services, source material is treated as a partial view of a larger engineering state. Customer intent, requirements, functions, structure, interfaces, parameters, evidence, risk, and revision are kept connected so that the output can support a practical decision.
Design-OS is being developed as a Mechanical AI platform to automate this traceable engineering review and decision workflow.
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