“Real systems. Verified evidence.
Research without theatre.”
MetaCoreHuman intent. Real results.CONTROLLED RESEARCH SURFACE
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SERIOGAMETA PROG #06 · RESEARCH OPERATOR
Runtime evidence · research surface

MetaLAB

RUNTIME EVIDENCE · RESEARCH LAB

Infrastructure, AI and research — separated by evidence class, freshness and authority, then advanced only through verification.

01OBSERVEWhat is actually running
02VERIFYWhat is supported
03EXPLOREWhat is possible
04EVOLVEWhat creates value
METALAB RESEARCH INDEX Verified depth, visible at a glance.
SOURCE-AWAREEVIDENCE-GATEDHUMAN AUTHORITY
PRIVATE R&D · PUBLIC EVIDENCE SURFACE
04Research
ProgramsACTIVE PORTFOLIO 12Specialist
DomainsFEDERATED FIELD 06Instrument
ClassesVERIFIED CAPABILITY 08QA
ReceiptsPROOF ON RECORD
METALAB IN THREE MOVESFrom complexity to confidence.

See the system. Verify what is trustworthy. Prove the result with something a human can inspect.

01
SEESee the whole system.

Signals, domains and context become one readable field.

12 SPECIALIST DOMAINS
02
VERIFYSeparate evidence from assumption.

Source, provenance, validation and human authority remain visible.

EVIDENCE-GATED
03
PROVEShow the result, not the promise.

Validated models, renders and browser proof turn research into inspectable evidence.

QA RECEIPTS ON RECORD
View filter: SNAPSHOT

Research functions

SOURCE-AWARE

Evidence status

VERIFIED SNAPSHOT
Abstract network globe

Recent evidence events

SNAPSHOT

Security / continuity

VERIFY

Evidence route

POLICY

MetaLAB does not promote a claim because it looks impressive. Operational truth follows a visible route from source to verification.

SOURCE

Runtime feed, signed snapshot, report or domain canon.

CLASSIFY

LIVE / SNAPSHOT / LAB / TARGET / SYMBOLIC.

VERIFY

Freshness, provenance, authority and consistency.

DISPLAY

UI preserves uncertainty instead of hiding it.

HANDOFF

Operator decides whether deeper audit or action is warranted.

Selected research case

REFERENCE PROOF COMPLETE
Front reference geometry proof
Side reference geometry proof
VISUAL PROOFHuman reference geometrycandidate evidence · no deformation
BIODIGITALTWIN · GEOMETRY RESEARCH

Reference anatomy before person-specific fit.

A bounded research workflow verified source geometry, landmark consistency, visual export and browser rendering — then stopped exactly where human authority was still required.

12 / 12gate checks passed
11reference landmarks
3 / 3browser engines passed
0source mutations
REFERENCE SOURCE→CONSISTENCY→VISUAL PROOF→WEBGL QA→HUMAN GATE
Verifiedreference proof complete
Preservedsource geometry unchanged
Hard stopfit authority pending human review
The system demonstrated capability by refusing to overstep authority. Person-specific deformation remains blocked until explicit review and target authority are resolved.

Research constellation

PUBLIC KNOWLEDGE TOPOLOGY
ONE OPERATING CONTEXT · MULTIPLE AUTHORITIES

Knowledge remains specialized.
Context becomes shared.

MetaLAB does not flatten every domain into one universal answer. Specialist fields preserve their own evidence rules and authority, then meet through a controlled research context.

Research core Evidence domains Context domains LAB / interpretive
PUBLIC KNOWLEDGE TOPOLOGY ≠ PRIVATE EXECUTION TOPOLOGY
METACOREResearch Fieldcontext · routing · gates
SCIENCEMOKSLO_LAB
HEALTHClinical evidence
HUMAN SYSTEMSBioDigitalTwin
ENGINEERINGRobotics
LAWTEISĖTA
PEOPLELeadership
CONTEXTContext & Psy
RELATIONSHIPS · REFLECTIONCycles & Time
MATERIALMineral & Material
LABExploratory sensing
INTERPRETIVESymbolic models
TRUSTSecurity & Governance

Research programs

ACTIVE PORTFOLIO
TRANSLATIONAL RESEARCH PORTFOLIO Four programs. One evidence discipline.

Programs group specialist knowledge into repeatable research paths. Each lane keeps its own source authority, validation method and promotion gate.

01
HUMAN SYSTEMS

BioDigitalTwin Research

Longitudinal human-state research linking anatomy, context, temporal change and visual proof without collapsing evidence classes.

STATE→CONTEXT→MODEL→PROOF
Outputsstructured candidates · timeline · 3D proof · reconciliation
02
SCIENCE & METHOD

Evidence & Currentness

Source resolution, methodology, evidence grading and controlled currentness for research that must survive scrutiny.

QUESTION→SOURCE→METHOD→REVIEW
Outputsevidence maps · research contracts · gaps · verified deltas
03
ENGINEERING & PHYSICAL AI

Verified Geometry & Systems

Requirements, geometry, kinematics, collision, CAD and browser proof joined into a bounded engineering validation path.

REQ→BUILD→TEST→VALIDATE
Outputsvalidated artifacts · test evidence · visual proof · handoff packages
04
GOVERNANCE & TRUST

Authority-Aware Operations

Legal, security and governance layers keep claims tied to authority, controls, evidence status and explicit human review.

CLAIM→CONTROL→EVIDENCE→REVIEW
Outputsauthority maps · control evidence · review state · promotion gates

Research domains

KNOWLEDGE FIELD
MULTI-DOMAIN RESEARCH PORTFOLIO 12 visible specialist domains
FEDERATEDEVIDENCE-GATEDHUMAN AUTHORITY

Selected knowledge domains visible to MetaLAB. Public surface shows the breadth of work while preserving private operational machinery.

HUMAN SYSTEMSBioDigitalTwin

State, context and change over time.

STRUCTURED RESEARCH
HEALTHClinical evidence

Biology, mechanisms, risk and source boundaries.

SOURCE-BASED
CONTEXT & PSYHuman context

Behavior, meaning, environment and timeline.

CONTEXTUAL
SCIENCEMOKSLO_LAB

Sources, method, evidence and controlled currentness.

RESEARCH METHOD
LAWTEISĖTA

Authority, precedent and current-source verification.

LEGAL AUTHORITY
ENGINEERINGRobotics

Requirements, hazards, tests and verification.

ENGINEERING
CYCLES · TIMERelationships & Reflection

Cycles, time and relationship context used for reflection and orientation, not automatic factual authority.

CONTEXTUAL
MATERIALMineral & Material

Physical properties, sources and material context.

REFERENCE
LABExploratory sensing

Operator observations and sensing hypotheses kept inside research boundaries.

EXPERIMENTAL
SYMBOLICSymbolic models

Interpretive frameworks for reflection and orientation, never factual authority.

INTERPRETIVE
PEOPLELeadership

Roles, communication and decision context.

ORGANIZATIONAL
GOVERNANCESecurity & Trust

Claims linked to controls, evidence, status and review.

TRUST

Research instruments

VERIFIED CAPABILITIES
COMPUTATIONAL · GEOMETRIC · VISUAL From source geometry to validated proof.

Selected capability classes available to MetaLAB research workflows. Internal execution topology stays private; public surface shows only verified capability boundaries.

01
⌖

Geometry & Registration

Landmarks, similarity fit, surface analysis, mesh repair and bounded geometric optimization.

FITLANDMARKSSURFACE
02
◫

Medical 3D

Volumetric imaging workflows across DICOM, NIfTI and related research formats with explicit non-clinical boundaries.

VOLUMEIMAGINGRESEARCH
03
◇

CAD & Meshing

Parametric solids, STEP/STL workflows, tetrahedral meshes, repair and manufacturing-oriented geometry.

CADMESHSOLIDS
04
⋈

Kinematics & Collision

Rigging, inverse kinematics, rigid-body checks, ray intersection and collision-aware validation.

IKRIGCOLLISION
05
✓

Validation Pipeline

glTF inspection, standards validation, geometry optimization and reproducible artifact checks before handoff.

GLTFVALIDATEQA
06
◉

Visual & Browser Proof

Headless rendering, GLB export, WebGL inspection and browser-level visual or raycast proof.

RENDERWEBGLPROOF
01SOURCE→02WORK JOB→03CANDIDATE→04QA / VALIDATE→05HUMAN GATE→06PROMOTION
Research principleSOURCE TRUTH ≠ PROFILE FIT ≠ PERSON-SPECIFIC DEFORMATION
DCCCADMEDICAL 3DGEOMETRYVALIDATIONWEB 3D

Proof architecture

VERIFICATION
FROM CLAIM TO DEFENSIBLE ARTIFACT Nothing graduates because it looks convincing.

A public result should carry enough structure to answer five questions: where it came from, what class of evidence it is, how it was tested, who may approve it, and what changed after review.

PROVENANCE · CLASSIFICATION · VALIDATION · AUTHORITY · DELTA
01ProvenanceSource, input identity and traceable origin.REQUIRED
02Evidence classFact, source-derived, inference, hypothesis, symbolic or unknown.VISIBLE
03ValidationDomain-appropriate checks, geometry QA, standards or method review.BOUNDED
04AuthorityAI contribution stays distinct from human or domain authority.GATED
05DeltaWhat changed, what remains unknown and what deserves the next test.RECORDED

Verification ledger

QA RECEIPTS
SELECTED VERIFIED RECEIPTS · 2026-09-16 Capabilities are published only after they pass their own checks.

This ledger exposes the outcome of selected QA receipts — not internal execution paths. Every row below is backed by an actual LAB test or validation artifact.

CAPABILITYPROOFSTATE
Core geometrymesh · collision · direct physicsGeometry smoke suitePASS
Landmark fitbounded similarity registrationFit fixture validationPASS
Headless render & exportimage + portable 3D artifactRender/export receiptPASS
glTF transformationportable scene pipelineTransform smokePASS
Standards validationglTF artifact conformanceValidator receipt0 ERRORS · 0 WARNINGS
CAD STEP / STLsolid + mesh exportCAD smokePASS
3D tetra meshvolume meshing + optimization341 nodes · 1760 elementsPASS
Browser / WebGL proofreal browser rendering contextBrowser smokePASS
Instrument statusACTIVE · VERIFIED
Promotion policyQA BEFORE HUMAN GATE
AuthorityLAB INSTRUMENT · NOT CANON

Public evidence channels

OPEN SURFACES
INSPECT · WATCH · VERIFY Follow the evidence beyond MetaLAB.

Public channels extend the research surface without exposing private execution. GitHub carries curated DELTA artifacts and verification material; YouTube carries visual demonstrations and walkthroughs.

GITHUB · PUBLIC DELTA LAB Inspect what can be verified.

Public experiments, schemas, methodology, Context Lab and verification artifacts. Curated public surface only.

github.com/metacore-lt/MetaCoreAI ↗ YOUTUBE · METACORE LT Watch the system work.

Visual demonstrations, research walkthroughs and release evidence for people who want to see the result before reading the implementation notes.

youtube.com/@MetaCoreLt ↗
PUBLIC EVIDENCE ≠ PRIVATE EXECUTIONOpen surfaces show inspectable results and bounded artifacts. Private runtime, credentials and operating core remain outside the public channel.

Research boundaries

RESEARCH

MetaLAB may expose experiments, symbolic models and target architectures, but they remain visually and structurally separated from current runtime fact. This keeps the laboratory ambitious without turning prototypes into claims.

Deployment rule: a disconnected runtime feed must never silently fall back to invented telemetry. The provided fallback is a dated, labeled source-backed snapshot.

Surface identity

V1
SurfaceMetaLAB · Research Surface
PortfolioKNOWLEDGE · INSTRUMENTS · PROOF
OperatorSERIOGA · META PROG #06
Public postureRESEARCH · READ-ONLY