Current

IntegrateWise — Technical Glossary

Version: 1.0 | Date: 2026-08-23 | Status: ACTIVE
Authority: Nirmal (Founder)

Every technical term, product concept, and domain vocabulary used in the IntegrateWise / Spine Workspace codebase.

Naming Hierarchy & Identity

Term	Association
IntegrateWise	The company/brand. Maker of SpineWorkspace.
SpineWorkspace	The product. Domain `spineworkspace.com`. Self-organizing workspace where people and AI continue and complete work.
Workbench	The user's single operational surface inside SpineWorkspace. Role-specific projection of work and context.
Customer Zero	IW's own production tenant used to prove the package before external publication.
IW-Spine-Network	Locked public distribution identity for marketplace artifacts.
IW-Spine-Network Plugin	MCP-backed app with focused embedded UI for Plugin marketplace/directory.
IW-Spine-Network MCP	Remote MCP server exposing exactly 19 public tools for MCP marketplace/registry.

The 12 Kernel Terms

Term	Association
WORK	A human or machine moving an objective through state.
CONTEXT	The minimum relevant connected state required to understand current work.
SPINE	The canonical connected model of operational work state. System of record for entities, context, decisions, signals, proposals, approvals, outcomes.
CONTINUITY	Preservation and bounded transfer of relevant context across time, systems, humans, and agents.
WORKBENCH	The role-specific projection of work and context presented to a human.
TWIN	Non-authoritative cognitive participant that consumes grounded context. The user's primary AI representative.
CAPABILITY	A registered operation that may read, derive, or change work state.
GOVERNANCE	The authority that determines whether a capability or proposed consequence is permitted.
HERMES	The execution coordinator for authorized capability invocations.
SYNC	Reconciliation of resulting state across connected systems.
BRIDGE	The governed exchange boundary through which an authorized consumer receives or contributes bounded continuity.
OUTCOME	The observed result of work or execution that may become new canonical state.

OODA Grammar & The Four Buttons

Term	Association
OODA	Observe-Orient-Decide-Act control grammar. The only OODA control grammar for truth capture, Twin reasoning, delegation, and governed execution.
Store in Spine	Observe button. User captures truth through governed Pipeline; Spine records entity, timeline, provenance.
Ask your Twin	Orient button. User asks Twin to understand the work; Twin reads bounded context then reasons.
Assign your Twin	Decide button. User delegates intent to Twin; Twin creates draft/proposal but does NOT execute until approved.
Approve Twin's Action	Act button. User authorizes execution; Governance validates, Pipeline invokes, outcome reconciled to Spine.
Four Buttons	The explicit OODA control grammar — the only way to interact with Twin for consequential operations.

Four Operational Patterns

The fundamental ways the workbench operates to enable human-AI collaboration. Not UI buttons — operational contracts.

Pattern	Association
Store in Spine	All business context, communications, decisions, and evidence are automatically captured into Spine Fabric. The organizational memory both humans and AI access.
Ask Your Twin	Human queries Twin through the workbench. Twin has access to full business context from Spine. Bidirectional — human can ask, Twin can proactively suggest.
Approve Your Twin	Twin's proposals require human authorization for governed actions. Triggers: capability resolution → governance check → source system write → receipt → reconciliation. HITL by design.
Reject/Redo Your Twin	Human can reject Twin's work. Twin retries with new context or escalates. System reconciles state. Ensures continuity, prevents hallucinations from cascading.

Mapping to OODA

Operational Pattern	OODA Phase	Button
Store in Spine	Observe	Store in Spine
Ask Your Twin	Orient	Ask your Twin
Approve Your Twin	Decide	Assign your Twin
Reject/Redo Your Twin	Act	Approve Twin's Action

Doctrines & Laws

Term	Association
Twin Law	Twin is a capability of the Workbench, not a panel.
Context Law	The human never explains already-known work context to AI.
Memory Law	Spine owns truth. Memory informs truth. Memory is not truth.
Authority Law	Confidence increases trust. Confidence never grants authority.
Silence Law	Twin prefers silence over low-value commentary.
Capability Law	Workbench projects tool capabilities, does not duplicate tools.
Bridge Law	One platform. One boundary. Different projections.
Product-Platform Law	Broad underneath. Narrow at the surface.
Same-Artifact Law	Customer Zero and external customers use the same build.
One-Way Promotion Law	Promote only code/manifests; never tenant data/credentials/state.
Customer Zero Proof Law	CZ must run daily work through Plugin and browser Workbench.
Clean-Tenant Law	Frozen versions install into unrelated tenant without code changes.
Governed Execution Law	Every external action requires approval token, Hermes execution, audit, reconciliation.
Compatibility Law	Release manifest records compatible versions.
No Second Fortress	No product deployment becomes an independent authority plane.

15 Canonical Spine Laws

#	Law
1	No model owns truth
2	No agent bypasses Twin
3	No capability bypasses Governance
4	No frontend owns canonical state
5	No product owns credentials
6	No source-system mutation without receipt
7	No ambiguous retry
8	No context without authority
9	No observation without identity
10	No isolated agent memory
11	No second Fortress
12	No disconnected execution
13	No hidden incompleteness
14	No package authority
15	No provider-specific business UX

14 Product Doctrines

Business need first, One View, One Twin, Agents are workers, Spine is contextual infrastructure, Context is shared, Handoffs are contextual, Capabilities are discoverable, Authority is explicit, Models do not own truth, Source systems remain execution authorities, Every meaningful action returns to Spine, Ask/Approve/Reject/Redo is native, More connected work strengthens Spine.

Spine Fabric & Storage

Term	Association
Spine Fabric	The organization's persistent business-context substrate. Collection of storage and memory mechanisms, not one database.
Canonical Plane	Protects authoritative truth in Spine; governed writes only.
Operational Plane	Working/contextual projections + memory for Workspace, Twin, agents, workflows.
Canonical Truth	Authoritative business truth — entities, relationships, transactions, KPIs.
Operational Memory	Events, context, embeddings, semantic memory, active work state.
Adaptive Spine	The runtime realization of Spine with 7 canonical entity types.
Fortress	Legacy term for Supabase Postgres database used as canonical SSOT (historical/retired).
D1	Cloudflare D1 — per-tenant operational Spine database; bounded edge state.
KV	Cloudflare KV — hot cache for rate limits, sessions, connector status, signal cache, metrics, OAuth state.
R2	Cloudflare R2 — blob storage for files, attachments, evidence, raw payloads.
Vectorize	Cloudflare Vectorize — embedding storage for semantic search.
AI Search	Cloudflare AI Search — tenant-scoped semantic search over memory/knowledge.
Durable Objects	Cloudflare Durable Objects — agent memory with snapshotting to D1.
Neon Postgres	Canonical control-plane authority; owns canonical operational entities, relationships, lineage.
Six-Layer Storage Fabric	L1 Postgres/Neon/D1, L2 Redis/KV, L3 R2, L4 Conversational Store, L5 Vectorize/pgvector, L6 Durable Objects.

Pipeline & Flows

Term	Association
Pipeline	Data processing pipeline: LOAD → NORMALIZE → STORE → THINK → APPROVE → ACT → REPEAT.
Flow A	Structured operational data — deterministic normalization, governed writers, Pipeline promotion.
Flow B	Unstructured business data — documents, communications, attachments, transcripts.
Flow C	AI/agentic activity — never writes directly to Spine; Triage proposes promotion.
Flow D	Identity/authorization gate — tenant, workspace, role, configuration, connection, credential, capability, policy binding.
Normalizer	6-stage data normalization kernel: NA0 Schema Detector → NA1 Canonical Transformer → NA2 SSOT Binder → NA3 Lineage Manager → NA4 Relation Binder → NA5 Spine Publisher.
Loader	Ingests raw source data into the pipeline.
Triage	Adaptive classifier/router for incoming information. Receives, validates, classifies, redacts, deduplicates, links, quarantines, stages. Cannot independently decide truth.
Memory Promoter	Engine that promotes selected Spine entities into Memory based on 7 Promotion Signals.
Promotion Signals	important, repeated, strategic, behavioral, decision, preference, exception.
Spine Writer	The governed sole-writer path to canonical state.
Deterministic Normalization	8 stages: Raw Event Ingestion, Canonical Field Mapping, Schema Normalization, Entity Resolution, Deduplication, Relationship Linking, Depth Matrix Evaluation, Spine Write.
Depth Matrix	Tenant schema configuration controlling how deep normalization/relationship traversal goes.
Transactional Outbox	Domain write + outbox event happen atomically in D1; outbox publisher pushes to Cloudflare Queue.
Idempotency	Deduplication mechanism using processed_commands table; reused idempotency key with different payload = conflict.

Capability Fabric

Term	Association
Capability Fabric	Governed execution language between intelligence and operational action. Discovers, selects, validates, enforces governance, routes execution.
Semantic Capability	What a human or Twin means, expressed without any provider (e.g., `email.send`, `crm.account.update`).
Tool Capability	Versioned provider binding of a semantic capability (e.g., `gmail.email.send@2`).
ResolvedCapability	Fully bound triple: SemanticCapability + ToolCapability + ConnectionId. Nothing downstream may re-pick.
CapabilityRegistry	Registry of semantic capabilities and tool capabilities.
FabricCapabilityResolver	Resolves intent to resolved capability through registry + connections.
CapabilitySurfaceItem	Contextual, human-readable description of one capability for Workbench rendering.
MCP Pool	55 registered capabilities. Pattern: Registry → Resolver → Health → Routing → Versioning.
Provider Management MCP	15 capabilities: `provider.`, `apps.`, `connections.`, `oauth.`.
Integration Management MCP	28 capabilities: `connectors.`, `sync.`, `webhooks.`, `schemas.`.
Task Management MCP	12 capabilities: `tasks.*`.
EffectSignature	What one invocation of a tool capability changes in provider reality.
RiskClass	`read`, `low`, `medium`, `high`, `critical` — classification of capability risk.
Reversibility	`reversible`, `compensatable`, `irreversible` — whether an action can be undone.
Connection	Tenant-owned, credentialed instance of a connector definition.
ConnectionStatus	`healthy`, `degraded`, `expired`, `revoked`, `unavailable`.
EntitlementLevel	`none`, `starter`, `growth`, `enterprise`, `unknown` — access tier.

Governance

Term	Association
Governance	Policy and approval semantics — the operational control plane for whether actions may advance.
GovernanceDecision	Deterministic outcome: `allowed`, `approval_required`, or `blocked`.
PolicySnapshot	Policy state a decision was made against; snapshotting makes decisions reproducible and auditable.
HITL	Human-in-the-Loop. Governance behavior where operators act as reviewers, approvers, escalators, or exception handlers.
ApprovalState	`draft`, `proposed`, `awaiting_human_review`, `approved`, `rejected`, `modified`, `deferred`, `executing`, `outcome_received`, `verification_required`, `verified`, `reconciled`, `closed`.
AuthorityDecision	Record of a human decision on a proposal.
ProposalLifecycle	Full lifecycle of a proposed action from creation through verification.
Approval Token	Scoped human approval token minted by Governance; required for every external execution.

Agents & Intelligence

Term	Association
Twin Orchestrator	Cognitive orchestration layer. Observes, reasons, proposes, coordinates. The primary AI representative.
Three-Tier Agent Taxonomy	Primary Orchestrator (Twin), Cognitive/Governance Services (Triage, Governance, Entity Resolver, Evidence), Specialized Platform Workers (Schema Generator, Schema Orchestrator, Coworker Agent, Adaptive Auto-Tuner).
Triage Agent	Receives incoming information, validates, classifies, routes. Cannot decide truth independently.
Coworker Agent	Performs preparation and bounded delegated work. Proposes only.
Schema Generator	Proposes entities for schema-discovery coordination.
Schema Orchestrator	Maps/checks diffs in schema proposals.
Adaptive Auto-Tuner	Refines thresholds. Propose-only worker.
Entity Resolver	Cognitive service that resolves entity references during Orient/Decide.
Evidence	Bounded service Twin calls during Orient/Decide.
Agent Registry	Infrastructure service tracking available agents.
Tenant Brain DO	Durable Object for tenant-level governance and cognitive state.
Colony	Agent colony pattern for multi-agent runs.
Morning Brief	Scheduled 7am daily briefing from Twin.

Identity & Auth

Term	Association
One Auth	Single ecosystem entry for identity; host authority never duplicated.
One Access	MFE for identity, tenant/workspace context, sessions, consent, scoped grants, connector marketplace.
Tenant	Isolated customer environment. Every durable record carries `tenant_id`. Per-tenant D1 routing.
TenantGate	Gateway-enforced tenant boundary; every query binds `tenant_id` first.
Workspace	Organizational subdivision within a tenant; role-specific projection surface.
PrincipalContext	Identity and authority derived by Gateway from the One Access session.
ActorContext	Actor/authority context resolved by One Auth; never supplied by a browser.
Credential Wall	Where credentials and access tokens remain; never published to listing, browser, or MCP tool result.
Clerk	Primary authentication provider (JWT, OAuth).
Descope	Alternative auth provider for server-side session validation.
Cloudflare Access	MCP Auth provider.
RLS	Row-Level Security. PostgreSQL RLS enforcing `tenant_id` isolation.
WorkspaceRole	`owner`, `admin`, `member`, `analyst`, `guest`.
DomainId	`integratewise-apac`, `personal`, `account-success`, `revops`, `salesops`.

Context & Memory

Term	Association
ActiveContextBundle	One bounded, authorized context response for a work context.
Context Assembly	First-class system operation resolving relevant context for a business need.
Context Resolver	Assembles User, Work, Organization, Entity, Event, Document, Conversation, Transaction, Policy, and Capability context.
Context Bundle	Assembled context delivered to Human View and Twin Reasoning.
ContextScope	`entity`, `relationships`, `knowledge`, `memory`, `evidence`, `capabilities`, `entity360`, `ai_output`.
EntityContext	Disclosure available regardless of Entity 360 maturity.
Entity 360	Single entity continuation view with activity, intelligence, action, governance, execution state, and continuity.
Entity 360 Projection	Optional, policy-gated projection requiring full Entity 360 maturity.
Entity 360 Formation	Process of building Entity 360 from resolved related entities, evidence, provenance.
FreshnessSummary	Data freshness: `live`, `recent`, `stale`, `historical`, `mixed`, `unknown`.
Memory Scopes	USER (per-person), WORK (per-entity/process), ORGANIZATION (tenant-wide).
Org Memory	Organizational memory stored in D1; promoted from Spine via Promotion Signals.
Continuity Bridge	Platform concept: operational reality → continuity capture → persisted state → context recovery → next actor context.
Workspace Discovery Projection	First browser read: `GET /api/v1/workspace/discovery` — versioned, tenant/RBAC-scoped manifest.
ContextGatewayAssertion	HMAC-signed claim asserting Gateway-resolved identity for context requests.
Canonical Memory Fabric	Platform-owned memory holding Working Memory and Agent Memory.
Working Memory	Short-term operational memory in Durable Objects.
Agent Memory	Long-term agent state in Durable Objects, snapshotting to D1.

Projection & Workbench

Term	Association
Projection Engine	Assembles workbench projections from Spine data.
ProjectionEvent	Event for projection snapshot, update, invalidation, execution outcome, notification, twin stream.
ProjectionChannel	`projection.snapshot`, `projection.update`, `projection.invalidation`, `execution.outcome`, `notification.event`, `twin.stream`, `command`, `query`, `approval`, `presence`.
WorkbenchCommand	Command from Workbench surface to platform.
WorkbenchShell	Top-level layout and context switching.
L1	Internal engineering label for Workbench UI layer — never user-facing.
L2	Internal label for Cognitive overlay (Twin).
L4	Internal label for Continuity/Memory layer.
L7	Internal label for Governance layer.
Five Zone Shell	Workbench layout structure.
Role-Based Workbench	Role-specific workbench rendering.
Department Workbench	Department-specific workbench.
OODA Buttons	UI component for the Four Buttons.
Twin Signal Feed	Inline signal display from Twin observations.
Store Spine Modal	UI for Store in Spine action.
Context Action Slot	Governed action component for context-aware actions.
Proposal Approval Card	UI for Twin proposal approval.

Services

Term	Association
Gateway	Single entry point for ALL requests. Validates JWT, resolves tenant, rate limits, routes to correct service.
Connector	Manages connections to external systems; sync, capability routes.
Connector Sync	Handles initial hydration and delta sync for connectors.
Pipeline	Data pipeline: normalize, spine write, memory promotion.
Intelligence	Think + Act + Govern + Agents cognitive layer.
Knowledge	Knowledge management service; search, embed, synthesize.
Hermes	Execution orchestrator for authorized capability invocations.
Store	File uploads, R2 storage, processing pipeline, version management.
Signals	Signal event bus with event sourcing; observe, replay, pattern matching.
Continuity	Persistent operational context service.
Twin Orchestrator	Cognitive orchestration: observe, reason, propose, coordinate, learn.
Loader	Raw data ingestion into the pipeline.
Normalizer	Data normalization service.
Govern	Governance service.
Act	Action execution service.
Think	Cognitive thinking service.
Admin	Admin operations service.
Billing	Billing management service.
Tenants	Tenant management service.
Webhook Ingress	Webhook ingestion and real-time broadcasting.
MCP Connector	Public 19-tool Spine MCP / semantic continuity boundary.
MCP Pool	MCP capability pool with 55 registered capabilities.
Telemetry	Application telemetry service.
Agent Registry	Agent registration and discovery.
IW Agent Runtime	Agent runtime with Durable Objects.
Task Management	Task CRUD, scheduling, cron, handlers.
Provider Management MCP	Provider, app, connection, OAuth management.
Integration Management MCP	Connector, sync, webhook, schema management.
Folder Watcher	Bridges local filesystem changes into pipeline.
HuggingFace Inference	HuggingFace model inference service.
Projection Service	Projection management service.

Packages

Term	Association
`@integratewise/kernel`	Unified Kernel Connector connecting MCP with Spine, ADK, Orchestrator, Discovery.
`@integratewise/orchestrator`	Execution engine managing capability execution across agents, connectors, MCP tools.
`@integratewise/capability`	Canonical Capability Fabric runtime contracts.
`@integratewise/projection-contracts`	Canonical types for Projection Engine and Workbench command bus.
`@integratewise/normalizer`	6-stage data normalization kernel.
`@integratewise/spine-entities`	7 canonical entity types for the Adaptive Spine.
`@integratewise/spine-network`	IW Spine MCP Server connecting AI tools to IW ecosystem through the Spine.
`@integratewise/context-contracts`	Active Context Bundle and Entity Context contracts.
`@integratewise/gateway-sdk`	Gateway client SDK with spine-tools.
`@integratewise/model-gateway`	Model registry and provider management.
`@integratewise/analytics`	Analytics hooks and providers.
`@integratewise/webhooks`	Webhook worker for incoming events.
`@integratewise/accelerators`	Accelerator packs for different business domains.
`@integratewise/bootstrap`	Bootstrap and initialization package.
`@integratewise/contracts`	Shared contracts including authority doctrine, surfaces, wiring constants.
`@integratewise/handoff-adapters`	Handoff adapters with idempotency and JSON adapters.
`@integratewise/workbench-config`	Role configs, sidebar navigation, projection profiles.
`@integratewise/design-system`	Design system components and utilities.
`@integratewise/skills`	Skills definitions.
`@integratewise/types`	Shared TypeScript types.
`@integratewise/config`	Configuration including env bindings.
`@integratewise/core/governance-engine`	Core governance engine with approval queue.
`@integratewise/coda-pack`	Coda integration pack with sync tables and actions.

Canonical Spine Entities

Term	Association
Connection	Tenant-owned, credentialed instance of a connector.
Connector	Connector definition with capabilities.
SyncJob	Synchronization job tracking.
Webhook	Webhook registration and statistics.
Schema	Schema definition.
Capability	Capability definition with policy.
TimelineEvent	Temporal history of entity mutations; append-only.
PlatformEvent	Cross-service event with causation, correlation, idempotency.

Execution & Reconciliation

Term	Association
ExecutionPlan	Immutable plan created before Governance evaluation; carries content hash.
ExecutionStep	Steps: `connector_call`, `agent_invoke`, `mcp_tool`, `spine_read`, `spine_write`, `approval_gate`.
ExecutionLifecycleState	`dispatched`, `provider_acknowledged`, `reconciling`, `reconciled`, `partially_reconciled`, `reconciliation_failed`, `promoted`.
ReconciliationResult	Comparison of expected effects vs observed provider reality.
ObservedEffect	Effect actually observed from provider read-back or event.
EffectMatch	Comparison result for one expected effect.
PromotionEnvelope	Envelope consumed by Pipeline for canonical promotion; only promoted when reconciled.
ContinuityChain	Every identifier needed to reconstruct a continuity chain from one record.
RuntimeResult	Health/error result type for capability operations.
StructuredError	Typed error for capability operations.
Canonical JSON	Deterministic JSON serialization for content hashing.
PlanHash	SHA-256 over every plan field; re-derived downstream to detect tampering.
CapabilityIntent	User or Twin intent before any provider is chosen.
WorkService	Human operational work: tasks, queues, assignments, deadlines, ownership.
ExecutionService	Machine execution: provider dispatch, invocation attempts, retries, compensation.

Projections & Workspace

Term	Association
RoleConfig	Role definition: id, label, sidebar modules, connected systems, AI capabilities, operational features, MCP capabilities, Spine projection.
ModuleId	Sidebar module identifier.
PlatformCapability	Shared platform modules: integrations, configuration, activation, governance, continuity, network-graphs.
CTXEnum	`CTX_CS`, `CTX_SALES`, `CTX_SUPPORT`, `CTX_PM`, `CTX_MARKETING`, `CTX_BIZOPS`, `CTX_TECH`, `CTX_HR`, `CTX_FINANCE`, `CTX_LEGAL`.
16 Canonical Sections	Home, My Work, Entity Database, Entity 360, Pipeline/Queue, Timeline, Calendar, Communications, Documents & Knowledge, Signals & Risks, Approvals, Planning Canvas, Reports & Metrics, Automation & Playbooks, Recent Work, Twin.
15 Business Domain Workbenches	Account Success, Technical Account Success, Service, Support, Sales, Marketing, Content, Finance/RevOps, Product Engineering, Business Operations, Operations, Founder Ops, Human Resources, Legal, Personal.

Four Planes

Term	Association
Experience Plane	User Workbench, Twin, Admin, Mobile, AI Chat, Model Selector, Agent Canvas.
Intelligence Plane	Hermes, Knowledge, Memory, Signals, Model Gateway, Omni Router.
Execution Plane	Gateway, MCP Pool, Provider MCP, Integration MCP, Task MCP.
Foundation Plane	Adaptive Spine, Identity, Security, Storage, Timeline, Provenance.

Two Capability Planes & Membranes

Term	Association
Tool/Operational Capability Plane	"What happened / what can execute". Reads/mutates provider data; emits Action Receipts.
Cognitive Capability Plane	"What might this mean". Models/rerankers/embeddings/Twin; candidate proposals only ("rented cognition").
Membrane A (Truth Egress)	Context Assembler redacts/restricts Spine context reaching cognitive models.
Membrane B (Truth Promotion)	Cognitive candidates pass Evidence Attachment → Triage → Governance → Human Approval before promotion.

Data Concepts

Term	Association
Provenance	Source and lineage of data; mandatory in universal record envelope.
Lineage	Source, source_id, event_id, timestamp trail.
Canonical Fields	Allowed fields per entity type for normalization.
Schema Normalization	Transforming raw data into canonical format.
Entity Resolution	Matching/merging entities across sources.
Deduplication	Removing duplicate records.
Relationship Linking	Connecting related entities.
Canonical Entity Types	`account`, `contact`, `opportunity`, `deal`, `project`, `task`, `document`, `meeting`, `email`, `message`, `event`, `signal`.
Universal Record Envelope	`id`, `tenant_id`, `workspace_id`, `status`, `version`, `origin`, `confidence`, `source_connection_id`, `provenance`, `metadata`, `created_by/at`, `updated_by/at`, `archived_at` — shared by every operational table.

Marketplace & GTM

Term	Association
Plugin Marketplace	External acquisition and embedded activation for AI hosts.
MCP Marketplace	External acquisition and tool-first activation.
Connector Marketplace	In-product capability activation and expansion.
Provider Marketplace	Provider-native IW packages when provider OAuth/webhook semantics require it.
MarketplaceInstallation	State machine: `initiated` → `identity_required` → `workspace_required` → `consent_required` → `binding` → `hydrating` → `active`.
Activation Hub	Onboarding completion and intelligence activation.
Integration Manager	Connectors, sync, webhooks, schemas management.
Configuration Manager	Tenant schema, depth matrix, policies.
Capability Manager	Maps connectors/tools into governed, permissioned capabilities.
North-Star Metric	Time to first approved governed outcome.
Claims Maturity Model	`Defined` / `Implemented` / `Live-verified` — code presence alone never satisfies a claim.

Frontend Six Concepts

Term	Association
Entity	Operational data entity.
Projection	Role-specific view of entity data.
Capability	Available operation.
Signal	Attention-requiring event.
Context	Relevant connected state.
Twin	Primary AI representative.

Canonical Reference

For the complete operational model, see:

WORKBENCH_INTERACTION_LIFECYCLE.mdx — The canonical Human-Twin-Agent flow, learning layer, and external tool integration

Tagline

"Truth you own. AI you rent. Approval in between."