Reference

Glossary

These are the meanings used in the Studio. When a term has more than one meaning here, its entry names each use. The notes also flag other common meanings that could cause confusion; this is not a dictionary of every possible use.

studio bridge definition

Access path

A documented route by which someone may obtain or use a model, including its availability and eligibility conditions.

Example
A gated artifact download with stated eligibility.
Not an example
A model name mentioned in a news article.
Meaning and boundary
Access, licensing, deployment, and availability are separate questions. A visible page is not automatically a usable or permitted path.
Related terms
Model artifact, Hosted offering

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Agent

A term whose meaning depends on context: in orchestration, software that selects or carries out actions; in simulation, an entity following local rules; in provenance, a person, organization, or software entity responsible for activity.

Example
A tool-using workflow controller, a NetLogo simulated actor, or a PROV software agent when the context names that role.
Not an example
Calling every language model an autonomous agent.
Meaning and boundary
The Studio uses all three senses. A model alone is not an orchestration agent, a simulated agent need not use AI, and a PROV agent denotes responsibility rather than autonomy.
Related terms
Computational model, Provenance

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29
  2. PROV-O: The PROV OntologyW3C · checked 2026-09-29
  3. NetLogo 7.0.4 User ManualNorthwestern University Center for Connected Learning and Computer-Based Modeling · checked 2026-09-30

studio bridge definition

Approach

A method for pursuing a function; several approaches may address the same outcome.

Example
Dense-vector similarity search as a way to retrieve related material.
Not an example
A particular hosted search service.
Meaning and boundary
Here it is a method category, not a claim that one implementation is suitable for every setting.
Also called
method
Related terms
Function, Implementation

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Computational model

An identifiable computational design that maps inputs to outputs for a designed contribution. The Studio separates it from the surrounding application, runtime, and access path.

Example
An encoder designed to produce text representations.
Not an example
An entire retrieval application with its index, permissions, and interface.
Meaning and boundary
Model can also mean a conceptual, data, statistical, or simulation model. In the Computational Model Studio it means a computational design; a model release is a specific versioned identity.
Related terms
Model release, Model artifact, Hosted offering

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Controlled vocabulary

A maintained set of concepts or terms with chosen labels and, where useful, stated relationships for consistent description.

Example
Preferred and alternative labels for document types.
Not an example
Whatever tags users happen to type without curation.
Meaning and boundary
A controlled vocabulary can organize labels without the formal logical commitments of an OWL ontology. Some uses of taxonomy name a hierarchical subset of this work.
Also called
concept scheme
Related terms
Ontology

Definition sources

  1. SKOS Simple Knowledge Organization System ReferenceW3C · checked 2026-09-30

studio bridge definition

Embedding

A numeric representation of an input that can support comparison or downstream computation.

Example
Text encoded as a vector for a retrieval index.
Not an example
The document text itself.
Meaning and boundary
An embedding is a representation, not an explanation of meaning. The same word is also used for embedding content in a page or program; that is a different sense.
Also called
vector representation
Related terms
Vector similarity search, Retrieval

Definition sources

  1. OpenAI embeddings guideOpenAI · checked 2026-09-29

studio bridge definition

Evaluation

A structured assessment of a system, model, or process against stated criteria using evidence appropriate to the intended use.

Example
Test retrieval relevance on a specified document set.
Not an example
Treat a vendor claim as an independent test result.
Meaning and boundary
The evaluated object matters: a model benchmark does not evaluate an entire application, and a source review does not test product performance. A governance review may use different criteria from a task test.
Also called
assessment
Related terms
Governance

Definition sources

  1. AI Risk Management FrameworkNIST · checked 2026-09-29
  2. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Fine-tuning

Further training that adapts an existing model by updating some or all trainable parameters for a task or domain.

Example
Train a low-rank adapter for a base model.
Not an example
Change only the text of a runtime prompt.
Meaning and boundary
Parameter-efficient fine-tuning updates a small subset or adapters; full fine-tuning updates more weights. Prompting a model without changing parameters is a different operation.
Also called
fine tuning
Related terms
Model weights, Model variant

Definition sources

  1. PEFT methods overviewHugging Face · checked 2026-09-30

studio bridge definition

Framework

A structured set of concepts or guidance for organizing decisions or practices in a domain.

Example
A published AI risk management framework.
Not an example
A runtime library used to call a model.
Meaning and boundary
Framework can also mean a software library; Studio framework records refer to published guidance. Using a framework is not evidence of compliance or effectiveness.
Related terms
Standard, Governance

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Function

An outcome or capability an AI system is asked to provide, stated independently of a particular method or product.

Example
Retrieve relevant material for a question.
Not an example
A named vector database.
Meaning and boundary
Elsewhere, function may mean a mathematical mapping or a callable program; those senses are not this Studio record type.
Related terms
Approach, Implementation

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Governance

The policies, roles, decisions, and oversight used to direct and account for how an AI system is developed and used.

Example
Set approval roles and monitoring responsibilities for a deployed AI workflow.
Not an example
Assume one prompt filter establishes organizational oversight.
Meaning and boundary
Governance is broader than a technical guardrail or one compliance document. The Studio also uses the word for cross-area responsibilities, not a standalone tool category.
Related terms
Evaluation, Provenance

Definition sources

  1. AI Risk Management FrameworkNIST · checked 2026-09-29

studio bridge definition

Hosted offering

A provider-operated way to use a model release or variant, usually through an API or application service.

Example
A documented API serving a named model release.
Not an example
A repository containing only downloadable weights.
Meaning and boundary
A hosted offering is an access path, not evidence that the same model weights can be downloaded or run locally.
Also called
hosted service
Related terms
Model release, Access path, Model artifact

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Implementation

Identifiable software or a service that can put an approach to work in a particular setting.

Example
A named vector search engine.
Not an example
The general idea of similarity search.
Meaning and boundary
In general usage, implementation can mean the act of building a system. Studio implementation records name software or services; model releases have separate records.
Also called
tool or service
Related terms
Approach, Computational model

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Modality

The kind of information a model accepts or returns, such as text, image, audio, video, structured symbols, or numeric data.

Example
Audio input and text output for speech transcription.
Not an example
Calling every model that processes video a video generator.
Meaning and boundary
Input and output modalities are recorded separately. Output modality says what form is returned; it does not establish the task, such as generating video versus tracking masks through video.
Also called
input modality, output modality
Related terms
Computational model

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Model artifact

A downloadable or otherwise distributable file set associated with a model release or variant, such as weights or a packaged runtime form.

Example
A publisher-hosted checkpoint for local inference.
Not an example
A hosted API endpoint without distributable model files.
Meaning and boundary
Artifact elsewhere can mean any by-product. Here it is a model distribution object; its availability and terms do not automatically permit every deployment.
Also called
artifact
Related terms
Model release, Model weights, Access path

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Model release

A named, citable publication of a computational model at a particular version or release identity.

Example
A publisher's named 2025 model release with a model card.
Not an example
A generic family name with no release identity.
Meaning and boundary
A release is the model identity being described here. A downloadable file, hosted endpoint, and later variant are separately represented even if marketing names overlap.
Also called
release
Related terms
Computational model, Model variant, Model artifact, Hosted offering

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

studio bridge definition

Model variant

A documented variation of a model release with a meaningful difference in configuration, training, specialization, or packaging.

Example
An instruction-tuned variant linked to its base release.
Not an example
A second mirror URL for the same file.
Meaning and boundary
Variant may describe a distinct model configuration; a file format or quantized copy can instead be an artifact. The Studio follows what the source actually distinguishes.
Also called
variant
Related terms
Model release, Model artifact

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Model weights

Learned numerical parameters used by a model during computation; an artifact may distribute them in one of several formats.

Example
A downloadable checkpoint containing learned parameters.
Not an example
The hosted API response from a model.
Meaning and boundary
Weight access is not the same as a license to modify, redistribute, or deploy. Quantized weights may differ in precision from the original release.
Also called
weights
Related terms
Model artifact, Fine-tuning

Definition sources

  1. PEFT methods overviewHugging Face · checked 2026-09-30
  2. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Ontology

A structured description of a domain's concepts and relationships; formal ontologies can support machine-interpretable meaning and inference.

Example
OWL classes and properties describing a domain.
Not an example
An unlabeled list of keywords.
Meaning and boundary
Ontology can be used broadly for a conceptual map. In the Studio's OWL and entailment examples it means a formal representation with defined semantics, not just a list of tags.
Related terms
Controlled vocabulary, Provenance

Definition sources

  1. OWL 2 Web Ontology Language Document Overview (Second Edition)W3C · checked 2026-10-05

adapted definition

Provenance

Information about the origin, derivation, and history of an entity or result.

Example
A document records its source and transformation.
Not an example
An uncited assertion of accuracy.
Meaning and boundary
Lineage is often used for derivation chains; provenance can include wider context such as agents and activities. A trace does not establish correctness by itself.
Also called
lineage
Related terms
Ontology

Definition sources

  1. PROV-O: The PROV OntologyW3C · checked 2026-09-29

studio bridge definition

Retrieval

Finding and returning candidate information from a collection in response to a query or other input.

Example
Return relevant passages from an indexed document collection.
Not an example
A model composing an answer from its learned parameters alone.
Meaning and boundary
Retrieval may use lexical, vector, graph, or combined methods. It is performed by a system around a model; generating a response is a separate step.
Related terms
Vector similarity search, Embedding

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29
  2. pgvector project documentationpgvector · checked 2026-09-30

studio bridge definition

Standard

A published specification that defines terms, formats, processes, or requirements for a stated scope.

Example
A published data exchange specification.
Not an example
A vendor's unsupported claim of compliance.
Meaning and boundary
A standard can be voluntary or mandatory under a separate rule or contract. Listing one here is not proof that a system conforms to it.
Related terms
Framework

Definition sources

  1. AI Studio methodologyCameron Smith · checked 2026-09-29

adapted definition

Vector similarity search

Retrieval by comparing numeric vectors with a defined distance or similarity measure, using exact or approximate search.

Example
Find nearby document embeddings for a query embedding.
Not an example
Exact keyword matching without vector comparison.
Meaning and boundary
Similar vectors are candidate matches, not proof that the underlying claims are true or relevant to a user's intent.
Also called
vector search, dense-vector search
Related terms
Embedding, Retrieval

Definition sources

  1. pgvector project documentationpgvector · checked 2026-09-30