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The ModelariumAll Worlds

The Systems Workshop

The answer is often not one model. Open a system, follow the components, then start from a worked recipe.

Direct model call

One request and one response with validation around the edge.

  1. Prepare the input and instructions.
  2. Call one model release and deployment offer.
  3. Validate and review the output.

Retrieval-augmented generation

Search first so the generator receives a small evidence set.

  1. Chunk and index the collection.
  2. Retrieve and rerank relevant passages.
  3. Generate with citations and an abstention rule.

Tool-using agent

A model chooses among bounded tools while the system owns permissions.

  1. State the task and allowed tools.
  2. Execute observable tool calls.
  3. Check results and pause at human gates.

Document or media pipeline

Deterministic stages surround specialized models.

  1. Ingest and normalize the source.
  2. Extract or transform in bounded stages.
  3. Validate artifacts and route exceptions.

Ten worked recipes

Each recipe begins with a job and names the surrounding system.

direct model call

Editorial revision with a house voice

Compare revisions blind and measure human editing effort.

tool using agent

Dated research brief with claim tracing

Retrieve current sources, separate evidence classes, and review every consequential claim.

tool using agent

Code change with executable tests

Give the model bounded repository tools and require a failing then passing test.

document media pipeline

Reproducible data finding

Preserve input data, calculations, assumptions, and the evidence behind the conclusion.

document media pipeline

Document to validated JSON

Extract against a schema and route low-confidence fields for review.

document media pipeline

Explainable support triage

Classify messages with examples, abstention, and an escalation path.

retrieval augmented generation

Private policy assistant with citations

Retrieve narrow passages, rerank them, and answer only from the supplied evidence.

direct model call

Image production and revision

Compare prompt adherence, composition, edit precision, and artifact readiness.

document media pipeline

Short explainer video

Evaluate shot continuity, timing, audio, safety, and revision control.

tool using agent

Bounded assistant with tools and approval

Limit tools and authority, log actions, and require approval for consequential steps.