Latent — Concept Expansion Engine

Creativity is not random — it's structural

The greatest breakthroughs come from seeing hidden connections between distant domains. Evolution and gradient descent. Version control and memory reconsolidation. Cache invalidation and forgetting. Latent makes these structural analogies discoverable, turning concept exploration from an art into a repeatable process.

How It Works

Seed Concept

▼

Depth

Drill into fundamentals and first principles

Breadth

Find similar patterns across domains

Bridge

Connect two concepts across domains

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Deeper insight

Lateral analogy

Novel bridge

Three modes of expansion, each revealing different kinds of hidden structure. Depth peels back layers to find root principles. Breadth finds isomorphic patterns across unrelated fields. Bridge discovers the conceptual pathway connecting two seemingly disconnected ideas. Once the landscape is mapped, other suites can turn it into something operational: Prism can structure and hydrate it, Logic can persist it, and Math can help score or compare what matters most.

Capabilities

Depth Expansion

Drill into the fundamental principles underlying a concept. Peel back layers of abstraction to find the core mechanics and first principles.

Breadth Expansion

Find structurally similar patterns across unrelated domains. Discover that cache invalidation and biological forgetting share the same underlying trade-offs.

Bridge Mode

Given two concepts from different fields, find the conceptual pathway connecting them. Reveal hidden isomorphisms that spark genuine insight.

Multi-Level Exploration

Control expansion depth with configurable levels. One level gives immediate associations; multiple levels reveal deep structural patterns.

Structured Output

Every expansion returns tagged, structured results — not free-form text. Concepts, relationships, and analogies are machine-readable and composable.

Hydration for Downstream Reasoning

Use Latent to build a rich conceptual map first, then hand the result to Prism or Logic so an agent can navigate, hydrate, and reuse the most relevant branches later.

Research Acceleration

Turn hours of literature review and lateral thinking into seconds. Latent surfaces connections that would take a human researcher weeks to find.

Orient — Angular Navigation

latent.orient navigates to a specific angular position in a concept's latent neighbourhood. Seven axes (negation, abstraction, agency, scale, formality, narrative, custom) with configurable angles produce deterministic, repeatable orientations. Dual-pass expansion (canonical + exploratory) covers both high-confidence and long-tail connections.

Horizon — Boundary Discovery

latent.horizon finds the edges of a neighbourhood — where the current framing runs out and what lies beyond. Accepts an orientation_id to skip re-expansion. Optional expand_beyond reveals adjacent territory from each boundary node. Coverage gap analysis recommends the next orientation.

See It In Action

// Breadth: find structural analogies across domains
{
  "name": "data-grout@1/latent.expand@1",
  "arguments": {
    "seed": "cache invalidation",
    "mode": "breadth",
    "levels": 2
  }
}

// Bridge: connect two concepts from different domains
{
  "name": "data-grout@1/latent.expand@1",
  "arguments": {
    "seed": "version control",
    "target": "memory reconsolidation",
    "mode": "bridge"
  }
}

Breadth expansion on 'cache invalidation' surfaces analogies in biological memory decay, economic depreciation models, and attention mechanism pruning. Bridge mode reveals that version control and memory reconsolidation share a common pattern: selective preservation under constraint pressure.

// Orient: explore from a specific angular position
{
  "name": "data-grout@1/latent.orient@1",
  "arguments": {
    "seed": "cache invalidation",
    "axis": "negation",
    "angle": "opposite",
    "output_format": "all"
  }
}

// Horizon: find the boundary and expand beyond
{
  "name": "data-grout@1/latent.horizon@1",
  "arguments": {
    "seed": "cache invalidation",
    "expand_beyond": true
  }
}

Orient explores from a specified axis/angle — negation reveals what structural patterns exist where caching does not. Horizon finds the boundary markers and optionally expands beyond them to discover adjacent territory.

Use Cases

Research & Discovery

Accelerate literature review by finding structural analogies across fields. Discover that your problem in distributed systems was solved in evolutionary biology decades ago.

Creative Ideation

Generate novel product concepts by bridging existing ideas across domains. Find the intersection of subscription models and game mechanics that nobody has explored.

Knowledge Synthesis

Build concept maps that reveal hidden relationships in your organization's knowledge base. Understand how seemingly unrelated projects share common patterns.

Latent Space Hydration

Use latent.expand to map the broad landscape, latent.orient to navigate specific angular positions, and latent.horizon to find the boundaries. Persist facts to Logic for future sessions, and use Prism to structure or visualize the results.

Composes With

Chain expand → orient → horizon for a complete conceptual navigation workflow. Orient and horizon persist typed facts directly into Logic cells — queryable with natural language, raw Prolog, or graph predicates. Use Prism to structure, analyze, or render concept maps into agent-ready context. Bring in Math when you want to rank themes, compare frequencies, or score candidate branches quantitatively. Use Flow to chain multi-step expansion and hydration pipelines.