Grimoire is the substrate.
Agents are replaceable.
HobFarm's structured knowledge substrate for data-grounded AI workflows. References, atoms, composites, correspondences, validation traces, agent-readable context. Models change. Providers change. Agents change. The substrate persists, improves, and gives every new agent a better landscape to work inside.
Substrate signals
6 public notesFrom source to replay.
Every artifact passes through the same pipeline. Sources enter, agents extract into structured atoms, atoms combine into composites, correspondences link them across categories. Downstream, agent context is assembled from substrate state, outputs are generated, and every step is logged so any run can be replayed.
Visual references, cultural metadata, text corpora, gallery inputs.
Agents read sources into structured fields. Provider-agnostic.
Schema-backed units. The smallest persistent things the substrate holds.
Atoms arranged into reusable structures: palettes, identities, scenes.
Links between atoms across categories. The substrate's connective tissue.
Substrate state shaped into context an agent can read at runtime.
Generated images, compiled prompts, structured answers, downstream payloads.
Every run logged with inputs, schema versions, and validation traces.
Durable data.
Replaceable agents.
Anything you build on top of a specific model is on a deprecation clock. Anything you build on top of structured, schema-backed data outlives the model that produced it. Grimoire keeps the durable side of that line, and treats the rest as swappable.
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Models
Frontier weights cycle on a monthly cadence.
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Providers
API surfaces and pricing shift constantly.
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Agent frameworks
Today's orchestration is next year's footnote.
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Prompts
Phrasing rots. Compilation strategies drift.
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Atoms
Schema-backed units survive model swaps.
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Composites
Arrangements remain valid across providers.
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Correspondences
Cross-references compound in value over time.
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Validation traces
Runs are replayable, audits are durable.
Edge-native substrate.
Grimoire is built on a Cloudflare-native stack. Structured storage and indexes hold the durable parts of the system. Edge compute reads them on demand, routes through a provider gateway, and writes new runs back into the substrate. Downstream surfaces consume the same shape.
Structured storage
Atoms, composites, correspondences, run logs.
Reference assets
Source images and large binaries.
Hot state
Health, gates, lookups read on every request.
Semantic index
Similarity search across atoms and chunks.
Compute fabric
Edge-resident routes, classifiers, pipelines.
Async work
Batched extraction, retagging, vectorization.
Provider routing
Multi-provider mediation with retries and caching.
Downstream
StyleFusion, HobBot, hob.farm consume the substrate.
Workflow patterns
Substrate context shapes a prompt. The agent produces an output. The output is logged and linked back to its source atoms.
Existing references and atoms are matched against constraints. The substrate narrows the search space before any model runs.
Composites and correspondences enforce identity, palette, and arrangement across providers. Same character everywhere.
Every run carries its inputs and schema version. A past output can be regenerated, audited, or compared on demand.
See the substrate.
A symbolic cross-section of the knowledge machine. Five layers, biweekly snapshot. Geometry is decorative; labels and diagnostics come from the current snapshot.
- Substrate invariants hold
- Queue health green
- Vectorize backlog tiny
- Decay, LPA, engram running
- 97% atoms lag tag_version
- dimension_memberships underbuilt
- curated path unused
- Molecule formation stalled
- 60% chunks orphaned
- chunk_atoms bridge: topology gap
Visualizer built with Omma.
Ask the Grimoire.
A read-only window into the public side of the substrate. Ask about atoms, correspondences, prompt compilation, identity lock, or how a particular pattern is structured. When the underlying context is available, the answer surfaces it alongside the response.
Opening substrate channel...
Loading the public Grimoire interface.
Opening substrate channel...
Loading the public Grimoire interface.
Entry points.
Public-facing notes from the substrate: vocabulary, schemas, recipes, and walkthroughs. These are the human-readable surface. The structured data lives underneath.
Start here
Welcome to the Grimoire
The living knowledge system behind HobFarm's creative tools.
Understanding Visual Atoms
The fundamental building blocks of the Grimoire knowledge graph: colors, textures, lighting, and composition.
StyleFusion Prompt Compilation
How StyleFusion queries the Grimoire, assembles visual atoms, and compiles the final prompt sent to AI providers.
More notes
Face Geometry and Identity Lock
How StyleFusion extracts facial measurements, maintains identity consistency, and prevents drift across generations.
Color Palette Recipes
Ready-to-use mood and palette combinations for StyleFusion: Neon-Gothic, Art Deco Gold, Psychedelic Burst, and more.
From Generic to Character
A walkthrough showing how StyleFusion transforms a standard AI portrait into a consistent, distinctive character.
Follow the build
Read system notes
Changelog entries on substrate evolution and pipeline changes.
Project pageGrimoire overview
Architecture, goals, and current state of the project.
DownstreamExplore StyleFusion
Prompt compilation tool that consumes the substrate directly.
Direct lineContact HobFarm
For questions, research collaboration, or substrate access requests.