Define the Capsule Engine as TheoB's system for turning large-scale discovery into compact, source-linked, reactivatable intelligence.
Capsules must preserve meaning, not merely shrink data.From infinite information to living intelligence capsules.
A read-only capsule foundation layer that defines how TheoB will transform discovery, evidence, claims, images, diagrams, schematics, signals, and agent observations into compact, source-linked intelligence capsules for retrieval, reasoning, visualization, and future reactivation.
Every TheoB pathway can move through Past, Present, and Future without losing context.
Read current signals, conditions, and live context.
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TheoB does not just store information. It capsules intelligence.
TheoB Intelligence Capsule Engine transforms discovery, evidence, claims, signals, images, diagrams, schematics, and agent observations into compact, source-linked intelligence capsules for fast retrieval, reasoning, visualization, and future reactivation.
Compression must reduce size, not truth. Every capsule must be traceable, expandable, comparable, visualizable, and reawakable.
From infinite information to living intelligence capsules.
TheoB Intelligence Capsule Engine transforms discovery, evidence, claims, signals, images, diagrams, schematics, and agent observations into compact, source-linked intelligence capsules for fast retrieval, reasoning, visualization, and future reactivation.
Intelligence Capsule Engine foundation is active as a non-destructive architecture layer. TheoB can define capsule types, compression levels, reactivation modes, source-trail rules, and future capsule shapes, but it cannot compress, store, process files, generate schematics, hand capsules to agents, or mutate production yet.
Compression must keep source trail, uncertainty, conflict, and context intact.
Never compress away disagreement, provenance, or confidence boundaries.Every capsule should support future expansion, comparison, visualization, routing, and verification.
A capsule that cannot be traced or expanded is dead storage.Every capsule must preserve links to source records, reference cards, claims, scores, duplicate clusters, and conflict maps.
No orphan capsules.Capsules must eventually support text, images, diagrams, CAD, schematics, architecture, maps, datasets, signals, and composite objects.
Do not force visual or spatial intelligence into weak text-only summaries.Capsules are compressed intelligence objects with confidence, uncertainty, and review state.
Capsules should not become unquestioned doctrine.Medical, legal, financial, safety, production, rights-sensitive, and founder-authorized capsules require review gates.
Do not automate high-stakes preservation without oversight.Image, diagram, schematic, CAD, and color-based intelligence needs structured visual metadata.
Visual interpretation must preserve uncertainty zones and file provenance.Agents should reactivate and inspect capsule context before taking action from compressed intelligence.
Do not execute from stale compressed memory.This foundation layer defines capsule architecture without compressing, storing, or mutating production records.
No live compression, no Vault writes, no file processing, no production mutation.Compress source-linked text intelligence into retrievable, expandable memory objects.
Text compression must retain claims, citations, uncertainty, and conflict status.Preserve visual observations, detected structures, dominant colors, spatial relationships, and source trail.
Images must be interpreted with uncertainty zones, not overconfident labels.Compress diagram structure while preserving relationships, flow, labels, and reasoning paths.
Diagram structure is meaning, not decoration.Prepare future preservation for component structure, assembly hierarchy, material hints, flow, and build logic.
Schematic differences may be critical and must not be flattened.Compress repeated operational or environmental signals into pattern-aware intelligence objects.
Signal capsules must preserve time range, sampling context, and anomaly boundaries.Preserve entity identity, relationships, timelines, source trails, and confidence state.
Entity capsules must avoid unsupported identity certainty.Prepare future semantic color logic for mass category differentiation and visual intelligence navigation.
Color must be systematic, accessible, and meaningful — not random decoration.Preserve multimodal intelligence as one reactivatable object with linked sub-capsules.
Composite capsules must preserve each modality's source trail and uncertainty separately.Rehydrate a capsule into a fuller explanation with source trail and uncertainty.
Expansion must distinguish stored facts from regenerated explanation.Compare capsules across time, entity, source, region, category, or confidence.
Comparison requires compatible context and units.Follow a capsule back to source metadata, reference cards, claims, scores, dedupe clusters, and conflict maps.
No capsule should be untraceable.Turn capsule contents into chronological sequences or event trails.
Date uncertainty must remain visible.Generate process maps, relationship diagrams, workflow diagrams, or schematic drafts from capsule context.
Generated diagrams must be labeled as derived representations unless source-native.Use selected capsules as structured inputs for scenario modeling or system simulation.
Simulation inputs must preserve assumptions and confidence.Hand reactivated capsule context to agents as evidence bundles.
Agents should not act from capsule summaries alone.Render capsules through maps, colors, timelines, diagrams, cards, or category surfaces.
Visualization must not exaggerate confidence.Preserve more detail for recent, uncertain, high-value, or high-impact intelligence.
Use when loss would damage future reasoning.Balance compactness and detail for stable reference objects.
Keep enough context to reawaken faithfully.Compress mature, stable, well-sourced clusters into compact memory.
Dense compression requires strong source trail and low conflict.Store only retrievable pointers, metadata, and source trail where content rights are restricted.
Use when full content storage is not allowed.Capsules should originate from Vault-safe records or approved source trails.
Do not capsule raw provider noise.Every capsule must preserve linked source records, reference cards, claim cards, and transformation receipts.
No orphan capsules.Capsules should know whether their evidence comes from independent sources or repeated copies.
Do not compress repetition into false certainty.Capsules must retain conflict severity and unresolved disagreement.
Do not make unresolved conflict look settled.Capsules should carry confidence, source score, and review state where available.
A capsule is not a truth verdict.Capsules must respect content rights, retention policy, redaction status, and attribution requirements.
Do not turn rights violations into permanent memory.Images, diagrams, CAD, schematics, maps, and datasets require specialized interpretation and preservation gates.
Files are not text blobs.This foundation defines capsule architecture only and does not compress records.
No Vault writes, no file processing, no production mutation.Future capsule use should create receipts when reactivated for agents, simulation, or user-facing decisions.
Compressed memory needs an audit trail when it influences action.Future color category systems must support meaning, contrast, accessibility, and systematic differentiation.
Infinite shades must remain understandable.