generated from coulomb/repo-seed
113 lines
4.0 KiB
Markdown
113 lines
4.0 KiB
Markdown
# INTENT
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## Purpose
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This repository exists to provide an **AI-first, headless knowledge and content engine** for managing, transforming, and operating structured information across heterogeneous data sources.
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It enables persistent, service-based knowledge systems that support **efficient research, composition, and reuse of information**.
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---
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## Primary Utility
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The repository provides a **runtime system and service layer** that:
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* Manages knowledge as persistent, structured collections across projects and domains
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* Integrates and normalizes data from multiple formats (markdown, documents, datasets, files)
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* Orchestrates transformation workflows, including templating, generation, and analysis
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* Provides APIs and service endpoints for accessing and operating on knowledge
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* Supports AI-driven interaction, automation, and augmentation of knowledge processes
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It transforms static content into a **living, operable knowledge system**.
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---
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## Intended Users
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* Developers building knowledge-driven applications and services
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* Infrastructure operators (`adm`) managing knowledge systems and deployments
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* Automation systems (`atm`) orchestrating workflows and transformations
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* LLM agents (`agt`) interacting with and evolving structured knowledge environments
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---
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## Strategic Role in the System
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This repository is part of a layered knowledge system with clearly separated responsibilities:
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- markitect-tool → makes markdown structured and manipulable
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- **kontextual-engine** → makes knowledge persistent and operable
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- infospace-bench → makes knowledge concrete and meaningful
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These layers correspond to a deliberate separation of concerns:
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* **Syntax layer** — structuring and transforming semi-structured data (markdown)
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* **System layer** — operating, persisting, and orchestrating knowledge
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* **Application layer** — applying knowledge systems to real-world contexts
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This repository occupies the **system layer** and should maintain **clear boundaries** to the others.
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This repository acts as the **headless knowledge engine layer**:
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* It sits above tool-level primitives (e.g. `markitect-tool`)
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* It provides **persistence, orchestration, and access** to knowledge systems
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* It enables **AI-native workflows** over structured and semi-structured data
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* It supports multiple interaction modes: API, service, and agent-driven
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It is the **runtime substrate for knowledge systems**, not the tooling layer.
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---
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## Strategic Boundaries
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This repository is **not** intended to:
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* Replace low-level tooling for markdown or structured content manipulation
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* Be constrained to markdown as a primary format
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* Define end-user projects, experiments, or domain-specific knowledge spaces
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* Act as a simple CLI toolkit
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Such concerns belong to:
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* `markitect-tool` (tooling layer)
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* `infospace-bench` (project/workspace layer)
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---
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## Design Principles
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* **AI-first operation**
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The system is designed for interaction and orchestration by LLM agents
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* **Format-agnostic knowledge handling**
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All data types are supported; markdown may serve as an interaction layer, not a constraint
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* **Separation of concerns**
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Tooling, runtime, and project layers are explicitly decoupled
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* **Persistent knowledge state**
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Knowledge is stored, versioned, and evolved over time
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* **Operational composability**
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Workflows are built from reusable, orchestratable primitives
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---
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## Maturity Target
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A mature version of this repository should:
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* Provide a **robust, scalable runtime for knowledge systems**
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* Support **multi-format ingestion, transformation, and retrieval**
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* Enable **fully automated and agent-driven knowledge workflows**
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* Expose stable APIs for integration with external systems
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* Act as the **default engine for AI-driven knowledge management**
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---
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## Stability Note
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Changes to this file represent a **deliberate shift in the system’s role as a knowledge engine and runtime layer**.
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Such changes should be made with explicit architectural intent, as they affect all dependent systems and projects.
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