Intent and specification files

INTENT.md

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