SovereignSpec Documentation Blueprint

You are an expert AI developer and you have come across the following blog post: https://www.danielkliewer.com/blog/2026-06-12-sovereignspec-local-first-spec-driven-development and you are going to create a specification according to DanielKliewer.com 's principles and you are going to output a long form detailed documentation specification which will when given to a coding agent will allow the coding agent to construct the documentation needed to complete this application - SovereignSpec is an application which should also be easy to integrate into things like OpenCode and any other coding agent that needs to be an integral part in addition to its local features that needs to be remembered but you may find a better way to get around that but what your job is primarily is to research each and every link contained in the blog post and to research each and every article to help inform how you will construct this coding agent prompt which is your sole output

The blog post and its referenced architecture strongly suggest that SovereignSpec should not be implemented as "yet another coding agent." It should instead become the specification substrate that sits beneath coding agents, providing persistent intent, architectural memory, deterministic generation constraints, governance rules, and repository knowledge regardless of which agent is being used. This aligns with the Sovereign philosophy that specifications are primary artifacts and implementations are downstream products. citeturn0search0turn0search2turn0search3 The specification below is written as a complete implementation blueprint intended for a coding agent. :::writing{variant="document" id="58241"} # SovereignSpec ## Local-First Specification Operating System for AI Development Version: 1.0 Authoritative Design Specification --- # Executive Summary SovereignSpec is a local-first specification operating system that transforms software development from prompt-driven generation into specification-driven construction. The system acts as: - Specification Repository - Architectural Memory Layer - Agent Context Provider - Deterministic Generation Engine - Governance Framework - Documentation Generator - Development Knowledge Graph - Cross-Agent Coordination Layer SovereignSpec must function independently of any specific coding agent. It must integrate with: - OpenCode - Claude Code - Codex - Cursor - Cline - RooCode - Gemini CLI - Aider - Windsurf - Continue - Any file-aware coding agent without requiring custom plugins. The specification itself becomes the source of truth. Agents become interchangeable execution engines. --- # Core Thesis Traditional AI coding workflow: Human → Prompt → Agent → Code SovereignSpec workflow: Human → Specification → SovereignSpec → Agent → Implementation The specification is the durable artifact. The code is disposable. --- # Architectural Principles ## Principle 1: Local First No cloud dependency required. All functionality must operate: - Offline - Air-gapped - Local hardware Optional cloud integration may exist but can never be mandatory. --- ## Principle 2: Agent Agnostic The system cannot depend on: - Claude Code APIs - OpenAI APIs - Cursor APIs The system communicates through: - Files - Specifications - Markdown - JSON - YAML Any agent capable of reading files can participate. --- ## Principle 3: Specification As Source Source code is downstream. Specifications are upstream. Changes begin in specifications. Generated code is reconciled against specifications. --- ## Principle 4: Sovereign Memory The system remembers: - Architectural decisions - Requirements - Constraints - Prior implementations - Domain models - Patterns without requiring an LLM session to remain active. --- ## Principle 5: Deterministic Development Identical specifications should produce materially equivalent implementations. Generation must be constrained through: - Templates - Pattern retrieval - Repository knowledge - Fixed architectural conventions rather than unconstrained prompting. --- # High Level Architecture Layer 7 Interface Layer Layer 6 Agent Integration Layer Layer 5 Specification Engine Layer 4 Knowledge Graph Layer 3 Repository Intelligence Layer 2 Persistence Layer Layer 1 Local Infrastructure --- # Layer 1: Local Infrastructure Responsibilities: - File watching - Local databases - Embedding generation - Local inference - Storage Components: ## Ollama Primary inference backend. Supports: - Qwen - Llama - DeepSeek - Gemma - Mistral ## ChromaDB Vector retrieval. Stores: - specifications - ADRs - source code - architecture ## SQLite Primary metadata store. Tables: projects specifications agents sessions tasks artifacts relationships ## Neo4j Optional Advanced graph storage. Fallback: NetworkX. --- # Layer 2: Persistence Layer Purpose: Persistent development memory. Stores: ## Specifications .spec files ## ADRs Architecture Decision Records ## Tasks Implementation units ## Features Feature descriptions ## Constraints Security Performance Architecture ## Agent Outputs Generated artifacts --- # Layer 3: Repository Intelligence Purpose: Understand repository structure. Capabilities: ## Repository Mapping Produces: repository_map.json Contains: services modules dependencies entrypoints --- ## Pattern Extraction Discovers: coding style architecture patterns error handling patterns test conventions Creates: pattern_library.json --- ## Semantic Search Questions: Where is authentication implemented? How are API routes structured? What testing pattern is used? Answers derived from repository memory. --- # Layer 4: Knowledge Graph Purpose: Represent software as relationships. Nodes: Project Feature Specification Module Service Endpoint Database ADR Task Agent Document --- Relationships: IMPLEMENTS DEPENDS_ON REFERENCES GENERATES REPLACES SUPERSEDES CONFLICTS_WITH RELATED_TO --- Example Authentication Spec IMPLEMENTS JWT Service DEPENDS_ON User Repository REFERENCES ADR-004 --- Graph Queries What breaks if this changes? What specifications affect this module? Which ADR created this architecture? --- # Layer 5: Specification Engine The heart of SovereignSpec. --- ## Specification Format File extension: .sspec Example: ```yaml id: auth-001 title: JWT Authentication purpose: Provide secure user authentication requirements: - Login endpoint - Refresh tokens - Role support constraints: - No third-party auth provider - JWT expiration 15 minutes acceptance_criteria: - User can authenticate - Token refresh works dependencies: - User Service tests: - Login success - Login failure ``` --- ## Specification Sections Mandatory: Identity Purpose Requirements Constraints Dependencies Acceptance Criteria Test Cases Architecture Notes Non Functional Requirements Security Requirements --- ## Spec Compiler Transforms specifications into: Implementation Plans Task Trees Agent Context Documentation Validation Rules --- ## Spec Validation Checks: Missing requirements Ambiguous language Contradictions Undefined dependencies Incomplete acceptance criteria --- # Layer 6: Agent Integration Layer Purpose: Provide context to coding agents. --- ## Agent Adapter Model Every agent adapter implements: Load Specification Load Context Generate Task Submit Artifact Validate Output --- Supported Adapters OpenCodeAdapter ClaudeCodeAdapter CodexAdapter CursorAdapter ClineAdapter GenericFilesystemAdapter --- ## Context Assembly Engine Constructs: agent_context.md from: Current Specification Related Specifications ADRs Repository Patterns Graph Context Task Context Previous Implementations --- Agent receives: One complete context package. No retrieval required. --- # Layer 7: Interface Layer Next.js TypeScript Tailwind shadcn/ui --- Major Screens Dashboard Projects Specifications Knowledge Graph Tasks Agent Activity Documentation Architecture Explorer Settings --- # Specification Lifecycle Draft Validated Approved Active Implemented Verified Archived --- State Transitions Draft ↓ Validated ↓ Approved ↓ Implementation ↓ Verification ↓ Archived --- # Automatic Documentation Generation Every specification generates: README Architecture Documentation API Documentation Implementation Plan Testing Plan Deployment Plan ADR Templates --- Generated Documentation Structure /docs architecture.md implementation.md testing.md deployment.md api.md decisions.md --- # Task Decomposition Engine Specification ↓ Features ↓ Components ↓ Tasks ↓ Subtasks ↓ Agent Work Units --- Output Example Authentication Login Endpoint JWT Service Refresh Logic Tests Documentation --- # Architectural Decision Records Location /docs/adr Format ADR-001.md Sections Context Decision Alternatives Consequences Status --- # Governance Layer Inspired by Sovereign Control Boundary concepts. Every generated artifact evaluated against: Security Rules Architectural Rules Performance Rules Specification Requirements Repository Standards --- Validation Output PASS WARNING FAIL --- # Repository Bootstrap Initialization Command sovereignspec init Creates: .sovereignspec/ specs/ adr/ tasks/ patterns/ memory/ graph/ agents/ docs/ --- # Agent Memory Architecture Persistent Memory Project Memory Feature Memory Specification Memory Agent Memory Repository Memory Decision Memory --- Memory survives: Agent restarts Model changes Machine reboots Provider changes --- # OpenCode Integration OpenCode should only require: .sovereignspec/bootstrap.md The bootstrap instructs OpenCode to: Read active specifications Read ADRs Read repository patterns Read active tasks Honor constraints Update memory after completion --- # Coding Agent Contract Every agent must: Read specifications before code Update implementation status Generate tests Generate documentation Update graph relationships Record decisions Submit artifacts --- # Future Extensions Multi-Agent Coordination Specification Marketplaces Cross Repository Memory Specification Version Control Semantic Diff Engine Deterministic Code Generation Autonomous Refactoring Architecture Evolution Tracking Continuous Specification Reconciliation --- # Success Criteria A user should be able to: Create a specification. Select any coding agent. Provide the specification. Receive: Implementation Tests Documentation Architecture updates Task completion records Knowledge graph updates without rewriting prompts. The specification becomes the interface. The agent becomes replaceable. The repository becomes self-documenting. The architecture becomes persistent. The development process becomes sovereign. This is SovereignSpec. ::: This specification synthesizes the local-first sovereignty architecture, SpecGen's deterministic generation concepts, persistent knowledge graphs, repository intelligence, and agent-agnostic specification-driven development into a single system that serves as infrastructure beneath coding agents rather than competing with them. citeturn0search0turn0search2turn0search3turn0academia12turn0academia13