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Universal Knowledge Base — Spec-driven knowledge base system. Define what you know in an .sspec file, run start.sh, get a searchable, embeddable, web-UI-equipped knowledge base.

Python

Problem

Knowledge bases are complex to set up. Spec-driven systems simplify configuration and provide structured knowledge.

Why It Matters

Generalizes sovereign-memory-bank into a spec-driven system — anyone can define their knowledge with .sspec files.

Core Ideas

Spec-driven: define knowledge in .sspec files
Searchable, embeddable, web-UI-equipped
Universal: works with any knowledge base

Links

Source Repository ↗

Metadata

LayerRetrieval

CreatedJune 2026

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Seven-layer cognitive memory architecture for autonomous agents: raw documents → synthesized abstractions → cross-document insights.

sovereignSpec

Local-first, offline spec-driven development engine that treats specifications as living, graph-grounded artifacts and enforces deterministic code generation through structured pipelines.

Local-first, sovereign knowledge system that ingests markdown documents, constructs a multi-layer knowledge graph, generates vector embeddings, performs agentic reasoning, and continuously expands its understanding through human interaction.

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