The Veramem Kernel is a minimal, deterministic cognitive core designed to record facts, enforce invariants, and preserve temporal truth.
It provides:
- append-only journals for immutable facts
- a monotonic, irreversible timeline
- strict invariant enforcement
- signal lineage and traceability primitives
The kernel does not interpret data, apply policies, or produce user-facing views. It records what happened, in which order, and under which constraints — nothing more.
Veramem Kernel is intentionally incomplete. Its purpose is not to be a framework, an application runtime, or an orchestration layer, but a sovereign foundation upon which higher-level systems can safely be built.
The Veramem Kernel is published on PyPI.
pip install veramem-kernel
The Veramem Kernel is not an application framework, a policy engine, or a cognitive interpreter.
It does NOT:
- interpret signals or infer meaning
- apply business rules or decision logic
- resolve conflicts or prioritize outcomes
- perform user-level filtering or personalization
- expose APIs, DTOs, or presentation models
- manage storage backends, databases, or transports
- trigger side effects or orchestrate workflows
Any system that applies interpretation, policy, rendering, or orchestration must live outside the kernel.
The Veramem Kernel provides a small set of strict, non-negotiable guarantees.
These guarantees are enforced by construction and verified by tests. They do not depend on usage patterns, configuration, or runtime environment.
All journals and timelines in the kernel are append-only. Once a fact is recorded, it cannot be modified or removed at runtime.
The kernel enforces a single, monotonic timeline. Events cannot be reordered, rewritten, or inserted retroactively.
Given the same sequence of inputs, the kernel will always produce the same state. No hidden randomness, implicit side effects, or external dependencies are involved.
All kernel writes are validated against explicit invariants. Invalid states are rejected at the boundary, not corrected later.
The kernel produces facts and enforces constraints. Interpretation, policy, projection, and orchestration are strictly external.
State reset mechanisms exist for isolated testing only. They are explicitly marked and unavailable through the public runtime API.
The Veramem Kernel is designed to operate as a sovereign core within a larger system.
It deliberately enforces strict boundaries between:
- the Kernel (truth and invariants)
- the Application Stack (projection and orchestration)
- the Reflexive Layer (governed explanation)
The kernel is the sole authority on factual truth and temporal ordering. It records immutable facts, enforces invariants, and preserves historical integrity.
The kernel does not:
- interpret meaning
- apply policy
- render views
- manage infrastructure
- orchestrate behavior
The application stack consumes kernel facts and builds usable systems on top of them. It is responsible for:
- data projection and filtering
- policy enforcement
- storage and transport
- user-facing APIs and interfaces
- orchestration and workflow logic
The reflexive layer provides governed, post-cognitive explanations about what the system exposes and what it is capable of.
It operates strictly on kernel-produced facts and stack-level projections, without accessing raw data, internal reasoning, or execution logic.
The reflexive layer:
- produces deterministic, declarative explanations
- exposes explicit capabilities and limitations
- supports auditability and compliance
- never produces truth
- never executes actions
It exists outside the kernel and does not influence kernel state.
Violating these boundaries compromises determinism, auditability, and trust.
The Veramem Kernel is intended to be embedded as a foundational component within larger systems that require strong guarantees around factual truth, temporal integrity, and auditability.
The kernel is designed to be used as:
- a canonical source of immutable facts
- a temporal authority for event ordering
- a foundation for audit, replay, and compliance
- a stable substrate for projection, interpretation, and explanation layers
Typical usage patterns include:
- feeding append-only journals from external systems
- enforcing invariants at the boundary of factual recording
- projecting kernel facts into application-specific views
- supporting deterministic replay and verification
The kernel can be embedded in:
- backend services
- cognitive systems
- governance or compliance frameworks
- research or experimental environments
The Veramem Kernel explicitly does NOT aim to:
- provide a complete application runtime
- replace databases or storage engines
- perform business logic or decision-making
- expose user-facing APIs or interfaces
- handle authentication, authorization, or access control
- manage infrastructure, networking, or persistence
- offer real-time reactivity or event-driven orchestration
If a feature requires interpretation, policy, execution, or presentation, it does not belong in the kernel.
This repository contains only the Veramem Kernel.
The kernel is fully open-source and provides the deterministic, invariant-enforcing cognitive core of the Veramem ecosystem.
It does not include:
- storage backends
- orchestration or execution layers
- deployment tooling
- hosted or commercial services
Those components belong to a separate, private application stack and are not part of this repository or its license.
This project is licensed under the Apache License, Version 2.0.