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The Mnemoverse Manifesto

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Research Overview

AI Agent Memory Crisis

Core Theory

Core Mathematical Theory

Math Appendices

Experimental Protocol

Experimental Theories

Experimental Theory Overview

Cognitive Homeostasis Theory

Temporal Symmetry AGI

Cognitive Thermodynamics for Mnemoverse 2.0

Memory

Methodology

Integration Priorities (L5)

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MCP Overview

MCP-X Protocol Spec

Federated MCP: Overview

Federated MCP: Architecture

Federated MCP: Implementation

RAG

Section Overview

Survey: Vector-Graph Experience RAG

Blueprint: Graph-RAG Memory

Pattern: Novelty, Zero‑Shot, Reflexion

Pattern: SEO for RAG (Enrichment)

Landscape: RAG Solutions

Evaluation

Evaluation Hub

Frameworks Landscape

Deep Dives

RAGAS — Verified

TruLens

Hugging Face Evaluate

LangChain/LangSmith

Research Library

Library Overview

Research Sources (300+)

AI Librarian (Ala)

Mnemoverse 0.1 Architecture

Mnemoverse Architecture Overview

Contracts Registry — CEO ⇄ ACS ⇄ HCS

Glossary (Mnemoverse)

Privacy & Telemetry

SLO/SLA per Layer

End-to-End Architectural Walkthrough: From Query to Response

L1 — Noosphere (Global Knowledge)

AI Staff Agents

Noosphere Architecture

Noosphere Layer Configuration

Hyperbolic Embedding Engine

Knowledge Graph Engine

MCP Protocol Integration

Unified Search Abstraction

Vector Search Implementation

L2 — Project Library (Projects)

L2 Data Models

L2 Examples

L2 Indexing & Ranking

L2 Interfaces & Contracts

Operations

L3 — Workshop (Tools & Validation)

Workshop Interfaces

Tool Registry

Validation Pipelines

L4 — Experience Layer (Task Trails)

Cognitive Engine Specification (L4 Extension)

Experience Layer Contracts (v0 Draft)

L4 Data Models

Experience Layer Metrics & SLO

Experience Pipeline (Ingest → Summarize → Index)

Experience Layer Privacy

Querying Experience

Experience Retrieval (Online Path)

Experience Layer Roadmap

Search Alias

L5 — Memory (Context Assembly)

Context Assembler

Errors & Timeouts (L5)

L5 Policies

Orchestration (ACS/CEO/HCS)

ACS

ACS (Adaptive Context Scaling) Architecture Specification

Contracts Registry (v0)

ACS Planner & Selection

ACS (Adaptive Context Scaling) - Development TODO

ADR — ACS Failure & Expansion Policy (v0)

API

HTTP REST API - External Client Interface

Internal API - Component Communication

Provider API - Quick Reference

Provider API Specification: L1/L2/L4 Knowledge Layer Integration

CEO

CEO (Context/Execution Orchestrator) Architecture Specification

CEO (Context/Execution Orchestrator) - Development TODO

Orchestration Development Changelog

Orchestration — Error Codes (v0)

HCS

HCS (Hierarchical Context Streaming) Architecture Specification

HCS Streaming Protocol — Draft v0.2

Implementation

ACS Basic Implementation Guide

ACS Scoring Models

ACS Testing Guide

Authentication Patterns

CEO Basic Implementation Guide

CEO Testing Guide

CEO Troubleshooting

Client Integration Guide

Orchestration Deployment Guide

Performance Optimization

Provider Implementation Template

Orchestration Testing Guide

Orchestration Troubleshooting Guide

L3 Orchestration Integration Flows

KV Policy (pin/compress/evict) — Contract v0

MCP

Orchestration Metrics & Monitoring

Orchestration MVP (ACS/CEO/HCS)

Orchestration — Privacy Mode (v0)

Orchestration Quick Start Guide

Orchestration — Retry/Recovery Actions (v0)

Mnemoverse Orchestration Strategic Roadmap

Schemas

Orchestration — Warning Codes (v0)

L6–L7 — Adapters (HTTP & MCP)

Client Integration Guide (HTTP & MCP)

Adapters Compatibility Matrix

Crosswalk

Examples

Claude Example

HTTP Render — Examples

MCP Render — Examples

VS Code Example

HTTP Adapter

MCP Adapter

L8 — Evaluation (Quality & Feedback)

Evaluation Benchmarks

Cross-Layer Feedback Architecture

Feedback Loops (L8)

Metrics

Evaluation Schemas

Contracts & Schemas

Change Policy

Conformance Matrix

L1↔L2 Contract: Noosphere ↔ Orchestration

L2↔L5 Contract: Orchestration ↔ Evaluation

L4↔L5 Contract: Adapters ↔ Evaluation

Contract Migration Playbook

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Contract Security Guidelines

Source Priorities for L5 (Draft)

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