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AI Agent Memory Crisis

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Cognitive Thermodynamics for Mnemoverse 2.0

Memory

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MCP-X Protocol Spec

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Federated MCP: Architecture

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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

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LangChain/LangSmith

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Mnemoverse 0.1 Architecture

Mnemoverse Architecture Overview

Contracts Registry — CEO ⇄ ACS ⇄ HCS

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SLO/SLA per Layer

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

L1 — Noosphere (Global Knowledge)

AI Staff Agents

Noosphere Architecture

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Hyperbolic Embedding Engine

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MCP Protocol Integration

Unified Search Abstraction

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L2 — Project Library (Projects)

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L2 Indexing & Ranking

L2 Interfaces & Contracts

Operations

L3 — Workshop (Tools & Validation)

Workshop Interfaces

Tool Registry

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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

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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)

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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

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Performance Optimization

Provider Implementation Template

Orchestration Testing Guide

Orchestration Troubleshooting Guide

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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

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Orchestration — Warning Codes (v0)

L6–L7 — Adapters (HTTP & MCP)

Client Integration Guide (HTTP & MCP)

Adapters Compatibility Matrix

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Examples

Claude Example

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MCP Render — Examples

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HTTP Adapter

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L8 — Evaluation (Quality & Feedback)

Evaluation Benchmarks

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Feedback Loops (L8)

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L1↔L2 Contract: Noosphere ↔ Orchestration

L2↔L5 Contract: Orchestration ↔ Evaluation

L4↔L5 Contract: Adapters ↔ Evaluation

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ACS Testing Guide

Placeholder. Include unit tests for scoring and integration tests with mock providers.

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