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How M.U.S.E. Works

Machine Utility for Soulful Expression — The self-improving marketing brain that learns, remembers, and evolves with your brand.

1 Conversation
2 Extraction
3 Gardener
4 Enrichment

M.U.S.E.

Self-Improving
Marketing Brain

The Self-Improving Loop — Every conversation feeds insight extraction, which enriches the Brand Bible through the Gardener, producing smarter future prompts.

🧠

Three-Tier Memory

Brand Bible

Persistent long-term memory storing brand voice, values, and positioning. The single source of truth that grows smarter over time.

Scratch Notes

Ephemeral short-term memory — timestamped insights mined from every conversation, scored by confidence (≥0.6 kept).

Archive

Old notes moved here after the Gardener condenses them — nothing is ever lost, only distilled.

Intelligence Engine

Insight Extraction

Every conversation is automatically mined for 6 insight categories: Strategic, Customer Feedback, Competitive Intel, Brand Strategy, Action Items, Market Trends.

Private RAG

Vector-powered semantic retrieval over private brand knowledge. Cosine-similarity search scoped to your tenant with graceful degradation.

9 Marketing Modes

Auto-detects intent and shifts persona: Strategy · Copy · Social · Email · SEO · PPC · Growth · Creative · General.

🔧

Orchestration & Ops

The Gardener

Scheduled memory cultivation: deduplicates, condenses clusters into summaries, archives originals, re-embeds — daily at 04:00.

Async Job Pipeline

Three background jobs on the muse queue: ExtractInsights (5 min), EmbedVectors (10 min), PruneMemory (30 min).

Google Drive Sync

Bidirectional file sync — insights and summaries are automatically pushed to Drive via Service Account or OAuth.

What Makes M.U.S.E. Unique

🌱

Biological Memory

Mimics human memory consolidation — short-term notes are periodically condensed into long-term summaries by the Gardener.

🔒

Private Knowledge Guardian

The only agent with access to private RAG sources and infra runbooks. Acts as a filtered gateway to other agents.

📊

Dynamic Prompt Budgets

Enforces % based character budgets: 40% Brand Bible · 15% Scratch · 30% RAG — preventing context overflow while maximizing info density.

🔗

Triple-Store Pipeline

Every insight is stored in the filesystem, vector DB, and optionally Google Drive — simultaneously. No insight is ever lost.

🏢

Full Tenant Isolation

Memory files, vectors, cache keys, Drive connections, API keys, conversation history — everything is fully tenant-scoped.

🤖

Multi-Agent Hub

Hub agent referenced by SEO, WordPress, WebBuilder agents — shares only the context each one needs, keeping secrets safe.

Data Flow Architecture

USER CHAT Conversations & Messages M.U.S.E. Mode Agent + Prompt Builder + Mode Detector EXTRACTION 6 Insight Categories MEMORY Brand Bible · Scratch · Archive VECTOR DB Private RAG Retrieval GARDENER Dedup · Condense Archive · Re-embed Daily @ 04:00 G-DRIVE Bidirectional Sync
Content Flow Memory Flow Vector / RAG

Automated Insight Categories

Every conversation is mined for these 6 categories. Only insights with confidence ≥ 0.6 are preserved.

💡 Strategic Insight
👥 Customer Feedback
🎯 Competitive Intel
🏷️ Brand Strategy
Action Items
📈 Market Trends

9 Marketing Modes

M.U.S.E. auto-detects your intent from keywords and shifts its entire persona to match.

🧭

Strategy

Market-fit, positioning, KPIs

✍️

Copy

Headlines, taglines, CTAs

📱

Social

Short-form posts, hashtags

📧

Email

Campaigns, subject lines

🔍

SEO

Keywords, meta, on-page

💰

PPC

Ad copy, budget, testing

📊

Growth

Funnel optimization, experiments

🎨

Creative

Tone, visual direction, mood

⚙️

General

Strategic, practical, actionable