TMC v2.0 - INTELLIGENT & PREMIUM

TMC v2.0 - Intelligent Multi-Layer Memory System

⚠️ REQUIRES COMMERCIAL LICENSE - Contact kent.stone@gmail.com

What Makes v2.0 Different

TMC v2.0 isn't just vector search - it's intelligent memory with 5 layers:

• 📝 Content Layer - Hash-based exact matching
• 🧩 Semantic Layer - Meaning and concept similarity
• 💭 Emotional Layer - Sentiment and tone analysis
• ⏰ Temporal Layer - Time-aware relevance
• 🎯 Importance - Priority-based filtering

The Trade-Off

v2.0 costs you in TWO ways:

• 💸 Money - Requires commercial license
• 🐌 Speed - 6-33x slower than v1.0 (but way smarter!)

Feature	v1.0 (Free)	v2.0 (Premium)
Speed	Sub-3ms ⚡	~20-100ms 🐢
Layers	1 (semantic)	5 (multi-dimensional)
Emotional Context	❌	✅
Temporal Awareness	❌	✅
Adaptive Retrieval	❌	✅
License	FREE	PAID

Perfect For

✅ AI Agents - Need context, emotions, and timing
✅ Emotional AI - Chatbots with sentiment awareness
✅ Personal Knowledge - Systems that remember what matters AND when
✅ Intelligent Assistants - Context-aware retrieval
✅ Research Platforms - Multi-dimensional search

Get Your License

📧 Contact for pricing:

• Email: kent.stone@gmail.com
• Phone: +51 945 012 953

Pricing Tiers:

• Starter - Development & testing
• Pro - Production applications
• Enterprise - Unlimited usage
• Academic - Research discounts

Download & Run

1. Contact us for a license key
2. Download binary for your platform below
3. Run with license:

   TMC_LICENSE_KEY="your-key-here" ./tmc-server

API Endpoints

Basic Endpoints (v1.0 compatible):

• POST /crystallize - Simple storage
• POST /retrieve - Simple retrieval

Advanced Endpoints (v2.0 exclusive):

• POST /v2/crystallize - Multi-layer storage
• POST /v2/retrieve - Adaptive retrieval

Example Usage

Store memory with emotional context:

curl -X POST http://localhost:8000/v2/crystallize \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Feeling excited about the AI project\!",
    "importance": 0.9,
    "emotion_vector": [0.8, 0.1, 0.1],
    "metadata": {"category": "work", "mood": "positive"}
  }'

Adaptive retrieval:

curl -X POST http://localhost:8000/v2/retrieve \
  -H "Content-Type: application/json" \
  -d '{
    "query": "positive work experiences",
    "k": 10,
    "mode": "Adaptive"
  }'

Retrieval Modes

• Adaptive - AI decides the best strategy (recommended)
• SemanticOnly - Pure meaning-based search
• HashOnly - Exact keyword matching
• Hybrid - Custom weighted combination
• Temporal - Time-aware retrieval
• Emotional - Sentiment-based matching

Not Sure?

Start with TMC v1.0 (FREE) and upgrade when you need:

• Emotional intelligence
• Temporal context
• Adaptive retrieval
• Multi-layer analysis

Support

• 📧 Email: kent.stone@gmail.com
• 📞 Phone: +51 945 012 953
• 🐛 Issues: https://github.com/kentstone84/Ai_Memory/issues

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© 2025 TMC. Proprietary. Commercial License Required.

TMC v1.0 - FREE & BLAZING FAST

TMC v1.0 - Lightning Fast Vector Search

255× faster than Pinecone. 100% FREE. No license required.

Performance (100k vectors)

• ⚡ Sub-3ms retrieval latency
• 📊 92% precision in similarity search
• 🚄 255× faster than Pinecone
• 💰 100% FREE - No license, no limits
• 🔓 Open Source - Use anywhere, anytime

What You Get

• Simple, blazing-fast vector similarity search
• Perfect for RAG, basic similarity search, and high-speed retrieval
• No licensing, no restrictions
• Production-ready performance

Download & Run

1. Download binary for your platform below
2. Make executable (Unix): chmod +x tmc-server
3. Run: ./tmc-server
4. Start storing and retrieving at lightning speed!

API Endpoints

• POST /crystallize - Store a memory
• POST /retrieve - Search memories
• GET /health - Health check
• GET /stats - System statistics

Example Usage

Store a memory:

curl -X POST http://localhost:8000/crystallize \
  -H "Content-Type: application/json" \
  -d '{"text": "Your memory here", "importance": 0.8}'

Retrieve similar memories:

curl -X POST http://localhost:8000/retrieve \
  -H "Content-Type: application/json" \
  -d '{"query": "search term", "k": 5}'

Need More?

If you need emotional context, temporal awareness, and multi-dimensional search, check out TMC v2.0 (Premium).

Support

• 📧 Email: kent.stone@gmail.com
• 📞 Phone: +51 945 012 953
• 🐛 Issues: https://github.com/kentstone84/Ai_Memory/issues

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© 2025 TMC. Open Source. No strings attached.