TAMI – Real-Time Communication and Confirmation Interface

TAMI speaks AI fluently – so you don’t have to.

📲 What is TAMI?

TAMI (Trusted AI Messaging Interface) is SIPA’s dedicated communication, interaction, and user feedback module. It handles all inbound and outbound messaging between the user and the SIPA system via Telegram bots, API endpoints, email alerts, and (soon) web UI integrations.

TAMI serves two core roles:

1. Notification Layer: Notifies the user of signals, actions, and performance.

2. Command Layer: Accepts commands, trade confirmations (YES/NO), and config overrides.

It acts as the secure bridge between AI and human — offering optional oversight in manual mode, real-time transparency in automated mode, and message queuing for multi-user environments.

📡 Core Responsibilities of TAMI

1. User Notification System:

   • Sends real-time messages to Telegram/email/SMS when:

     • New trade signal is generated

     • Order is executed or canceled

     • Stop-loss or take-profit is triggered

     • System enters fallback, crash, or time-out mode

2. YES/NO Confirmation Handler:

   • Waits for user response to proposed trades (when SIPA is in manual mode).

   • If YES received → forwards to TEEA for execution.

   • If NO or timeout → logs rejection in JAAN, marks opportunity as skipped.

3. Webhook Receiver:

   • Accepts callback responses via Telegram or REST webhooks.

   • Integrated with FastAPI, python-telegram-bot, and aiohttp.

4. Multi-User Messaging Logic:

   • Supports session-based identification via user_id and message_id.

   • Prevents duplicate responses and ensures unique action per signal.

   • Logs all user interactions in user_communications table (MariaDB).

5. Command Interface (CLI-like via Chat):

   • Supports custom user commands like:

     • /status

     • /portfolio

     • /performance

     • /mode

     • /help

   • Can be extended with NLP-based prompts (Q2 2026)

6. Rate Limiting, Retry & Reliability:

   • Uses AsyncLimiter, backoff, and chunked message delivery.

   • Resilient to Telegram downtime, supports silent queueing.

🧩 TAMI’s Role in SIPA Architecture

🌍 Channel Support & Flexibility

• 📈 SEO Summary

  • Telegram bot module for crypto trading bots

  • User confirmation handler for AI-generated trade signals

  • Secure messaging interface for algorithmic trading platforms

  • Real-time communication layer between trader and trading bot

  • Webhook handler for YES/NO confirmation in crypto automation

👤 Who Benefits From TAMI?

• Manual Traders: Want control over SIPA’s execution logic

• Investors: Need instant updates on portfolio events and risk triggers

• SaaS Users: Expect transparent, real-time alerts in their pocket

• Developers: Integrate TAMI with their own notification or control systems

• Regulated Environments: Where human confirmation is required by policy

🔮 TAMI Roadmap (Q2–Q4 2026)

• NLP-based message parsing (“What’s my PnL this week?”)

• Voice-to-command via Telegram voice recognition

• Discord and WhatsApp channels

• Multi-language support (Croatian, Italian, Dutch, German)

• QR code login for SIPA Dashboard (via TATA)

✅ Recap:

TAMI is SIPA’s voice — clear, fast, reliable.
It turns signals into messages, decisions into conversations, and trading into collaboration.

In a world of silent bots, TAMI speaks like a pro.

👨‍💻 Who Benefits from LUKA?

• AI Developers: Clean, structured data ready for training and inference

• Quant Researchers: Deep historical datasets for strategy testing

• Analysts: Full market history per asset with sentiment overlays

• Traders: Backtest your edge with real-world market conditions

• SaaS Users: Never worry about missing data or exchange outages

🔮 Roadmap (Q1–Q3 2026)

• GPU-accelerated ingestion using RAPIDS.ai

• Decentralized backup to IPFS / Arweave

• NLP-based full-text sentiment parser (headlines, tweets)

• Ingest on-chain metrics (DEX volume, wallet activity)

• Web UI to control ingestion sources & sync status (TATA dashboard)

✅ Recap:

LUKA is the data heartbeat of SIPA.
No predictions, trades, signals, or analytics happen without it.

In a system obsessed with intelligence, LUKA is the memory — deep, fast, and brutally precise.

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