⚡ OMNI-CHANNEL DENTAL MESSENGER BRIDGE DENTE CRM INTEGRATION

Unified Operator Chat Dispatcher for Dental Practices

Aggregate patient inquiries across WhatsApp Business, Telegram MTProto, and Clinic Web Widgets into a single high-speed operator console. Automate reminders, pre-op instructions, and synchronize patient charts to DENTE CRM in one click.

Bridge: Telethon MTProto + WhatsApp Cloud API
AI Provider: Gemini & Groq Cascade
Vision: OpenCV DICOM & X-Ray Preprocessor
CRM Sync: DENTE Native Protocol
Response SLA: < 45 sec Average

Omni-Channel Operator Dispatcher & Telemetry Bridge

Switch between channels, inspect live incoming patient streams, trigger clinical quick replies, and synchronize consultation records to DENTE CRM.

Active Operator: Анна В. (Координатор)
Входящая очередь 4 диалога
Елена Смирнова 14:28
Острая боль в области 46 зуба после пломбирования...
WhatsApp Срочно P1
Михаил Ковалев 14:22
Интересует имплантация все-на-4 для мамы, прикрепил КТ...
WhatsApp
Др. Петров (Ортопед) 14:15
Лаборатория прислала примерку виниров для кейса #104...
Telegram
Посетитель #842 13:58
Сколько стоит профгигиена по акции Air-Flow?
Web
ЕС

Елена Смирнова (+7 916 345-**-12)

WhatsApp Business • Последний визит: 12.03.2026 (Терапия)
🔐 Сессия инициирована через StomChat WhatsApp Gateway • Шифрование TLS 1.3
Здравствуйте! Вчера поставили временную пломбу на нижнюю шестерку, сегодня ночью началась пульсирующая боль. Что мне делать? 14:28
Здравствуйте, Елена! Пульсирующая боль под временной пломбой может указывать на реакцию пульпы. Мы связались с вашим лечащим врачом Др. Соколовой. Она готова принять вас сегодня вне очереди в 16:30 для ревизии зуба 46. Сможете подойти? 14:29 • Оператор
DENTE CRM Sync CONNECTED
Карта пациента
#DENTE-94812 • Смирнова Е.В.
Фокусный зуб (FDI)
🦷 Зуб 46 (Пульпит)
Лечащий врач
Др. Соколова И.В. (Терапевт)
Предварительный чек
4 500 ₽ (Ревизия + лечебная прокладка)
[14:28:10] MTProto stream listening...
[14:29:05] Chat history buffered (2 msgs)
[14:29:40] Ready for DENTE JSON payload sync

Message Queue Throughput & Operator SLA Monitor

Live 60 FPS telemetry stream tracking inbound messages across 4 active messenger bridges, queue depths, and operator first-response SLA benchmarks.

Multi-Channel Dispatcher Queue Velocity

Real-Time Message Ingestion Rate vs. Operator Resolution SLA (Sub-45s Target)

STREAMING 60 FPS
Mean Operator SLA
32 sec
WhatsApp Throughput
Telegram Intake
34 msg/min
Bot Automation Resolution
86.4 %

Technical Architecture & Python Modules

Inspect the actual backend modules powering the StomChat multi-channel routing pipeline.

# assistant.py — Telethon MTProto Ingestion & Operator Dispatch Engine from telethon import TelegramClient, events import asyncio @client.on(events.NewMessage(incoming=True)) async def handle_patient_intake(event): chat = await event.get_chat() raw_text = event.message.message # Check if message contains clinical media (X-Ray / CBCT / Photo) if event.message.media: file_path = await event.message.download_media(file="capture/cache/") await vision_pipeline.enqueue_radiograph(file_path, chat.id) # Route through high-speed cascade classifier intent = await classifier.detect_triage_urgency(raw_text) await operator_bridge.push_to_console(chat.id, raw_text, urgency=intent.level)
# gemini_client.py — Failover Cascade across Gemini 2.5 and Groq Llama-3 from typing import List, Optional import google.generativeai as genai async def generate_clinical_draft(prompt: str, history: List[dict]) -> str: cascade_models = ["gemini-2.5-flash", "groq/llama-3.3-70b", "gemini-1.5-pro"] for model_name in cascade_models: try: client = get_provider_client(model_name) response = await client.generate_async(prompt, history=history, timeout=4.5) return response.text except Exception as err: logger.warning(f"Provider {model_name} failed ({err}), falling back...") continue raise RuntimeError("All AI cascade providers unavailable")
# visionproc.py — OpenCV & Pillow Radiograph Preprocessing import cv2 from PIL import Image def normalize_dental_radiograph(image_path: str) -> str: """Enhances periapical radiograph contrast using CLAHE.""" img = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE) clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8, 8)) enhanced = clahe.apply(img) output_path = image_path.replace(".jpg", "_clahe.jpg") cv2.imwrite(output_path, enhanced) return output_path
# summarizer.py — Telegraph Clinical Digest Publication from html_telegraph_poster import TelegraphPoster async def publish_clinical_case_digest(title: str, formatted_html: str) -> str: t = TelegraphPoster(use_api=True) t.create_api_token(short_name="StomChat", author_name="StomChat AI") page = t.post(title=title, author="Dental Clinical Intelligence", text=formatted_html) return page["url"]

Omni-Channel Inbox

Consolidates WhatsApp Business, Telegram MTProto, and Web Chat inquiries into a single fast triage stream with real-time urgency tags.

One-Click DENTE CRM Sync

Instantly serialize patient dialogues, identified FDI tooth pathologies, and planned treatment estimates into the clinic's core PostgreSQL database.

Clinical Quick Action Push

Dispatch structured appointment reminders, pre-op fasting protocols, or vacant surgical slots directly into WhatsApp with one tap.

Sub-45s SLA Tracking

Live telemetry monitors operator response speeds and triggers automated escalation bots when incoming leads wait beyond 60 seconds.

Telegraph Case Digests

Auto-generate rich, anonymized clinical case digests from multi-doctor Telegram discussions and publish to Telegraph in seconds.

Zero-Leakage Security

All sensitive patient records remain stored in encrypted local SQLite WAL databases, keeping medical data safe and GDPR/FZ-152 compliant.

SIP IP-TELEPHONY 2.0

Incoming Patient Call Dispatcher & Voice Waveform Engine

CALLER ID ● SIP CONNECTED (G.711u)
+7 (999) 345-21-98
Patient: Смирнова Анна Викторовна (Card #8491)
VOICE NOTE TRANSCRIPTION SPEED: 1.0x / 1.5x / 2.0x
💬 "Здравствуйте, хочу записаться на гигиену к доктору Петушкову на пятницу..."
ENGINEERING SYNDICATE

Адольф Петушков & Жирняк (Jirnyak)

@marko1olo (Адольф) @Jirnyak (Жирняк)
AP

Адольф Петушков

LEAD ARCHITECT & SYSTEMS

Game engine internals, 0B GC hot paths, autonomous AI orchestrators, enterprise clinical CRM & real-time audio DSP engines.

Ж

Жирняк (Jirnyak)

DEEP TECH & PHYSICS SPECIALIST

N-Body gravitational simulation, micromagnetic Landau-Lifshitz solvers, quantum Liouville dynamics & low-level macOS HID automation.

🌐 Unified Syndicate Portfolio & Sister Applications

12 PRODUCTION HUBS
CLINICAL AI · MARKO

DENTE CRM

FDI odontogram, ICD-10 clinical diagnosis & 3D DICOM tomography.

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CLINICAL AI · MARKO

StomChat Dispatcher

Omni-channel WA/TG operator workplace & real-time SLA telemetry.

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DEV TOOLS · MARKO

AgentRouter Hub

Claude Code CLI WAF bypass proxy, homoglyph sanitizer & config matrix.

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DEEP TECH · JIRNYAK

Starcluster Simulator

10,000-star N-body gravitational physics & Keplerian orbital economy.

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DEEP TECH · JIRNYAK

OOMMF Framework

Landau-Lifshitz-Gilbert 3D micromagnetic vector lattice visualizer.

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AUTOMATION · JIRNYAK

Macromac Engine

macOS CoreGraphics HID low-level automation & JSON macros.

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GAME ENGINE · MARKO

Hecton-8 Submersible

NASA-punk deep sea noir submarine engine on Unity 6000 (0B GC).

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GAME ENGINE · MARKO & JIRNYAK

Gigahrush Raycaster

2.5D DDA raycasting, cellular gas physics & Samosbor Web CLI.

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DEV TOOLS · MARKO

Token Audit

LLM token cost waterfall, matrix terminal & cyberpunk chronicles.

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AUDIO DSP · MARKO

Nexus Media Engine

Web Audio DSP, real-time synth & 60 FPS FFT visualizer.

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CLINICAL AI · MARKO

Avito Dental AI Bot

Lead intake with anti-hallucination deterministic veto layer.

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MEDIA · MARKO

dvachbot Transcoder

Makaba scraper, Atkinson dithering & Telegram broadcaster.

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ADOLF PETUSHKOV ECOSYSTEM |
60 FPS | PWA READY | |