SKT-OM

How SKT-OM Works

🎯

User Query Input

User types any natural language query — simple question, complex multi-hop reasoning, or code-related task. No file uploads needed. Pure text-to-intelligent-text pipeline.

# Example queries SKT-OM handles
query = "Compare ROCm 7.0 vs CUDA 12.4 for LLM training efficiency"
query = "Explain transformer attention mechanism with code example"
query = "What were AMD's key GPU releases in 2025-2026?"
                    

🧠

Think Mode Activation

The query enters Think Mode — SKT-OM's reasoning engine. It analyzes intent, detects complexity, classifies domain, and decides whether to decompose into sub-queries or route directly to plugins/RAG.

# Think Mode: Query Analysis & Planning
class ThinkMode:
    def analyze(self, query):
        intent = self.classify_intent(query)      # research | code | math | compare
        complexity = self.assess_complexity(query)  # simple | medium | complex
        plan = self.create_execution_plan(intent, complexity)
        return plan  # {agents: [...], plugins: [...], mode: "parallel"}
                    

🔌

Plugin Router

Based on Think Mode's plan, the Plugin Router dynamically loads required tools. Code execution? → Code Plugin. Math problem? → Math Plugin. Web data? → Search Plugin. Each plugin is a modular, hot-swappable component.

# Plugin Router: Dynamic Tool Loading
router = PluginRouter(plugins_dir="plugins/", auto_discover=True)
active_plugins = router.route(query_plan)
# Returns: [CodePlugin(), MathPlugin(), SearchPlugin()]

for plugin in active_plugins:
    result = plugin.execute(sub_query)
    evidence.append(result)
                    

📚

SKT RAG Retrieval

Simultaneously, the SKT RAG Pipeline kicks in. Query gets rewritten for better retrieval, multi-hop search runs across vector stores, results are reranked and contextually compressed. This ensures only the most relevant knowledge reaches the LLM.

# SKT RAG: Advanced Retrieval Pipeline
rag_pipeline = SKTRAG(
    vector_store="ChromaDB",
    embedding_model="BGE-large",
    llm="TIGER-OM-13B"
)

rewritten_query = rag_pipeline.rewrite_query(query)
docs = rag_pipeline.multi_hop_retrieve(rewritten_query, top_k=10)
ranked_docs = rag_pipeline.rerank(docs)
compressed = rag_pipeline.contextual_compress(ranked_docs)
                    

🤖

LangGraph Agent Execution

LangGraph orchestrates the multi-agent workflow. Agents execute in parallel or sequential mode based on query complexity. Each agent has stateful memory, tool access, and self-correction loops. The Supervisor monitors and coordinates all agents.

# LangGraph: Multi-Agent Orchestration
from langgraph import StateGraph

workflow = StateGraph(AgentState)
workflow.add_node("think", think_mode)
workflow.add_node("retrieve", rag_retrieve)
workflow.add_node("plugin", plugin_execute)
workflow.add_node("synthesize", final_synthesis)

workflow.add_edge("think", "retrieve")
workflow.add_edge("think", "plugin")
workflow.add_edge(["retrieve", "plugin"], "synthesize")

app = workflow.compile()
result = app.invoke({"query": user_query})
                    

✅

Verification & Self-Correction

Before final output, SKT-OM runs verification loops. It checks consistency between plugin results and RAG data, validates calculations, and cross-references facts. If inconsistencies are found, it auto-corrects by re-querying or adjusting the synthesis.

# Verification Engine
class Verifier:
    def verify(self, evidence, draft_response):
        consistency = self.check_consistency(evidence)
        facts = self.validate_facts(draft_response)
        if consistency < 0.85 or facts.failed > 0:
            return self.trigger_rethink(evidence)
        return draft_response  # Confidence: 97.3%
                    

📤

Final Synthesis & Response

All evidence — from plugins, RAG retrieval, and agent reasoning — gets synthesized by the 13B TIGER-OM model running on AMD MI300X via vLLM. The response is accurate, well-structured, cited where possible, and delivered with reasoning chains.

# Final Synthesis on AMD MI300X
llm = vLLM(
    model="TIGER-OM-13B",
    tensor_parallel=2,
    gpu_memory_utilization=0.85
)

final_prompt = self.build_synthesis_prompt(
    query=user_query,
    rag_context=compressed_docs,
    plugin_results=plugin_evidence,
    reasoning_chain=agent_trace
)

response = llm.generate(final_prompt, max_tokens=2048)
# Output: Structured, cited, reasoned response
                    

Plugin Ecosystem

Google ADK Style Architecture — 73+ Plugins across 12 Categories

ALL (73+)

Search (8)

Code (10)

Data (9)

Communication (7)

Database (8)

Cloud (6)

AI/ML (7)

Security (5)

Monitoring (6)

Automation (5)

Integration (4)

Google Search

Custom Search API with result deduplication, snippet extraction, and relevance scoring.

API Web

DuckDuckGo

Privacy-focused search with instant answers, news, and image search capabilities.

Privacy Fallback

Bing Web Search

Microsoft Bing API with entity recognition, safe search, and market localization.

Microsoft Entity

News API

Real-time news aggregation from 30,000+ sources with sentiment analysis and topic clustering.

News Real-time

Google Maps

Location search, geocoding, directions, places API, and distance matrix calculations.

Maps Geo

Web Scraper

Intelligent web scraping with adaptive CSS selectors, anti-bot bypass, and structured data extraction.

Scraper Data

Wikipedia

Wikipedia API with page search, summary extraction, and multi-language support.

Knowledge Wiki

ArXiv Search

Scientific paper search with abstract extraction, citation analysis, and PDF download.

Research Academic

Python Executor

Code

Sandboxed Python execution with pip install, output capture, and error traceback analysis.

Python Sandbox

JavaScript Runner

Code

Node.js execution with npm support, async handling, and console output streaming.

JS Node

Java Compiler

Code

Java compilation and execution with Maven/Gradle support and JUnit test running.

Java JVM

Go Runner

Code

Go code execution with module support, goroutine handling, and benchmark testing.

Go Golang

Rust Compiler

Code

Rust compilation with cargo support, memory safety checks, and performance profiling.

Rust Systems

PHP Executor

Code

PHP execution with composer support, framework detection, and MySQL integration.

PHP Web

Code Reviewer

Code

Automated code review with linting, security scanning, and style guide enforcement.

Review Lint

Test Runner

Code

Multi-language test execution with coverage reporting, flaky test detection, and CI integration.

Testing CI/CD

Package Manager

Code

Cross-language package management with dependency resolution, vulnerability scanning, and lock file generation.

Packages Deps

Docker Executor

Code

Containerized code execution with Dockerfile support, image caching, and resource limits.

Docker Container

Pandas Analyzer

Data

DataFrame operations, statistical analysis, missing value handling, and correlation matrices.

Pandas Stats

Matplotlib Viz

Data

Chart generation with line, bar, scatter, heatmap, and 3D visualization support.

Viz Charts

Plotly Interactive

Data

Interactive dashboards with zoom, pan, hover tooltips, and export to HTML/PNG.

Interactive Dashboard

NumPy Compute

Data

High-performance numerical computing with array operations, linear algebra, and FFT.

NumPy Math

SciPy Advanced

Data

Scientific computing with optimization, integration, interpolation, and signal processing.

SciPy Science

Scikit-Learn ML

Data

Machine learning with classification, regression, clustering, and model evaluation.

ML Sklearn

CSV Processor

Data

CSV parsing, transformation, validation, and export with schema inference and encoding detection.

CSV ETL

JSON Transformer

Data

JSON parsing, schema validation, transformation with JMESPath, and pretty printing.

JSON Transform

Excel Handler

Data

Excel read/write with formula support, pivot tables, and multi-sheet operations.

Excel Office

Email Sender

Communication

SMTP email sending with template support, attachment handling, and delivery tracking.

SMTP Email

Slack Messenger

Communication

Slack API integration with channel messaging, thread replies, and file uploads.

Slack Chat

Twitter/X API

Communication

Twitter API v2 with tweet posting, timeline reading, and engagement analytics.

Twitter Social

SMS Gateway

Communication

SMS sending via Twilio with delivery status, bulk messaging, and template variables.

SMS Twilio

Discord Bot

Communication

Discord bot integration with message sending, embeds, and slash command handling.

Discord Bot

Voice Call

Communication

Voice call initiation with text-to-speech, call recording, and transcription.

Voice TTS

Telegram Bot

Communication

Telegram Bot API with message sending, inline keyboards, and webhook handling.

Telegram Bot

PostgreSQL

Database

PostgreSQL connection with SQL execution, pgvector support, and connection pooling.

SQL Vector

MongoDB

Database

MongoDB operations with aggregation pipelines, schema validation, and change streams.

NoSQL Document

Redis Cache

Database

Redis operations with caching, pub/sub, streams, and vector similarity search.

Cache Redis

MySQL Connector

Database

MySQL connection with query execution, transaction support, and replication handling.

SQL MySQL

ChromaDB

Database

Vector database with embedding storage, semantic search, and metadata filtering.

Vector Embeddings

Pinecone

Database

Pinecone vector DB with hybrid search, metadata filtering, and namespace management.

Vector Cloud

BigQuery

Database

Google BigQuery integration with SQL queries, dataset management, and cost optimization.

Analytics Google

SQLite

Database

SQLite operations with in-memory databases, file-based storage, and FTS5 full-text search.

Lite Local

AWS S3

Cloud

S3 bucket operations with upload, download, presigned URLs, and lifecycle policies.

Storage AWS

Azure Blob

Cloud

Azure Blob Storage with container management, SAS tokens, and tiered storage.

Azure Blob

GCP Storage

Cloud

Google Cloud Storage with bucket operations, IAM management, and signed URLs.

GCP Storage

Docker Hub

Cloud

Docker image management with pull, push, tag operations, and registry search.

Docker Registry

Kubernetes

Cloud

K8s cluster operations with pod management, deployment scaling, and log streaming.

K8s DevOps

Cloud Functions

Cloud

Serverless function deployment with trigger configuration and execution monitoring.

Serverless FaaS

OpenAI GPT

AI/ML

OpenAI API integration with GPT-4, DALL-E, Whisper, and embedding models.

GPT-4 OpenAI

HuggingFace

AI/ML

HuggingFace integration with model inference, pipeline execution, and dataset loading.

HF Transformers

Anthropic Claude

AI/ML

Claude API with extended context, reasoning, and tool use capabilities.

Claude Anthropic

Image Generator

AI/ML

Image generation with Stable Diffusion, DALL-E, and Midjourney-style prompts.

Image GenAI

Speech Recognition

AI/ML

Speech-to-text with Whisper, real-time transcription, and speaker diarization.

ASR Audio

Text Summarizer

AI/ML

Abstractive and extractive summarization with length control and key point extraction.

NLP Summary

Translation

AI/ML

Multi-language translation with 100+ languages, context preservation, and domain adaptation.

NLP Translate

Auth Manager

Security

OAuth 2.0, JWT, and API key management with token rotation and scope enforcement.

Auth OAuth

Rate Limiter

Security

Token bucket rate limiting with Redis backend, per-user quotas, and burst handling.

Rate Limit

PII Detector

Security

PII detection and masking with regex patterns, NER models, and compliance reporting.

PII Privacy

Vulnerability Scan

Security

Dependency vulnerability scanning with CVE database, severity scoring, and fix suggestions.

CVE Scan

Encryption

Security

AES-256 encryption with key management, HSM integration, and secure key rotation.

AES Encrypt

Prometheus Metrics

Monitoring

Prometheus metrics export with custom counters, histograms, and gauge collection.

Metrics Prometheus

Log Aggregator

Monitoring

Centralized logging with structured JSON, log levels, and Elasticsearch forwarding.

Logs ELK

APM Tracer

Monitoring

Distributed tracing with OpenTelemetry, span collection, and Jaeger integration.

Trace OTel

Alert Manager

Monitoring

Alert routing with PagerDuty, Slack, and email notifications with escalation policies.

Alert PagerDuty

Health Check

Monitoring

System health monitoring with endpoint checks, dependency validation, and status pages.

Health Status

SLO Tracker

Monitoring

Service Level Objective tracking with error budget calculation and burn rate alerts.

SLO SRE

Workflow Engine

Automation

Visual workflow builder with conditional logic, loops, and parallel execution.

Workflow Builder

Cron Scheduler

Automation

Cron job scheduling with timezone support, retry logic, and job monitoring.

Cron Schedule

Webhook Handler

Automation

Webhook reception with signature verification, payload parsing, and event routing.

Webhook Events

CI/CD Pipeline

Automation

GitHub/GitLab CI integration with build triggers, test execution, and deployment.

CI/CD DevOps

Task Queue

Automation

Background task processing with priority queues, retries, and dead letter handling.

Queue Background

GitHub API

Integration

GitHub integration with repo management, PR reviews, issue tracking, and Actions triggers.

GitHub Git

GitLab API

Integration

GitLab integration with project management, CI pipelines, and merge request handling.

GitLab Git

Jira Connector

Integration

Jira integration with issue creation, sprint management, and workflow transitions.

Jira Project

Notion API

Integration

Notion integration with page creation, database queries, and block manipulation.

Notion Docs

Project Resources

How SKT-OM Works

User Query Input

Think Mode Activation

Plugin Router

SKT RAG Retrieval

LangGraph Agent Execution

Verification & Self-Correction

Final Synthesis & Response

Complete Data Flow

Live Execution Trace

Plugin Ecosystem

PLUGIN ARCHITECTURE