LABFORGE AI

Secure AI Development & MLOps Platform

A fully air-gapped desktop environment for data science, model training, RAG pipelines, and AI agent development — built for environments where data cannot leave the machine

⬡ Quantum-Hardened — ML-DSA-65 (CRYSTALS-Dilithium) · NIST FIPS 204
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AutoML Training

AutoGluon-powered automated model training with MLflow experiment tracking and SHAP explainability

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Local LLM Chat

Ollama-backed chat with Llama 3, Mistral, and CodeLlama — RAG-enabled document retrieval

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Air-Gapped Security

Zero network dependencies. SBOM generation, vulnerability scanning, and artifact signing built in

7 Integrated Modules

Every capability your team needs — from data ingestion to production deployment — in a single air-gapped desktop application

Chat

Conversational AI interface powered by local Ollama models. Send prompts, get responses, and test model behavior in a clean workspace. Supports synchronous and streaming (SSE) responses.

Data

Data ingestion and exploratory analysis. Upload CSV and Excel datasets, run automated EDA, quality checks, and statistical profiling. Prepare datasets for training pipelines.

Train

No-code model training pipeline. Select a dataset, choose a target column, pick a quality preset, and launch AutoML training. Tracks runs with MLflow integration.

Deploy

Model deployment manager. Promote trained model runs to live endpoints via BentoML and Podman. Monitor deployment health and manage active endpoints.

Security

Air-gapped security dashboard. SBOM generation, vulnerability scanning, compliance status, and ML-DSA-65 post-quantum license verification. Built for CMMC/RMF environments.

Code

AI-assisted code generation and editing. Submit natural language requests, get runnable code back. Integrated with local Ollama models — no cloud required.

Settings

Platform configuration. Model selector, sidecar port config, user password management, software update checker, and system status display.

Feature Highlights

Post-Quantum Cryptography

ML-DSA-65 (CRYSTALS-Dilithium) license protection — NIST FIPS 204 compliant post-quantum digital signatures

Air-Gapped Deployment

Zero internet required after install. All AI inference, training, and deployment runs entirely on-premise with no external calls

Local Ollama Integration

Llama 3, Qwen 2.5 Coder, and compatible open-source models — chat, code generation, and RAG all powered locally

Visual Pipeline Canvas

Drag-and-drop ReactFlow workflow builder to connect data ingestion, training, and deployment stages visually

RAG Pipeline

Document ingestion, ChromaDB vector storage, LangChain retrieval, and FlashRank reranking for secure document Q&A

Agent Builder

Build autonomous AI agent workflows and deploy them as containerized microservices via Podman — no cloud orchestrator needed

Built For

Defense & Intelligence

ML development on classified networks with zero data exfiltration risk

Federal Agencies

NIST-compliant AI/ML workflows with built-in SBOM and vulnerability management

Healthcare & Research

Train models on sensitive patient or research data without cloud exposure

Data Science Teams

Full ML lifecycle from EDA to deployment in a single desktop application

Platform Screenshots
LabForge AI main dashboard
LabForge AI data ingestion pipeline
LabForge AI model training interface
LabForge AI deployment pipeline

Ready to Build AI Securely?

Develop, train, and deploy ML models without leaving your secure environment

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