Level 3 LEVEL 3: ADVANCED PROTOTYPE

Model Training Platform

Fine-Tuning Infrastructure for the Intelligent Enterprise

The Vision

At Conway Labs, every prototype begins with a hypothesis about human flourishing. This Level 3 Advanced Prototype represents the convergence of practical AI research and infrastructure automation — a system designed to accelerate safe, efficient model adaptation across cloud environments.

The Technology

Built for early enterprise adoption, the platform automatically deploys fine-tuning and optimization workloads to AWS or GCP, based on customer preference.

QLoRA Fine-Tuning

Lightweight model personalization for efficient, parameter-efficient adaptation

Pruning & Quantization

Optimization pipelines for efficient inference and reduced model footprint

Last-Layer Fine-Tuning

Rapid adaptation for Hugging Face–hosted models without full retraining

Cross-Cloud Orchestration

Seamless deployment across AWS and GCP with secure credential handling

Impact

By unifying these capabilities, the prototype dramatically reduces the engineering overhead of custom model training while preserving enterprise-grade governance.

Platform Capabilities

A comprehensive suite of tools for enterprise AI development

Dashboard
Training Dashboard

Monitor active jobs, track GPU hours, and manage costs in real-time across all training workloads

Model Selection
Model Repository

Browse and import base models from Hugging Face with seamless integration and validation

Visualization
Model Interpretability

Explore layer architectures and activation patterns through multiple visualization paradigms

Layer Analysis
Layer-Level Analysis

Deep dive into model architecture with parameter counts and layer type visualization

Cost Calculator
Smart Cost Calculator

Get AI-powered hardware recommendations based on real AWS & GCP pricing data

Integrations
Cloud Integrations

Seamless connections to AWS, GCP, GitHub, and Hugging Face with secure credential management

Enterprise-Grade Governance

Secure Credentials

Enterprise-grade secret management for cloud provider authentication

Compliance Ready

Audit trails and deployment logs for regulatory requirements

Team Collaboration

Multi-user workspaces with role-based access controls

Access & Availability

Due to hosting requirements for tools, data transfer, and environment isolation, this prototype is accessible by appointment only.

Private previews are available for qualified research and enterprise partners.

Explore a Demo

Experience how Conway Labs is redefining applied AI for scalable human progress.

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