Sovereign Intelligence.
From Raw Data to Agents.

Eulerwa Inc. provides the complete end-to-end stack for Sovereign AI. EulerFlow for data, EulerForge for training, and EulerPress for agentic publishing.

Discover EulerFlow Explore EulerForge About EulerPress

EulerFlow: The Data Engine

A comprehensive data processing system that bridges the gap between raw datasets and production-ready model training.

Open Source: Data Processing

Designed for researchers and developers to clean and analyze data locally.

  • Smart Analysis: Initial data profiling using local LLMs (GPT-OSS/20B).
  • Recursive Filtering: Domain-specific filter class generation and application.
  • Metric Calculation: Computes PPL, Loss, and MinHash for deduplication.
  • Quality Scoring: Uses lightweight BERT-based models to score thousands of samples for noise filtering.

Enterprise: Training Orchestration

Business-critical features for scaling from a single GPU to a cluster.

  • Scale-Down Sanity Check: Automated script generation for 1-GPU LoRA/MoE testing.
  • Resource Estimation: AI-driven calculation of required GPUs, time, and cloud costs (e.g., vast.ai) for scale-up.
  • Hyperparameter Tuning: Bayesian optimization and grid search automation.
  • MLOps Integration: Full monitoring of training launch, deployment, and result synthesis.

EulerForge: MoE Transformation

The verified framework for transforming dense models into efficient Mixture-of-Experts architectures.

Core Capabilities

EulerForge supports SFT and Memory Efficient DPO in a single pipeline, eliminating the need for reference model loading.

Supported Models Llama 2/3, Qwen 1.5/2.5, Mixtral 8x7B/22B
Strategies Plain LoRA, LoRA-MoE, FFN-MoE (DeepSeek Style), Native MoE Tuning
Stability Phase Scheduling (Router Freeze/Unfreeze), 100% Save/Load Integrity

Why EulerForge?

It seamlessly integrates with EulerFlow. Once your data is scored and cleaned by EulerFlow, EulerForge takes over to fine-tune your MoE model with maximum efficiency.

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v1.0 Production Ready

EulerPress: Agentic AI Publishing

An intelligent agent service that transforms raw technical data and code into polished, multilingual corporate documentation.

Automated Localization

EulerPress goes beyond simple translation. It understands technical context, ensuring that manuals, whitepapers, and API references are accurate across languages.

  • Context-Aware Translation: Maintains technical accuracy in multiple languages.
  • Terminology Consistency: Preserves domain-specific terms across documents.
  • Format Handling: Seamlessly processes Markdown, Quarto, and JSONL formats without breaking layout.

Code-to-Doc Intelligence

Designed for software companies, EulerPress connects directly to your codebase.

  • Python Docstring Parsing: Automatically parses and translates inline code documentation.
  • Structure Generation: Auto-generates Table of Contents (ToC) and Indices for complex manuals.
  • AI Integrity Check: Detects synthetic text patterns to ensure human-grade quality and authenticity.

Vertical AI Agents

Specialized solutions built on our AI stack.

Medical AI Advisor

We are developing a specialized Health & Wellness Agent designed to provide personalized insights.

  • 1. Personalized Advice: Tailored health guidance based on your current biological status.
  • 2. Dietary Management: Recommendations for a healthier lifestyle through optimized eating habits.
  • 3. Food over Medicine: Focusing on natural improvement through nutrition rather than relying solely on medication.
  • 4. Complementary Support: Supplementing professional medical advice to help better understand doctor’s recommendations.

Agentic Dev Platform

A fully autonomous coding agent system comprising a Planner, Implementer, and Debugger. It allows businesses to automate their internal software development lifecycles.

Sovereign Open Peace AI

Our core doctrine remains the foundation of everything we build.

Data Sovereignty

Data is a cultural asset. We build tools like EulerFlow to help you process data locally, respecting privacy and ownership.

Transparency

Trust requires openness. We release core components of our stack (EulerFlow CLI, EulerForge) to the community.

Peace & Ethics

We strictly oppose the use of our open foundation models for lethal autonomous weapons or military escalation.

The Eulerwa Stack

1. EulerFlow (Data Prep)
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2. EulerForge (Training)
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3. EulerPress (Deployment)

Library & Resources

Books

Deep dives into Quantum Physics and AI Architectures.

GitHub

Access the source code for EulerFlow and EulerForge recipes.

We provide open recipes for data cleaning and MoE training pipelines.

Build Sovereign AI with Us

From raw data processing to agentic publishing.

Contact Us