Sovereign Intelligence.
From Raw Data to Autonomous Agents.

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

EulerFlow EulerForge EulerAgent

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 profiling using local LLMs.
  • Recursive Filtering: Domain-specific filter class generation.
  • Metric Calculation: PPL, Loss, and MinHash for deduplication.
  • Quality Scoring: BERT-based noise filtering.

Enterprise: Orchestration

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

  • Sanity Checks: Automated 1-GPU LoRA/MoE testing.
  • Resource Estimation: AI-driven cost and GPU time calculation.
  • Hyperparameter Tuning: Bayesian optimization automation.
  • MLOps Integration: Deployment and result synthesis.

EulerForge: MoE Transformation

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

Core Capabilities

EulerForge supports SFT and Memory Efficient DPO in a single pipeline without reference model overhead.

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

Synergy with Flow

Once your data is scored by EulerFlow, EulerForge fine-tunes your MoE model with maximum efficiency. It's the "Forge" that shapes your data into intelligence.

⚡

v1.0 Production Ready

EulerAgent: Deterministic CLI Framework

A local-first agentic framework where every action is logged, audited, and approved by humans.

Human-in-the-Loop Security

Philosophy: Every agent action that changes the world (file writes, shell execution, external calls) must be approved by a human.

  • Deterministic State Machine: Actions follow a strict CREATE → PLAN → APPROVE → EXECUTE cycle.
  • Long-term Memory: Persistent SQLite-based memory for user preferences and project context.
  • RAG Pipeline: Hybrid lexical/vector retrieval with citation provenance.
  • Tool Permission Chain: Multi-layered security (Workspace > Agent > Network Policy).

Command Line Interface

euleragent init
# Create and run an agent
euleragent new my-assistant --template personal-assistant
euleragent run my-assistant --task "Refactor src/main.py"

# Audit and approve high-risk actions
euleragent approve list
euleragent approve accept [id] --execute

Built for developers who need autonomous capabilities without sacrificing control or security.

EulerPress: Agentic Publishing

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

Automated Localization

  • Context-Aware: Maintains technical accuracy across 10+ languages.
  • Consistent Terminology: Preserves domain-specific glossaries.
  • Layout Preservation: Handles Markdown, Quarto, and JSONL formats.

Code Intelligence

  • Docstring Parsing: Auto-translates inline code documentation.
  • Integrity Check: Detects synthetic patterns to ensure human-grade quality.
  • Auto-Generation: Structures ToC and indices for complex manuals.

Resources & Library

Access our technical publications and open-source ecosystems.

Publications

In-depth explorations into Quantum Computing and AI Architectures.

Open Source Ecosystem

Community-driven tools for data processing and model orchestration.

Vertical AI Agents

Specialized solutions built on the Eulerwa stack.

Medical AI Advisor

Health & Wellness Agent for personalized bio-status insights and "Food over Medicine" nutritional guidance.

Agentic Dev Platform

Autonomous coding system (Planner/Debugger) using EulerAgent to automate internal software lifecycles.

Sovereign Open Peace AI

Data Sovereignty

Data is a cultural asset. We process data locally, respecting privacy and ownership.

Transparency

We release core components like EulerFlow and EulerForge to the global community.

Peace & Ethics

Strict opposition to using our models for lethal autonomous weapons or military escalation.

The Eulerwa Lifecycle

1. EulerFlow (Data)
→
2. EulerForge (Model)
→
3. EulerAgent (Action)
→
4. EulerPress (Publish)

Build Sovereign AI with Us

Open Source, Local-First, Human-Centric.

Contact Us