About Epistates

We're an AI engineering company that builds production-grade solutions for businesses. Our team brings over a decade of experience in distributed systems and fintech to every engagement.

Engineering AI That Actually Ships

Epistates was founded by engineers who spent years building high-frequency trading systems, distributed infrastructure, and real-time data platforms. We brought that same rigor — performance-obsessed, security-first, production-grade — to AI.

We don't just integrate APIs. We build the infrastructure that powers AI: MCP protocol SDKs, LLM fine-tuning frameworks, multi-agent orchestration systems, and the developer tools that tie them together. Our open source projects are used by thousands of developers worldwide.

When a business comes to us, they get the same engineering team that built TurboMCP, PMetal, and TurboVault — working directly on their problem with the same quality bar we hold for our own products.

10+
Years Experience
Distributed systems & fintech
21+
Open Source Projects
Production-grade tools
900+
GitHub Stars
Community validated
Rust
Primary Language
Performance & safety

What We've Built

Our flagship open source projects power AI infrastructure used by developers and enterprises worldwide.

TurboMCP

v3.0.6
75

Production-ready Rust SDK for the Model Context Protocol. 25-crate modular architecture with zero-boilerplate macros, 5 transport protocols, and OAuth 2.1 security.

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PMetal

v0.3.13
180

High-performance LLM fine-tuning framework optimized for Apple Silicon. LoRA/QLoRA/DoRA, knowledge distillation, GRPO reasoning training, and 20+ model architectures. We support training on any hardware.

View Project

TurboVault

v1.2.9
75

MCP server that transforms Obsidian vaults into intelligent knowledge systems. 44+ tools, BM25 search, link graph analysis, and sub-100ms performance.

View Project

treemd

v0.5.9
578

Markdown navigator with tree-based structural navigation, jq-like query language, syntax highlighting for 50+ languages, and vim-style keybindings.

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View All 21+ Open Source Projects

Where We Come From

The same engineering discipline that powers Wall Street trading systems — applied to AI.

Fintech & Trading

  • High-frequency trading infrastructure
  • Real-time market data pipelines
  • Risk management systems
  • Algorithmic execution engines

Distributed Systems

  • Low-latency microservice architectures
  • Event-driven processing at scale
  • Multi-datacenter deployment
  • Zero-downtime production operations

AI & Machine Learning

  • LLM fine-tuning & deployment
  • MCP protocol infrastructure
  • Multi-agent orchestration
  • On-premises ML training pipelines

How We Work

Ship Production Code

We don't build demos. Every solution we deliver runs in production with real users, real data, and real uptime requirements.

Own Your AI

Your models, your data, your infrastructure. We build solutions you control — no vendor lock-in, no per-token fees, no third-party access.

Open Source First

Our core tools are open source and battle-tested. You benefit from community-hardened infrastructure with enterprise support.

Move Fast, Ship Right

Weeks, not months. We move quickly without cutting corners — rigorous testing, comprehensive docs, enterprise security from day one.

Corporate Information

Company
Epistates, Inc.
Incorporation
Delaware C-Corporation
Founded
2025
Headquarters
Delaware, United States
Primary Language
Rust
License
MIT / Apache-2.0

Let's Build Something Together

Whether you need custom AI agents, MCP infrastructure, or LLM fine-tuning — we bring a decade of engineering discipline to your problem.

Schedule Free Strategy SessionView Our Work