Echelon Smart
Mesh Core

The next-generation AI development framework with intelligent command structures, strategic learning systems, and memory-augmented intelligence.

Built for Claude Code. Advanced users can integrate ESMC with other AI models by configuring trigger files to match their AI's prompt system and pointing to the ESMC framework directory.

ESMC IS

A multi-layered intelligence framework
Scales from lightweight to full 7 deployment layers based on task complexity
A strategic command core for AI
Dramatically improves output quality and accuracy of any AI model
Essential for all developers
From beginners learning to code to veterans scaling enterprise systems
Incredibly simple to use
Just add "ESMC" to your prompt - that's it
Built for production
Zero placeholders, no band-aids and avoids hallicunation

ESMC IS NOT

An AI model or LLM
ESMC is a framework that enhances your existing AI (Claude, GPT, etc.)
A replacement for your AI
It's an upgrade that works alongside your favorite model
Foolproof
Even the best AI can make mistakes; ESMC minimizes them but can't eliminate all errors
Automatic magic
You still need to guide the AI; ESMC just makes it significantly smarter
Limited to one language
Works across any tech stack, framework, or programming language

WITHOUT ESMC

~8 heavy tasks per session
Limited by inefficient token usage and repeated context loading
Trial-and-error development
Manual file exploration, clarifying questions, and multiple iterations to get it right
Frequent bugs and architectural missteps
No validation framework to catch issues before code is written
Time spent on rework and debugging
Code works initially but breaks in edge cases or production
Zero memory between sessions
Re-explain your project, preferences, and context every time

WITH ESMC 3.8

~16 heavy tasks per session (Claude Code)
2x output capacity - Intelligent optimization and memory-aware processing
Production-ready code on first try
First-time quality - Multi-layer validation catches issues before execution
Architectural excellence built-in
Strategic planning - Your code follows best practices and scales properly
Dramatically fewer bugs in production
Quality assurance - Automatic testing and root cause analysis prevents issues
Persistent memory across sessions
18x context efficiency - Remembers your project, patterns, and preferences

The Math Is Simple

With ESMC 3.8 on Claude Code: Your subscription effectively gets 2x output capacity per session.
Same 200k token budget → Double the work accomplished.

* Estimated performance metrics based on typical usage patterns. Actual results may vary depending on task complexity and project requirements.

ESMC Tiers for Your Needs

Start Free

Intent Recognition Core

Understands your goals

Domain Synthesis Engine

Industry-specific intelligence

3 Deployment Layers

ALPHA, BETA, ZETA specialists

Session Memory

Context during active session

Causal Analysis Engine