Local Model Matrix

The Problem

There are millions of open source models, but determining what model to use and for what is hard unless tested individually in applications. LMM is the first stage gate that filters and identifies local models that are worth your time for further validation and evaluation.

The Architecture Solution

Acts as a rapid first-stage filter and deterministic benchmark engine (sandboxed code execution, symbolic LaTeX solvers, Ajv Draft-07 schemas, IFEval rule engines) across a 5-Level Calibrated Stress Ladder with 7-Factor Failure Autopsies.

Key Innovations

• First-Stage Gate Triage for thousands of open-source models
• 11-Dimensional Capability Radar (Coding, Math, STEM, Instruction Following, Tool Calling, Vision, Med, Legal, Graphs, Speed)
• Zero-Hallucination Deterministic Verification (No circular LLM judging LLM)
• Hardware Efficiency Frontier & Pareto Optimization (Pass@1 Accuracy vs Tokens/Sec)
• Real-Time Token Streaming with sub-millisecond TTFT and TPS profiling