TRI·TFM v3.0: LLM Evaluator (Lexeme Injection)

Title: TRI·TFM v3.0: LLM Evaluator (Zero-Cost Inference) Short Description (max 132 chars): Evaluate LLM responses automatically with mathematical precision directly in your browser. Zero API costs. Zero variance. Full Description: Stop paying exorbitant API fees to evaluate your AI models. The TRI·TFM v3.0 Extension turns your existing ChatGPT Plus or Claude Pro subscription into a mathematically rigorous, enterprise-grade LLM-as-a-Judge framework via Lexeme Injection. Why use TRI·TFM v3.0? Most AI evaluation frameworks (like Ragas or DeepEval) suffer from "Metric Hallucinations" and charge thousands of dollars for API usage. Our open-source methodology introduces a Deterministic Zero-Variance Evaluator (forcing $T=0.0$) and a dynamic balance formula ($Bal = 0.75F - 0.25B$) proven to eliminate model bias and "metric gaming." 🚀 Core Features: • Zero API Cost: We inject the evaluation logic directly into your active browser session. The heavy lifting is done by your current LLM subscription. • The 4-Axis Rubric: Instantly score any AI generation on Facts (F), Bias (B), and Narrative (N). • M-Axis Depth Evaluator: Apply the "Lexeme of Ruthlessness" to mathematically penalize AI for superficial "water" text or generic copywriting. • Strict JSON Output: Receive clean, machine-readable metrics ({"F": 0.9, "B": 0.1, "Bal": 0.65}) ready for your benchmarks. • Cross-Platform: Seamlessly integrates with both ChatGPT and Claude interfaces. How it works: 1. Generate an AI response in your chat window. 2. Click the TRI·TFM extension icon. 3. Inject the "Evaluation Lexeme" into the prompt box. 4. Hit Enter and watch the AI rigorously evaluate its own output based on our empirically defended weight matrix. Built by AI researchers for AI engineers. Backed by the TRI·TFM v3.0 Academic Protocol. https://github.com/aisarus/tri-tfm-framework