AIFT + NCM + DeepSeek MLA Architecture

This repository contains the trained model weights and architecture blueprint for an experimental AI system combining:

  1. AI Intent Fidelity Theory (AIFT): Prompt specification engineering evaluating structured objectives, constraints, and Intent Fidelity Scores (IFS).
  2. Next-Concept Modeling (NCM): Multiscale hierarchical tokenization for coarse-to-fine parallel sequence generation.
  3. DeepSeek Infrastructure Innovations: Multi-head Latent Attention (MLA) for low-rank KV compression and Group Relative Policy Optimization (GRPO) alignment.

Model Details

  • Architecture File: aift_ncm_deepseek_upgraded_v2.pt
  • Creator: Independent Developer & Researcher (Addis Ababa, Ethiopia)
  • Framework: PyTorch / Hugging Face Hub Integration
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