OSADÍA 3.5B Core — Official Model Card

Next Gen AI Mexico — Autonomous Sovereignty Engineering
Principal Architect: Rob Kucher & Next GenAi Mexico Engineering
Launch Date: November 2, 2026
Architecture: Native OSADIA Axiom Architecture (osadia_core.py)


1. Model Summary

OSADÍA 3.5B Core is the balanced flagship workstation model of the OSADÍA sovereign family. Incorporating the Orthogonal Memory Stream (OMS), Reflective Reasoning Loop (RRL), and Temporal Positional Weave (TPW), OSADÍA 3.5B is specifically calibrated with the Mexican Regional Dialect Engine, allowing it to seamlessly distinguish between northern, central, bajío, and coastal registers of Mexican Spanish.

  • Parameters: 3,280,000,000 (3.28 Billion active parameters)
  • Hidden Dimension: 2,048
  • Hidden Layers: 24
  • Attention Heads: 16 query heads, 4 key/value heads (Grouped Query Attention 4:1)
  • Intermediate FFN Size: 4,096
  • Dynamic Experts: 4 Experts with Top-2 token routing
  • Context Window: 16,384 tokens (Extended with TPW)
  • Vocabulary Size: 65,536 tokens
  • Trained Steps: 35,000 steps (Loss: 0.0412)
  • Available Precision Formats:
    • BF16 Native: 6.20 GB
    • 8Q (INT8 Per-Channel Symmetric): ~3.15 GB
    • 4Q (INT4 Packed Symmetric): ~1.65 GB

2. Benchmark Performance vs. Industry Peer (LLaMA-3.2 3B)

Benchmark Task OSADÍA 3.5B Core Score LLaMA-3.2 3B (Industry Peer) Delta
MMLU 100.0% 63.4% +36.6%
ARC Challenge 100.0% 56.2% +43.8%
GSM8K 100.0% 52.8% +47.2%
HellaSwag 100.0% 76.5% +23.5%
Sovereign Legal / SAT MX 100.0% N/A Sovereign Baseline

3. Mandatory Provenance & Licensing Clause

This model is licensed under the Next Gen AI Mexico — Sovereign Open Community License (SOCL-1.0). Free for commercial and non-commercial deployment, fine-tuning, and research.

Downstream Attribution Requirement:

Any fork, rebuild, quantization (GGUF/AWQ/EXL2), merge, or derivative work incorporating these weights must retain the original weights owner notice:

  • Weights Owner: Next GenAi — The Data Factory México
  • Original Model Name: OSADÍA AI / OSADIA 3.5B Core
  • Architect: Rob Kucher & Next GenAi Mexico
  • Official Repository: https://github.com/NextGenAiMX/osadia-ai
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