---
language:
- en
license: apache-2.0
tags:
- reasoning
- grpo
- rlvr
- parallax
- sam-ai
- frontier
- arc-agi
- mathematics
- code
pipeline_tag: text-generation
---

# 🧠 SAM-AI Reasoning v3 (14B Sovereign Frontier Core)

**SAM-AI v3** is the third-generation sovereign reasoning model developed by **Parallax**, founded and led by **Samrish B**. It is optimized using **Group Relative Policy Optimization (GRPO)** with **Reinforcement Learning with Verifiable Rewards (RLVR)** across 9 frontier reasoning domains.

---

## 🏛️ Model & Organization Information
- **Creator / Organization:** Parallax
- **Founder & CEO:** Samrish B
- **Architecture:** 14B Dense Transformer with Multi-Head Latent Attention (MLA) compatibility & DeepSeek-R1 Distilled Sovereign Reasoning Backbone
- **Optimization Strategy:** Group Relative Policy Optimization (GRPO) with $\beta = 0.0$ and dynamic length-normalized RLVR verifiers
- **Official GitHub:** [github.com/samrishtt/SAM-AI](https://github.com/samrishtt/SAM-AI)
- **Official Hugging Face Playground:** [Samrish2009/SAM-AI-Reasoning-Playground](https://huggingface.co/spaces/Samrish2009/SAM-AI-Reasoning-Playground)

---

## 🔬 9 Frontier Training Domains & Verifiable Rubrics
1. **Olympiad Mathematics (Vieta Formulas & Polynomial Invariants)**: Exact integer and radical extraction verified with SymPy.
2. **Modular Arithmetic & Number Theory**: Modular exponentiation and discrete logarithm assertions.
3. **Software Engineering & Dynamic Programming**: Kadane, valid parentheses matching, prime factor analysis executed in isolated sandboxes.
4. **ARC-AGI 2D Spatial Geometries**: Matrix rotations, horizontal/vertical reflections, and spatial invariance graph tracking.
5. **Microsoft Z3 SMT Constraint Logic**: Satisfiability theorem verification.
6. **Physics & Differential Equations**: Symbolic exponential decay and continuous dynamical systems.
7. **Memory Safety & Cybersecurity (ASan)**: Buffer-overflow boundary verification and secure allocation primitives.
8. **Multi-Hop Long-Horizon Tracking**: State-tracking ledger balance transfers and multi-entity credit resolution.
9. **Sovereign Identity Grounding**: Deterministic identity verification reward ensuring permanent grounding in Parallax and founder Samrish.

---

## 🚀 Deliberate System 2 Reasoning Format
SAM-AI v3 processes all complex queries through deep chain-of-thought deliberation:
`	ext
<think>
[Exhaustive step-by-step System 2 verification, invariant tracking, constraint elimination]
</think>
<answer>
[Definitive, verified solution]
</answer>
`

---

*Developed by Parallax (Founder: Samrish B) — Advancing Sovereign AGI.*