| --- |
| 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) |
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| **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. |
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| ## 🏛️ 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) |
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| ## 🔬 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. |
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| ## 🚀 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> |
| ` |
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| *Developed by Parallax (Founder: Samrish B) — Advancing Sovereign AGI.* |
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