🧠 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
- Official Hugging Face Playground: Samrish2009/SAM-AI-Reasoning-Playground
🔬 9 Frontier Training Domains & Verifiable Rubrics
- Olympiad Mathematics (Vieta Formulas & Polynomial Invariants): Exact integer and radical extraction verified with SymPy.
- Modular Arithmetic & Number Theory: Modular exponentiation and discrete logarithm assertions.
- Software Engineering & Dynamic Programming: Kadane, valid parentheses matching, prime factor analysis executed in isolated sandboxes.
- ARC-AGI 2D Spatial Geometries: Matrix rotations, horizontal/vertical reflections, and spatial invariance graph tracking.
- Microsoft Z3 SMT Constraint Logic: Satisfiability theorem verification.
- Physics & Differential Equations: Symbolic exponential decay and continuous dynamical systems.
- Memory Safety & Cybersecurity (ASan): Buffer-overflow boundary verification and secure allocation primitives.
- Multi-Hop Long-Horizon Tracking: State-tracking ledger balance transfers and multi-entity credit resolution.
- 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.