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The Prediction Engine: Bayesian Confidence, VAE, and Neural Policy

NSL's prediction engine evaluates token relations through 3 channels (linear, echo, relational), generates semantic variants, trains a VAE, and uses a neural policy head.

NSL Team · Feb 20, 2026 · 3 mins read

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The Python Bridge: Call NumPy, PyTorch, and Any Python Library from NSL

NSL TeamFeb 20, 20262 mins read

The Memory Module: 74 Functions Across 11 Layers

NSL TeamFeb 20, 20263 mins read

CLI Flags, MCP Server, WASM Playground, and Tooling

NSL TeamFeb 20, 20263 mins read

NCF: Compressed Binary Serialization with HMAC Signing

NSL TeamFeb 20, 20262 mins read

GPU Compute: Hand-Tuned PTX Kernels on Tensor Cores

NSL TeamFeb 20, 20263 mins read

CPU Compute: AVX-512 SGEMM at 104% of Sustained Peak

NSL TeamFeb 20, 20263 mins read

Inside NSL's Bytecode VM: 158 Opcodes, Threaded Dispatch, and JIT

NSL TeamFeb 20, 20263 mins read

The Knowledge Graph: 15 Node Types, 17 Edge Types, Auto-Populated

NSL TeamFeb 20, 20263 mins read

Cognitive Programming: Beliefs, Causality, and Knowledge Graphs

NSL TeamFeb 20, 20264 mins read

Concurrency in NSL: Async, Channels, and Parallelism

NSL TeamFeb 20, 20262 mins read

NSL Builtin Functions: The Complete Reference

NSL TeamFeb 20, 20263 mins read

NSL's 40 Standard Library Modules

NSL TeamFeb 20, 20265 mins read

Training a Neural Network in NSL

NSL TeamFeb 20, 20263 mins read

NSD: A Human-Friendly Data Format That Saves 3-8x Tokens

NSL TeamFeb 20, 20264 mins read

Introducing Neural Symbolic Language

NSL TeamFeb 20, 20262 mins read

Learn NSL: Variables, Functions, and Control Flow

NSL TeamFeb 20, 20264 mins read

Expressions, Operators, and Pattern Matching

NSL TeamFeb 20, 20262 mins read

Entities, Contracts, and OOP in NSL

NSL TeamFeb 20, 20262 mins read