Resources and Reference

Resources and Reference

This page separates wiki navigation from source-repository documents. Wiki pages give a curated current overview; repository links open the actual Markdown, text, code, demos, contracts, or generated artifacts in sw-mlpl.

For a dated summary of the latest development window, see Recent Changes. For independently maintained curricula, utilities, extensions, libraries, and hardware research, see Companion Repositories.

Wiki map

• Home
• Getting Started
• Language Tour
• Use Cases
• Execution Surfaces
• User Interfaces and Visualization
• Capability Matrix
• Browser and WASM
• Native CPU
• Apple Silicon and MLX
• NVIDIA and CUDA
• Server and Remote Execution
• Architecture and Flows
• Demos and Learning Paths
• Documentation Errata

Primary user documentation in the repository

• README
• Usage guide
• Language reference
• REPL guide
• Compiler guide
• Error handling
• Thinking in Arrays: loops you keep, loops you lose
• Glossary source

Glossary coverage

The browser glossary searches all matching entries and orders the best match first. It covers language keywords, documented builtins, and ML concepts used to understand the demos. A repository test checks that every builtin in the inspect catalog is mentioned in the glossary.

Dedicated entries include array and visualization tools such as range, flatten, running_sum, running_product, argtop_k, emit_frame, engram_stats, knn_graph, loss_curve, loss_landscape, and train_val_curve. Concept entries include ICL, ICRL, MTP, test-time compute, rejection sampling, scaffolded reasoning, synthetic data, knowledge graphs, mHC, Engram, TRM, HRM, Dragon Hatchling, energy-based models, Hopfield networks, JEPA, Pareto frontiers, and world models. When MLPL does not implement a concept, the entry says so directly and points to the closest usable construct when one exists.

Deployment and hardware documentation

• Deployment configurations
• Running on Apple Silicon
• Using MLX
• Using the MLX service
• CUDA runtime crates
• CUDA model crates
• CUDA evaluator integration
• CLI server guide
• Engram core

Architecture and implementation

• Architecture
• Repository structure
• Compiler implementation tour
• Memory model
• Visualization IR
• Web architecture

See Documentation Errata for a concrete, non-destructive audit of stale source documentation found while building this wiki.

Planning, status, and history records

These repository documents are development records rather than user-facing capability guides:

• Change history
• Release changelog
• Historical saga status
• Saga history
• Long-form project plan
• Current development queue

Use these to study project chronology and direction. Use the preceding reference sections and capability pages for present behavior.

Code and runnable material

• All components
• Demos
• Examples
• Contracts
• Published playground
• Published literate examples

Project license

The component workspaces declare MIT or Apache-2.0 licensing. Consult the repository's LICENSE and COPYRIGHT files for the authoritative terms.