Documentation
Everything you need to build with AINL.
194 documents synced from the AI Native Lang repository — language reference, runtime, adapters, operations guides, case studies, and more.
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OpenClaw CLI (v1.3.0+): ainl install openclaw, ainl status (--json / --summary), ainl cron add, ainl dashboard (needs run_tests_and_emit — see quickstart), ainl doctor --ainl. Quickstart · README (CLI polish table) · Easy install.
Start here
What is AINL?
Start here
OpenClaw quickstart (5 min)
install openclaw, status, cron add, dashboard, doctor — v1.3.0+
Release notes
v1.3.0 Hermes + OpenClaw integration, CLI polish
Competitive & comparisons
LangGraph, Temporal, OpenClaw savings worksheet, comparison tables
Architecture Overview
Graph IR & pipeline
Grammar Reference
Language ops & syntax
Adapter Registry
Adapters, verbs, tiers
Capability Grants
Security model
Orchestration Guide
Runner + MCP integration
90-day roadmap
Milestones, community goals, and growth priorities
Growth plan
Mirofish-inspired strategy and risk mitigations
Validation deep dive
Reachability, strict diagnostics, and execution tape
MCP host integrations
install-mcp --host … for OpenClaw, ZeroClaw, Hermes Agent
ZeroClaw integration
Skill, MCP, ainl-run bootstrap
OpenClaw integration
Skill, install-mcp --host openclaw, openclaw.json MCP
Hermes Agent integration
hermes-install, config.yaml MCP, emit hermes-skill, ainl_run
Hermes hub (one-pager)
Quickstart + link to full Hermes guide
OpenClaw monitoring
Token budget, weekly trends, memory path
Whitepaper
Full technical paper
Benchmarks
Size tables (tiktoken cl100k_base, synced)
Benchmarks hub
Metrics, CI, make targets
For Platform Teams
Prioritize docs that reduce routine monitoring cost and improve reliability: compile-once economics, deterministic runtime behavior, and MCP integration patterns.
Open monitoring guide →For Enterprise Audit
Focus on strict compiler checks, policy gates, and JSONL execution tape for auditability and incident reconstruction across production workflows.
Read validation deep dive →General
General docs: install, OpenClaw, ZeroClaw & Hermes integration, glossary, integration story, and more.
AINL Growth Plan - Mirofish-Inspired (March 2026)
90-day milestones and community-first growth strategy for sustainable AINL adoption.
Validation Deep Dive
Reachability analysis, strict diagnostics, and JSONL execution tape for transparent workflow validation.
Adapter Developer Guide
AINL adapters allow pluggable integration with LLM providers and external tools. This guide explains how to add new adap…
AI Agent Continuity Guide
This project is intentionally designed for multi-session, multi-agent development. Use this guide to continue work safel…
AI Native Lang (AINL) Fine‑Tuning Quick Start
This guide trains a small model (<4GB) to generate correct AINL programs. Target hardware: MacBook Pro M2 (16GB RAM) or …
AI Native Lang (AINL) Open Core Charter (Draft)
This charter defines how AINL will balance ecosystem adoption with sustainable commercial development.
AI Native Lang (AINL) Patterns Library (v0.9 profile, 1.0-compatible)
This file describes named graph/label patterns that small models can reuse instead of re‑inventing common control flows.
AI Native Lang (AINL) Runtime Release Readiness
This document summarizes the current production-hardening surface and where each capability is implemented and validated…