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 →Learning
Adapters Tutorial: Building a Multi-Adapter Graph
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Build Your First Agent (30-Minute Tutorial)
In this tutorial, you'll build a monitoring agent that watches a log file, classifies errors, and sends alerts. This is …
Cache Warmup Pattern
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Data Validation Pipeline Pattern
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Email Alert Classifier Pattern
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Emitters Tutorial: Deploy to LangGraph and Temporal
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Graphs & Intermediate Representation (IR)
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…
Idempotent API Calls Pattern
> ℹ️ TWO SYNTAX STYLES: This document shows two AINL syntax styles: > 1. Compact syntax (works now) — Python-like, recom…