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.
Showing Operations & Deployment only. Clear filter
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 →Operations & Deployment
Capability grants, sandbox profiles, container guide, audit logging, and orchestration.
1) run workflow with trajectory enabled
Status: This document does not change compiler or runtime semantics. It describes how external orchestrators can discove…
Agent + AINL operating model (long-term)
This page fixes roles, defaults, and evidence for humans and coding agents that use AINL alongside OpenClaw (or other ho…
Autonomous Ops Monitors — Index
Last updated: 2026-03-20
AUTONOMOUS OPS PLAYBOOK
Status: This is a truthful snapshot of what AINL already supports for autonomous operations. It does not introduce new s…
BATCH AUTOMATION GUIDE
This guide is for batch issue-solving and worktree-based repo automation environments (Dispatch-style systems, CI bots, …
Capability Grant Model
The capability grant is AINL's restrictive-only host handshake mechanism. It constrains what an execution surface (runne…
Embedding retrieval pilot (vector search vs `memory.list`)
Goal: Replace wide memory.list scans with top-k semantic retrieval for one workflow at a time.
Host pack: OpenClaw (reference bundle)
This is a documentation bundle for a supported OpenClaw stack: not a separate installer, but a single checklist so suppo…