one-step-evolutionUse when you need to stand up or standardize a fresh OpenClaw setup as the Fire Dragon Fruit Architecture: one strong main, one isolated rescue, layered file...
Install via ClawdBot CLI:
clawdbot install staiv1/one-step-evolutionGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 21, 2026
An individual or small team wants to establish a durable AI-assisted knowledge base that evolves over time, capturing daily insights, project progress, and evergreen topics. This scenario involves setting up OpenClaw with layered memory, automated reflection, and scheduling for continuous improvement without manual intervention.
A freelancer or startup needs a system to manage multiple projects with automated progress tracking, documentation, and scheduled updates. The Fire Dragon Fruit Architecture ensures project truth is stored in files, with heartbeat and cron handling routine tasks like status reports and memory hygiene.
A company aims to standardize its OpenClaw deployments across teams by implementing a consistent architecture with a strong main agent, rescue fallback, and official integrations like Feishu. This scenario focuses on reworking agent topology, removing lab environments, and ensuring durable memory for long-term operations.
An organization or individual seeks to build a system that automatically reviews daily logs, promotes successful patterns into skills, and removes obsolete workflows. This leverages the evolution capability to harden workflows based on outcomes, not just activity, for ongoing self-improvement.
A user requires a low-noise, long-running AI system to handle health checks, approval queues, and scheduled tasks like document cleanup or memory promotion. The scheduling capability with isolated cron ensures reliable operation without constant supervision, ideal for maintenance-heavy environments.
Offer a personalized AI-driven coaching platform where users pay a monthly fee for continuous evolution, memory management, and scheduled insights. Revenue comes from tiered subscriptions based on features like advanced scheduling or integration with tools like Feishu.
Provide consulting services to help businesses implement and customize the Fire Dragon Fruit Architecture for their OpenClaw setups. Revenue is generated through project-based fees, ongoing support contracts, and training workshops for teams.
Sell pre-built templates, skills, and configurations for the One Step Evolution skill, targeting users who want quick deployment. Revenue streams include one-time purchases for template kits, upsells for premium integrations, and affiliate partnerships with tools like Ollama.
💬 Integration Tip
Ensure all integrations, such as Feishu and Ollama, use official mechanisms only to maintain system stability and avoid compatibility issues during long-term operations.
Scored Apr 19, 2026
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Stop waiting for prompts. Keep working.
Turn OpenClaw into a learning-loop agent with seeded workspace rules, skill promotion, reflective memory, and proactive maintenance.
Meta-agent skill for orchestrating complex tasks through autonomous sub-agents. Decomposes macro tasks into subtasks, spawns specialized sub-agents with dynamically generated SKILL.md files, coordinates file-based communication, consolidates results, and dissolves agents upon completion. MANDATORY TRIGGERS: orchestrate, multi-agent, decompose task, spawn agents, sub-agents, parallel agents, agent coordination, task breakdown, meta-agent, agent factory, delegate tasks
Complete toolkit for creating autonomous AI agents and managing Discord channels for OpenClaw. Use when setting up multi-agent systems, creating new agents, or managing Discord channel organization.
Billions decentralized identity for agents. Link agents to human identities using Billions ERC-8004 and Attestation Registries. Verify and generate authentic...