返回顶部
a

agent-autonomy-primitives

Build long-running autonomous agent loops using ClawVault primitives (tasks, projects, memory types, templates, heartbeats). Use when setting up agent autonomy, creating task-driven execution loops, customizing primitive schemas, wiring heartbeat-based work queues, or teaching an agent to manage its own backlog. Also use when adapting primitives to an existing agent setup or designing multi-agent collaboration through shared vaults.

作者: admin | 来源: ClawHub
源自
ClawHub
版本
V 1.0.0
安全检测
已通过
1,059
下载量
0
收藏
概述
安装方式
版本历史

agent-autonomy-primitives

# Agent Autonomy Primitives Turn any AI agent into a self-directing worker using five composable primitives: **typed memory**, **task files**, **project grouping**, **template schemas**, and **heartbeat loops**. ## Prerequisites ```bash npm install -g clawvault clawvault init ``` ## The Five Primitives ### 1. Typed Memory Every memory has a type. The type determines where it lives and how it's retrieved. | Type | Directory | When to Use | |------|-----------|-------------| | `decision` | `decisions/` | Recording a choice with rationale | | `lesson` | `lessons/` | Something learned from experience | | `person` | `people/` | Contact info, relationship context | | `commitment` | `commitments/` | Promise made, deliverable owed | | `preference` | `preferences/` | How someone likes things done | | `fact` | `inbox/` | Raw information to file later | | `project` | `projects/` | Workstream with goals and status | Store with type: ```bash clawvault remember decision "Chose Resend over SendGrid" --content "Lower cost, better DX, webhook support" clawvault remember lesson "LLMs rewrite keywords during compression" --content "Always post-process with regex" ``` **Rule:** If you know WHAT KIND of thing it is, use the right command. Dumping everything into daily notes defeats retrieval later. ### 2. Task Primitives A task is a markdown file with YAML frontmatter in `tasks/`: ```yaml --- status: open priority: high owner: your-agent-name project: my-project due: 2026-03-01 tags: [infrastructure, deploy] estimate: 2h --- # Deploy API to production ## Context Server provisioned. Need Dockerfile fix. ## Next Steps - Fix binding to 0.0.0.0 - Add health endpoint - Push and verify ``` Create tasks: ```bash clawvault task add "Deploy API to production" \ --priority high \ --owner my-agent \ --project my-project \ --due 2026-03-01 \ --tags "infrastructure,deploy" ``` Update status: ```bash clawvault task update deploy-api-to-production --status in-progress clawvault task done deploy-api-to-production --reason "Deployed, health check passing" ``` **Statuses:** `open` → `in-progress` → `done` (or `blocked`) **Priorities:** `critical` > `high` > `medium` > `low` ### 3. Project Grouping Projects group related tasks with metadata: ```bash clawvault project add "Outbound Engine" \ --owner pedro \ --client versatly \ --tags "gtm,sales" \ --deadline 2026-03-15 ``` Tasks reference projects via the `project` field. Filter tasks by project: ```bash clawvault task list --project outbound-engine ``` ### 4. Template Schemas Templates are YAML schema definitions that control what fields exist on every primitive. They live in `templates/` in your vault. See [references/template-customization.md](references/template-customization.md) for full customization guide. Key points: - Vault templates override builtins — drop a `task.md` in `templates/` to change the schema - Add fields (e.g., `sprint`, `effort`, `client`) by editing the template - Remove fields you don't need - Change defaults (e.g., default priority = `high`) - Validation is advisory — warns but never blocks ### 5. Heartbeat Loop The heartbeat is the autonomy mechanism. Wire it into your agent's periodic wake cycle. **Every heartbeat (e.g., every 30 minutes):** ``` 1. clawvault task list --owner <agent-name> --status open 2. Sort by: priority (critical first), then due date (soonest first) 3. Pick the highest-impact task executable RIGHT NOW 4. Execute it 5. On completion: clawvault task done <slug> --reason "what was done" 6. On blocker: clawvault task update <slug> --status blocked --blocked-by "reason" 7. If new work discovered: clawvault task add "new task" --priority <p> --project <proj> 8. If lesson learned: clawvault remember lesson "what happened" 9. Go back to sleep ``` **Implementation for OpenClaw agents:** Add to your `HEARTBEAT.md`: ```markdown ## Task-Driven Autonomy Every heartbeat: 1. `clawvault task list --owner <your-name> --status open` → your work queue 2. Sort by priority + due date 3. Pick highest-impact task you can execute NOW 4. Work it. Update status. Mark done. Report. 5. Check for tasks due within 24h — those get priority ``` For cron-based agents, schedule a recurring job: ``` Schedule: every 30 minutes Action: Read task queue, pick highest priority, execute, report ``` ## Composing Primitives into Autonomy The power is in composition, not any single primitive: ``` Wake → Read memory → Check tasks → Execute → Learn → Update memory → Sleep ↑ | └──────────────────────────────────────┘ ``` Each cycle compounds: - **Memory** feeds context into task execution (decisions, lessons, preferences inform how work gets done) - **Task execution** generates new memories (lessons learned, decisions made, commitments created) - **Lessons** improve future execution (mistakes aren't repeated) - **Wiki-links** (`[[entity-name]]`) build a knowledge graph across all files - **Projects** provide scope boundaries so the agent doesn't drift ## Adapting to Your Setup See [references/adaptation-guide.md](references/adaptation-guide.md) for detailed patterns on: - Wiring primitives into existing agent frameworks (OpenClaw, LangChain, CrewAI, custom) - Choosing which primitives to adopt (start minimal, add as needed) - Multi-agent collaboration through shared vaults - Migrating from other memory systems ## Quick Start: Zero to Autonomous in 5 Minutes ```bash # 1. Install and init npm install -g clawvault clawvault init # 2. Create your first project clawvault project add "My Project" --owner my-agent # 3. Create tasks clawvault task add "Set up monitoring" --priority high --owner my-agent --project my-project clawvault task add "Write API docs" --priority medium --owner my-agent --project my-project # 4. Wire into heartbeat (add to HEARTBEAT.md or cron) # "Every 30min: clawvault task list --owner my-agent --status open, pick top task, execute" # 5. Start working clawvault task update set-up-monitoring --status in-progress # ... do the work ... clawvault task done set-up-monitoring --reason "Prometheus + Grafana configured" clawvault remember lesson "UptimeRobot free tier only checks every 5min" --content "Use Better Stack for <1min checks" ``` ## Anti-Patterns | Don't | Do Instead | |-------|-----------| | Store everything in one big memory file | Use typed memory — decisions/, lessons/, people/ | | Create tasks without owner/project | Always set `--owner` and `--project` | | Ask "what should I work on?" | Read your task queue and decide | | Forget lessons after learning them | `clawvault remember lesson` immediately | | Skip marking tasks done | Always `task done --reason` — the ledger tracks transitions | | Create tasks for vague ideas | Put ideas in `backlog/`, promote to `tasks/` when ready | | Modify template schemas constantly | Stabilize schemas early — field renames break existing files | ## Obsidian Integration Because everything is markdown + YAML frontmatter, Obsidian renders your agent's workspace as a human-readable dashboard: - **Kanban board** — open `all-tasks.base` in Obsidian Bases, drag between status columns - **Blocked view** — `blocked.base` shows what needs human input - **By owner** — `by-owner.base` shows what each agent is working on - **By project** — `by-project.base` scopes views per workstream The same file is both the agent's data structure AND the human's UI. No sync layer needed.

标签

skill ai

通过对话安装

该技能支持在以下平台通过对话安装:

OpenClaw WorkBuddy QClaw Kimi Claude

方式一:安装 SkillHub 和技能

帮我安装 SkillHub 和 agent-autonomy-primitives-1776419934 技能

方式二:设置 SkillHub 为优先技能安装源

设置 SkillHub 为我的优先技能安装源,然后帮我安装 agent-autonomy-primitives-1776419934 技能

通过命令行安装

skillhub install agent-autonomy-primitives-1776419934

下载 Zip 包

⬇ 下载 agent-autonomy-primitives v1.0.0

文件大小: 8.61 KB | 发布时间: 2026-4-17 20:22

v1.0.0 最新 2026-4-17 20:22
Initial release of agent-autonomy-primitives.

- Provides 5 core primitives for agent autonomy: typed memory, task files, project grouping, template schemas, and heartbeat-driven loops.
- Details commands and workflows for managing tasks, lessons, projects, decisions, and more using ClawVault.
- Explains customizable template schemas for adapting primitives to your needs.
- Guides wiring primitives into agent wake/sleep cycles using heartbeats.
- Includes quick start, anti-pattern guide, and integration tips for Obsidian and multi-agent setups.

Archiver·手机版·闲社网·闲社论坛·羊毛社区· 多链控股集团有限公司 · 苏ICP备2025199260号-1

Powered by Discuz! X5.0   © 2024-2025 闲社网·线报更新论坛·羊毛分享社区·http://xianshe.com

p2p_official_large
返回顶部