Xpersona
agentCLAWHUBUnverified

AI Frontier Monitor

AI frontier intelligence briefing — aggregate, score, and deliver structured daily briefings from 5 tracks (RSS enterprise, 36kr hotlist, arXiv papers, GitHu... Skill: AI Frontier Monitor Owner: lynxpurr Summary: AI frontier intelligence briefing — aggregate, score, and deliver structured daily briefings from 5 tracks (RSS enterprise, 36kr hotlist, arXiv papers, GitHu... Tags: RSS:2.1.0, ai:2.1.0, daily-briefing:2.1.0, enterprise:2.1.0, intelligence:2.1.0, latest:3.0.3, tech-news:2.1.0 Version history: v1.1.0 | 2026-10-09T13:08:15.562Z | user v1.1: cron moved to Hermes side

OpenClaw
View on ClawHubHomepage

Rank

62

Safety

84

Downloads

1.1k

Updated

Oct 11, 2026

Version

1.1.0

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.1K downloads reported by the source. Last updated 10/11/2026.

Avoid when

  • Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor
Clawhubvendor · observed Oct 11, 2026
Protocol compatibility
OpenClawcompatibility · observed Oct 11, 2026
Adoption signal
1.1K downloadsadoption · observed Oct 11, 2026
Latest release
1.1.0release · observed Oct 9, 2026
Handshake status
UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17f1g32m2pxe3q3thqj3t7vk185zjw4:ai-frontier-monitor
  1. Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
  2. Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-lynxpurr-ai-frontier-monitor/snapshot"

Documentation

CLAWHUB

145,807 characters of source documentation, loaded on request.

Extracted files

4 files captured from the source.

SKILL.md

---
name: ai-frontier-monitor
description: "AI Frontier intelligence collection and WeChat draft pipeline (Signal->Validate->Build->Ship->Reflect). Use when building AI frontier monitoring briefings or WeChat article drafts from RSS/arXiv/GitHub sources."
---

# AI Frontier Monitor — 情报简报 + 微信草稿管线

> v1.1（2026-10-09 更新）· OPC 首个业务 · Skill Graphs 2.0 架构（原子→分子→复合体）
> 核心理念：信息聚合 ≠ 信息堆砌——产出是经过筛选、分层、排序的每日简报，不是 50 条标题的噪音。

## 架构

```
原子层  fetch_rss_candidates（11 RSS 源）/ fetch_web_search（Anthropic 案例 + 咨询公司 + 突发补漏）/ score_candidate（0-5 评分）
分子层  aggregate_intelligence（合并去重）/ generate_briefing（三层结构化简报）
复合层  每日简报归档 → agent-prophet 选题池输入 → 周稿骨架 → 微信草稿 → Ship/Reflect 复盘
```

## 数据源矩阵

| 渠道 | 类型 | 优先级 |
|---|---|---|
| OpenAI Blog / AWS ML Blog | RSS | ⭐⭐⭐⭐⭐~⭐⭐⭐⭐（客户案例最权威） |
| Microsoft AI Blog（Copilot 落地） | RSS | ⭐⭐⭐⭐ |
| Techmeme / Product Hunt / HN Show+Ask HN | RSS | ⭐⭐⭐~⭐⭐⭐⭐ |
| 36氪 / Dev.to | RSS | ⭐⭐⭐ |
| Anthropic 案例补搜（site:anthropic.com customer/case study/enterprise） | web_search | ⭐⭐⭐⭐⭐ |
| arXiv 论文 / GitHub Trending | 专轨 | 各 ≤3 |
| 微信文章（wechat-curator）/ 知识星球（zsxq-helper） | 协作 skill | ⭐⭐⭐⭐ |

完整源配置与推送阈值：`references/BRIEFING_CONFIG.md`

## Pipeline 五段（OPC v2.2 章程）

**Signal**（收集+评分）→ **Validate**（三选二：对 Zenz 定位有直接价值 / 有独特视角非新闻搬运 / 时效本周内；Altman+Machi 各 1 票，分歧强制双向找反证；2 次验证失败换选题方向）→ **Build**（草稿生成）→ **Ship**（Zenz 发布）→ **Reflect**（2 周后数据复盘：阅读量>基准线、新增关注、留言/投票、转发引用；通过→沉淀内容策略，未通过→归因调向）

## 评分与分层

评分维度：企业真实落地 40%（真实企业名+部署规模）/ 数据支撑 20%（量化 ROI）/ 可学习性 20%（方法论+避坑）/ 前沿性 20%；**≥3 分入候选池**。

| 层级 | 定义 | 上限 |
|---|---|---|
| 🔴 核心情报 | ≥4 分 + 数据支撑 | 3 条 |
| 🟡 值得关注 | 3 分或待验证 | 5 条 |
| 🟢 快速浏览 | 2 分趋势信号 | 5 条 |

每日总量 ≤13 条；无高质量候选 → `NO_REPLY`；同企业/产品去重保留最高分；连续 3 天候选 <3 条 → 触发关键词审查。

## 简报产出格式

```markdown
# AI 前沿情报 · {日期}
## 🔴 核心情报（≤3）— 标题 + 公司/场景/核心数据/落地方式 + 原文链接 + 对 Zenz 的启示
## 🟡 值得关注（≤5）
## 🟢 快速浏览（≤5）— 标题 + 一句话
## 📊 今日信号 — 技术趋势 / 产品发布 / 资本动向
Generated by ai-frontier-monitor · {时间}
```

## 运行现状（2026-10-09 核验）

- **收集 cron**：Hermes 侧 `ai-frontier-daily-briefing`（job `8f25d99d4eef`，K 维护），每日双槽，**归档指令显式写入 payload**；产出 `agent-prophet/daily-notes/frontier-briefings/YYYY-MM-DD-frontier-briefing.md`——10-07 起每日活体（10-07/08/09 三连日归档实证）
- **历史教训（重要）**：2026-05 版 OpenClaw 侧 cron 曾静默失效 4 个月——delivery=none + payload 无归档指令，外面看进程在跑、归档停在 05-28。任何定时任务 payload 必须显式携带投递/归档指令。2026-10-06 转移 K 侧重建修复
- 旧方案（本地每日 8:00 RSS cron + 本 skill 直接 Feishu 推送）已废弃，推送统一走 K 侧投递链

## 与 agent-prophet 机制接驳（2026-10-09 起）

- **选题池（日层）**：每日 17:10 automation `agentprophet-topic-scout` 从当日简报等源筛 1-2 题入 `memory/agent-prophet-topic-pool.md`（Luca 2026-10-09 批复「日选题池+周深稿」）
- **周稿 Build（周层）**：每周一 09:05 automation `agentprophet-weekly-skeleton` 从池中选最优题出骨架 → Luca 批后成稿 → feature-branch PR 入 agent-prophet（不碰 main/develop）
- **微信草稿格式**（Build 阶段产出 `resources/wechat-curation/YYYY-MM-DD_<主题>.md`）：📌 标题一句话抓核心信号 / 📝 开头 2-3 句定调不强开 / 🔴 核心解读 2-3 条各 200-300 字、**Zenz 建设者视角**（说「我在搭建 X」，不说「行业趋势显示 Y」）/ 🟡 速览 3-5 条 / 🔽 结尾 **AB 投票** + 下期预告
- Ship（Zenz 复制到公众号编辑器发布，queue.md 标记 `[Ship]`）→ Reflect 不变

## 协作 Skills

`wechat-curator`（微信精选补 🟢 层

_meta.json

{
  "ownerId": "kn7d5x409z88swt4n3fh3v77yn833x7m",
  "slug": "ai-frontier-monitor",
  "version": "1.1.0",
  "publishedAt": 1791551295562
}

references/BRIEFING_CONFIG.md

# AI 前沿情报 · 配置文件
# ai-frontier-monitor v3.0

## 推送偏好
- 推送时间：08:00（完整版）/ 12:00（增量版）
- 推送目标：Feishu（配置你的飞书 user open_id）
- 语言：中文为主，英文关键案例保留原文标题

## 数量限制
- 核心情报：≤3 条（≥4分）
- 值得关注：≤5 条（3-4分）
- 快速浏览：≤5 条（2-3分）
- arXiv 论文：≤3 篇
- GitHub Trending：≤3 个
- 36氪热榜：取前 3 条补充到快速浏览

## 信号检测阈值
- 技术趋势：≥2 条相关候选
- 产品发布：≥1 条
- 资本动向：关键词触发（funding/raised/Series/投资/融资）

## 评分维度（权重）
- 企业真实落地：40%
- 数据支撑：20%
- 可学习性：20%
- 前沿性：20%

## 数据源开关
| 轨道 | 数据源 | 状态 | 说明 |
|------|--------|------|------|
| 企业落地 | OpenAI Blog | ✅ | 核心数据源 |
| 企业落地 | Microsoft AI Blog | ✅ | |
| 企业落地 | AWS ML Blog | ✅ | |
| 企业落地 | Techmeme | ✅ | |
| 企业落地 | Anthropic 搜索 | ✅ | 补漏用 |
| 中文视野 | 36氪热榜 | ✅ | API 实时 |
| 中文视野 | 微信文章 | ✅ | wechat-curator |
| 中文视野 | 知识星球 | ✅ | 独立推送 |
| 技术前沿 | arXiv | ✅ | cs.AI/cs.LG/cs.CL |
| 技术前沿 | GitHub Trending | ✅ | AI/ML 项目 |
| 开发者视角 | Product Hunt | ✅ | AI 新产品 |
| 开发者视角 | HN Show+Ask HN | ✅ | 创业者实战 |

## 触发词（扩展）
- 主触发：AI 前沿、情报汇总、每日情报
- 快速模式：今天有什么信号、看看有什么新动态
- 技术专精：arXiv 最新、论文追踪
- GitHub 热榜：GitHub Trending、AI 项目热榜

## 质量门控
- 无高质量候选（≥3分 < 2条）时回复 NO_REPLY
- 同一企业/产品去重，保留评分最高者
- 连续 3 天低于 3 条核心情报 → 触发关键词审查

## 输出格式
- 使用 emoji 作为 section header
- 严格遵循 v3.0 格式模板
- 核心情报需包含：对用户的启示（1句话）
- 总字数控制：500-800 字（不含信号模块）

---

_Last updated: 2026-05-09_

skill-card.md

## Description:

Collects and scores AI frontier signals to produce structured daily briefings and WeChat article drafts.

This skill is ready for commercial/non-commercial use.

## Publisher:

[lynxpurr](https://clawhub.ai/user/lynxpurr)

### License/Terms of Use:

MIT-0

## Use Case:

Content teams and AI practitioners use this skill to prioritize AI news, research, and project updates for Chinese-language briefings and human-reviewed WeChat drafts.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Briefings may imply broad source coverage even when upstream collection did not run.

Mitigation: Confirm the crawler or search step ran before presenting source-coverage claims.

Risk: Briefings and drafts may be saved or delivered to unintended locations.

Mitigation: Confirm delivery and archive targets, and limit outputs to the documented briefing and draft locations.

## Reference(s):

- [Briefing configuration](references/BRIEFING_CONFIG.md)
- [ClawHub skill listing](https://clawhub.ai/lynxpurr/skills/ai-frontier-monitor)

## Skill Output:

**Output Type(s):** [Markdown, Guidance]

**Output Format:** [Chinese-first Markdown briefings and WeChat article drafts]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Tiered news summaries with source links; drafts require human review before publication.]

## Skill Version(s):

1.1.0 (source: ClawHub release metadata)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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Machine-readable data

The same record, as JSON, for agents and crawlers.

{
  "facts": [
    {
      "factKey": "vendor",
      "category": "vendor",
      "label": "Vendor",
      "value": "Clawhub",
      "href": "https://clawhub.ai/lynxpurr/skills/ai-frontier-monitor",
      "sourceUrl": "https://clawhub.ai/lynxpurr/skills/ai-frontier-monitor",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T11:24:52.121Z",
      "isPublic": true
    },
    {
      "factKey": "protocols",
      "category": "compatibility",
      "label": "Protocol compatibility",
      "value": "OpenClaw",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-lynxpurr-ai-frontier-monitor/contract",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-lynxpurr-ai-frontier-monitor/contract",
      "sourceType": "contract",
      "confidence": "medium",
      "observedAt": "2026-10-11T11:24:52.121Z",
      "isPublic": true
    },
    {
      "factKey": "traction",
      "category": "adoption",
      "label": "Adoption signal",
      "value": "1.1K downloads",
      "href": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceUrl": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceType": "profile",
      "confidence": "medium",
      "observedAt": "2026-10-11T11:24:52.121Z",
      "isPublic": true
    },
    {
      "factKey": "latest_release",
      "category": "release",
      "label": "Latest release",
      "value": "1.1.0",
      "href": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceUrl": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-10-09T13:08:15.562Z",
      "isPublic": true
    },
    {
      "factKey": "handshake_status",
      "category": "security",
      "label": "Handshake status",
      "value": "UNKNOWN",
      "href": "https://www.xpersona.co/api/v1/agents/clawhub-lynxpurr-ai-frontier-monitor/trust",
      "sourceUrl": "https://www.xpersona.co/api/v1/agents/clawhub-lynxpurr-ai-frontier-monitor/trust",
      "sourceType": "trust",
      "confidence": "medium",
      "observedAt": null,
      "isPublic": true
    }
  ],
  "events": [
    {
      "eventType": "release",
      "title": "Release 1.1.0",
      "description": "v1.1: cron moved to Hermes side (live daily since 2026-10-07); agent-prophet topic-pool + weekly-draft integration; 4-month silent-failure lesson archived; unified 3 divergent copies",
      "href": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceUrl": "https://clawhub.ai/lynxpurr/ai-frontier-monitor",
      "sourceType": "release",
      "confidence": "medium",
      "observedAt": "2026-10-09T13:08:15.562Z",
      "isPublic": true
    }
  ]
}

Record generated Oct 11, 2026.

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