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Fenju Fu

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Skills Are the New Packages: Why Agent Skills Need a Registry, Not Just a Collection

Skills Are the New Packages: Why Agent Skills Need a Registry, Not Just a Collection

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2 min read
Deterministic Execution + Agent Intelligence: The Missing Pattern in Real-World Automation

Deterministic Execution + Agent Intelligence: The Missing Pattern in Real-World Automation

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2 min read
Beyond API Wrappers: Why Multimodal Skills Need Engineering-Grade Packaging

Beyond API Wrappers: Why Multimodal Skills Need Engineering-Grade Packaging

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2 min read
Beyond Code Review: Why Cross-System Desktop Automation Is the Next RPA Frontier

Beyond Code Review: Why Cross-System Desktop Automation Is the Next RPA Frontier

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3 min read
Multi-Agent Collaboration Is Going Vertical — Here's Why Enterprises Need a Cross-Domain Orchestrator

Multi-Agent Collaboration Is Going Vertical — Here's Why Enterprises Need a Cross-Domain Orchestrator

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2 min read
From Leaked Prompts to Enterprise Skill Governance: What Today's GitHub Trending Tells Us

From Leaked Prompts to Enterprise Skill Governance: What Today's GitHub Trending Tells Us

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2 min read
Agents Have APIs. Your Legacy Apps Don't. Why Agent + RPA is the Real Automation.

Agents Have APIs. Your Legacy Apps Don't. Why Agent + RPA is the Real Automation.

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2 min read
Everyone Ships Agent Tools. Nobody Ships the Onboarding.

Everyone Ships Agent Tools. Nobody Ships the Onboarding.

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2 min read
Everyone Talks About Running Agents. Nobody Talks About Resuming Them.

Everyone Talks About Running Agents. Nobody Talks About Resuming Them.

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2 min read
OpenAI Built a Skills Catalog. iFLYTEK Built the Skills Themselves.

OpenAI Built a Skills Catalog. iFLYTEK Built the Skills Themselves.

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2 min read
Astron Open Source · Bi-Weekly Report (Aug 24 – Sep 6, 2026)

Astron Open Source · Bi-Weekly Report (Aug 24 – Sep 6, 2026)

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19 min read
Agents Can Think. But Who Acts? The Missing Execution Layer in AI Automation

Agents Can Think. But Who Acts? The Missing Execution Layer in AI Automation

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2 min read
Multi-Agent Swarms Are Here. But Who Decomposes the Complex Tasks?

Multi-Agent Swarms Are Here. But Who Decomposes the Complex Tasks?

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2 min read
You've Got Agent Skills. Now Who Governs Them?

You've Got Agent Skills. Now Who Governs Them?

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3 min read
Your Agent Thinks Like a Senior Dev. But Who Does the Clicking?

Your Agent Thinks Like a Senior Dev. But Who Does the Clicking?

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2 min read
You Have Agent Skills. Now How Do You Actually Run a Desktop AI Assistant?

You Have Agent Skills. Now How Do You Actually Run a Desktop AI Assistant?

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2 min read
When Your Multi-Step Agent Workflow Crashes at Step 5, Do You Start Over?

When Your Multi-Step Agent Workflow Crashes at Step 5, Do You Start Over?

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3 min read
When Your AI Agent Hits a Scanned PDF: The Multimodal Gap in Agent Workflows

When Your AI Agent Hits a Scanned PDF: The Multimodal Gap in Agent Workflows

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3 min read
Agents Can Generate Content — But Who Operates the Systems? The "Last Mile" Problem in AI Automation

Agents Can Generate Content — But Who Operates the Systems? The "Last Mile" Problem in AI Automation

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3 min read
Your Agent Ran 20 Steps and Crashed at Step 15. Now What?

Your Agent Ran 20 Steps and Crashed at Step 15. Now What?

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2 min read
Agent Skills Are Exploding — But Can Your Agent Read a Screenshot?

Agent Skills Are Exploding — But Can Your Agent Read a Screenshot?

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3 min read
From Agent Skills to Hands-On Automation: The Missing Layer in Today's GitHub Trending

From Agent Skills to Hands-On Automation: The Missing Layer in Today's GitHub Trending

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3 min read
From Multi-Agent Demos to Production: What GitHub Trending Tells Us About Agent Orchestration

From Multi-Agent Demos to Production: What GitHub Trending Tells Us About Agent Orchestration

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3 min read
From 1000+ Agent Skills to Enterprise Governance: The Missing Layer

From 1000+ Agent Skills to Enterprise Governance: The Missing Layer

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2 min read
AI Doesn't Just Write Code Anymore — It Runs Your Workflows. Here's How.

AI Doesn't Just Write Code Anymore — It Runs Your Workflows. Here's How.

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3 min read
You Installed an AI Assistant — Now What? The Missing "Day 2" Guide

You Installed an AI Assistant — Now What? The Missing "Day 2" Guide

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2 min read
HER Hack-Astron #4 — Run open smart-home model Domux, ship a real case, win ¥500

HER Hack-Astron #4 — Run open smart-home model Domux, ship a real case, win ¥500

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3 min read
Astron Open Source · Bi-Weekly Report (Aug 10 – Aug 23, 2026)

Astron Open Source · Bi-Weekly Report (Aug 10 – Aug 23, 2026)

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9 min read
Terminal Agents Are Great — Until Your 15-Step Workflow Crashes at Step 12

Terminal Agents Are Great — Until Your 15-Step Workflow Crashes at Step 12

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3 min read
Agent Skills Packages Are Booming on GitHub — But They're All Missing Ears and Eyes

Agent Skills Packages Are Booming on GitHub — But They're All Missing Ears and Eyes

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3 min read
MoneyPrinterTurbo Can Generate Videos Autonomously. But Who Automates Your Office Software?

MoneyPrinterTurbo Can Generate Videos Autonomously. But Who Automates Your Office Software?

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2 min read
I Wired Open-Source Codex into Astron: A Real 58-Second Test-Fix Run

I Wired Open-Source Codex into Astron: A Real 58-Second Test-Fix Run

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3 min read
Multi-Agent Harness vs Production Orchestrator: What Today's GitHub Trending Reveals

Multi-Agent Harness vs Production Orchestrator: What Today's GitHub Trending Reveals

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3 min read
I built an open-source AI workbench in Astron—and kept the evidence

I built an open-source AI workbench in Astron—and kept the evidence

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2 min read
Agent Skills Are Exploding — But Who Manages Permissions, Versions and Audit Trails?

Agent Skills Are Exploding — But Who Manages Permissions, Versions and Audit Trails?

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3 min read
The "One-Click" Illusion: Why Most AI Workflow Tools Never Actually Run

The "One-Click" Illusion: Why Most AI Workflow Tools Never Actually Run

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3 min read
A real Astron Agent dual-skill run for a landscape photo folder

A real Astron Agent dual-skill run for a landscape photo folder

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2 min read
Composability Is Solved. Resuming a 15-Step Workflow When Step 3 Times Out Is Not.

Composability Is Solved. Resuming a 15-Step Workflow When Step 3 Times Out Is Not.

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2 min read
Running LLMs Locally Is Solved — But Your Agent Is Still Deaf and Blind

Running LLMs Locally Is Solved — But Your Agent Is Still Deaf and Blind

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3 min read
From contract to ERP draft: explainable risk review with RAGFlow, Semantica, and Astron RPA

From contract to ERP draft: explainable risk review with RAGFlow, Semantica, and Astron RPA

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3 min read
DeepSeek Harness can operate Excel and ERP with Astron RPA—and stop for human approval

DeepSeek Harness can operate Excel and ERP with Astron RPA—and stop for human approval

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3 min read
Agents Got a Workspace and a Browser. Now They Need Hands.

Agents Got a Workspace and a Browser. Now They Need Hands.

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3 min read
The enterprise moat for DeepSeek Harness could be a SkillHub Provider

The enterprise moat for DeepSeek Harness could be a SkillHub Provider

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3 min read
A real DSH tool turn powered by Spark Ultra and an Astron-exported SKILL

A real DSH tool turn powered by Spark Ultra and an Astron-exported SKILL

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4 min read
Astron for Good PubMed: evidence cards with traceable PMIDs

Astron for Good PubMed: evidence cards with traceable PMIDs

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2 min read
Astron for Good OpenRare: from clinical text to auditable HPO clues

Astron for Good OpenRare: from clinical text to auditable HPO clues

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2 min read
Run SkillHub locally with Docker Compose, then choose the right CLI registry

Run SkillHub locally with Docker Compose, then choose the right CLI registry

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3 min read
Agent Governance Isn't Just About Runtime — It's About Skill Lifecycle Management

Agent Governance Isn't Just About Runtime — It's About Skill Lifecycle Management

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3 min read
Astron Agent dolphin-mcp-pilot: a real FAILURE-to-SUCCESS recovery trace

Astron Agent dolphin-mcp-pilot: a real FAILURE-to-SUCCESS recovery trace

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4 min read
Your Agent Can Think. But Can It Click? Why RPA Is the Missing Execution Layer

Your Agent Can Think. But Can It Click? Why RPA Is the Missing Execution Layer

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3 min read
Astron Open Source · Bi-Weekly Report (Jul 27 – Aug 9, 2026)

Astron Open Source · Bi-Weekly Report (Jul 27 – Aug 9, 2026)

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4 min read
dolphin-mcp-pilot: Let AI Agents Actually Operate Apache DolphinScheduler via MCP (53+ tools)

dolphin-mcp-pilot: Let AI Agents Actually Operate Apache DolphinScheduler via MCP (53+ tools)

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2 min read
The Market Has Moved Past Build Your Own Agent — Here's Why That Matters

The Market Has Moved Past Build Your Own Agent — Here's Why That Matters

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4 min read
Long-Running Agent Isn't About Being Smarter — It's About Not Breaking Mid-Workflow

Long-Running Agent Isn't About Being Smarter — It's About Not Breaking Mid-Workflow

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3 min read
HER Hack-Astron #2: a bounty to bring Langfuse observability to astron-agent

HER Hack-Astron #2: a bounty to bring Langfuse observability to astron-agent

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3 min read
Agent Skill Packs Are Booming — But They're All Coding Skills. What About Multimodal?

Agent Skill Packs Are Booming — But They're All Coding Skills. What About Multimodal?

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3 min read
Cloudflare Gave Your Agent a Computer. But Who Teaches It the Workflow?

Cloudflare Gave Your Agent a Computer. But Who Teaches It the Workflow?

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3 min read
The Missing Layer in Today's Agent Stack: Multi-Agent Orchestration

The Missing Layer in Today's Agent Stack: Multi-Agent Orchestration

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3 min read
Your AI Agent Has a Computer and Memory — But Who Manages Its Skills?

Your AI Agent Has a Computer and Memory — But Who Manages Its Skills?

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3 min read
Collection, harness, registry: where each agent-skills project actually sits

Collection, harness, registry: where each agent-skills project actually sits

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3 min read
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