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Fenju Fu

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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
From "Agent Suggests" to "Agent Does" — Why RPA Is the Missing Half of AI Automation

From "Agent Suggests" to "Agent Does" — Why RPA Is the Missing Half of AI Automation

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3 min read
Astron Open Source · Bi-Weekly Report (Jul 13 – Jul 26, 2026)

Astron Open Source · Bi-Weekly Report (Jul 13 – Jul 26, 2026)

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7 min read
Stop Building ASR Pipelines from Scratch — How to Ship Multimodal AI Features in Hours, Not Weeks

Stop Building ASR Pipelines from Scratch — How to Ship Multimodal AI Features in Hours, Not Weeks

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3 min read
From PDF to Skill: How Enterprise-Grade Multimodal Skills Accelerate AI Development

From PDF to Skill: How Enterprise-Grade Multimodal Skills Accelerate AI Development

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2 min read
Bridging Perception and Action: How Astron RPA Empowers AI Agents

Bridging Perception and Action: How Astron RPA Empowers AI Agents

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2 min read
Building Reliable SuperAgents: The Power of Deterministic Orchestration

Building Reliable SuperAgents: The Power of Deterministic Orchestration

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2 min read
Securing Your AI Ecosystem: Why a Self-Hosted Skill Registry with RBAC Matters

Securing Your AI Ecosystem: Why a Self-Hosted Skill Registry with RBAC Matters

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2 min read
Bridging the Gap: How RPA Empowers AI Agents in Enterprise Workflows

Bridging the Gap: How RPA Empowers AI Agents in Enterprise Workflows

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2 min read
Building Personalized AI Assistants with AstronClaw and Loomy: A Developer's Guide

Building Personalized AI Assistants with AstronClaw and Loomy: A Developer's Guide

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2 min read
animated-sketch-diagram: hand-drawn, animated architecture diagrams as one self-contained HTML

animated-sketch-diagram: hand-drawn, animated architecture diagrams as one self-contained HTML

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2 min read
Building Resilient Long-Running Workflows with Astron Agent

Building Resilient Long-Running Workflows with Astron Agent

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2 min read
Building Multimodal SuperAgents: Integrating Speech, OCR, and Translation with iFly-Skills

Building Multimodal SuperAgents: Integrating Speech, OCR, and Translation with iFly-Skills

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2 min read
Building Reliable RPA Workflows: The Importance of Structured Outputs and Precise Context

Building Reliable RPA Workflows: The Importance of Structured Outputs and Precise Context

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2 min read
Building Stable, Long-Running Agent Workflows: Why Orchestration Matters

Building Stable, Long-Running Agent Workflows: Why Orchestration Matters

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2 min read
Astron Open Source · Bi-Weekly Report (Jun 29 – Jul 12, 2026)

Astron Open Source · Bi-Weekly Report (Jun 29 – Jul 12, 2026)

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7 min read
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