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Fenju Fu

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When Agents Take Over Operational Interfaces: From Reverse Engineering to Enterprise RPA

When Agents Take Over Operational Interfaces: From Reverse Engineering to Enterprise RPA

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3 min read
Checking an empty-input defect with Spark-X2.5 and OpenCodeReview locally

Checking an empty-input defect with Spark-X2.5 and OpenCodeReview locally

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3 min read
Agent Chains Are Hot — But Who Orchestrates the Multi-Agent Workflows?

Agent Chains Are Hot — But Who Orchestrates the Multi-Agent Workflows?

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2 min read
A changed runbook, a fresh local Spark-X2.5 answer

A changed runbook, a fresh local Spark-X2.5 answer

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4 min read
Unified Entry Is Step One — Governance Is Step Two: What Today's GitHub Trending Reveals About AI Agent Toolchains

Unified Entry Is Step One — Governance Is Step Two: What Today's GitHub Trending Reveals About AI Agent Toolchains

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3 min read
Model calls first, model-off cache replay second: Spark-X2.5 tests SkillHub with e2e

Model calls first, model-off cache replay second: Spark-X2.5 tests SkillHub with e2e

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4 min read
From Suggestions to Actions: Why Agent + RPA Is the Next Leap After GitHub's Hottest Repos

From Suggestions to Actions: Why Agent + RPA Is the Next Leap After GitHub's Hottest Repos

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3 min read
From "Here's Some Code" to "I'll Do It For You": The Shift in AI Developer Tools

From "Here's Some Code" to "I'll Do It For You": The Shift in AI Developer Tools

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2 min read
When Agent Chains Run for Hours: Why Checkpointing Is the Real Challenge

When Agent Chains Run for Hours: Why Checkpointing Is the Real Challenge

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3 min read
When Agents Need Real Skills: Why Multimodal Capabilities Are the Next Bottleneck

When Agents Need Real Skills: Why Multimodal Capabilities Are the Next Bottleneck

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2 min read
When Agents Do the Grunt Work: The Execution Layer They Need

When Agents Do the Grunt Work: The Execution Layer They Need

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3 min read
When Agents Team Up: The Orchestration Layer Multi-Agent Systems Need

When Agents Team Up: The Orchestration Layer Multi-Agent Systems Need

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3 min read
700 Skills, 0 Governance: The Missing Layer in Agent Skill Stacks

700 Skills, 0 Governance: The Missing Layer in Agent Skill Stacks

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3 min read
Agents Can Read the Internet Now — But Who Fills the Forms?

Agents Can Read the Internet Now — But Who Fills the Forms?

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2 min read
Agents Got Personalities and Eyes — But How Do You Actually Set Up Your Own AI Assistant?

Agents Got Personalities and Eyes — But How Do You Actually Set Up Your Own AI Assistant?

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2 min read
Persistent Teams Are Great — But What Happens When a 50-Step Workflow Breaks at Step 37?

Persistent Teams Are Great — But What Happens When a 50-Step Workflow Breaks at Step 37?

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3 min read
Agents Can Render Videos Now — But Can They Read Your Documents?

Agents Can Render Videos Now — But Can They Read Your Documents?

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2 min read
Agents Have Safe Runtimes and Multi-Engine Orchestration — But Who Operates the Desktop?

Agents Have Safe Runtimes and Multi-Engine Orchestration — But Who Operates the Desktop?

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2 min read
Multimodal Capabilities Are Going Local — But Agents Still Need Plug-and-Play Skill Packages

Multimodal Capabilities Are Going Local — But Agents Still Need Plug-and-Play Skill Packages

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2 min read
Agents Can Work Inside Documents Now — But Who Handles the Cross-App Repetitive Tasks?

Agents Can Work Inside Documents Now — But Who Handles the Cross-App Repetitive Tasks?

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3 min read
SkillHub v0.2.21, Run for Real: Suite Bundles, Device Flow Login and Pi

SkillHub v0.2.21, Run for Real: Suite Bundles, Device Flow Login and Pi

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3 min read
Multiple Agents Are Hot on GitHub Trending — But Who Orchestrates the Task Breakdown?

Multiple Agents Are Hot on GitHub Trending — But Who Orchestrates the Task Breakdown?

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2 min read
Paperclip Manages Agents, OpenBao Manages Secrets — But Who Manages Agent Skills?

Paperclip Manages Agents, OpenBao Manages Secrets — But Who Manages Agent Skills?

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3 min read
Agent Management Is Solved. But Who's Actually Doing the Clicking?

Agent Management Is Solved. But Who's Actually Doing the Clicking?

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2 min read
Agent Runtimes Are Everywhere — But Can You Actually Set One Up?

Agent Runtimes Are Everywhere — But Can You Actually Set One Up?

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2 min read
Google's Ax and Anthropic's Financial Services Are Trending — But Who Solves Long-Running Workflow Resilience?

Google's Ax and Anthropic's Financial Services Are Trending — But Who Solves Long-Running Workflow Resilience?

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2 min read
Engineering Multimodal Agents: Why iFly-Skills Goes Beyond API Wrappers

Engineering Multimodal Agents: Why iFly-Skills Goes Beyond API Wrappers

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2 min read
Computer-Use is solved. Unattended workflow execution is not.

Computer-Use is solved. Unattended workflow execution is not.

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2 min read
Why Multi-Agent Orchestration Needs a Workflow-First Approach

Why Multi-Agent Orchestration Needs a Workflow-First Approach

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2 min read
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
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