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NieJingChuan Subscriber

AI developer exploring agents, developer tools, and practical automation.

Joined Joined on  Personal website https://agentcapability.org/
Kaggle Benchmarking Challenge Completion
Hacktoberfest 2026 Challenge Completion
Summer Bug Smash Winner
4 Week Community Wellness Streak
2 Week Community Wellness Streak
1 Week Community Wellness Streak
Writing Debut
When an AI Agent Uses Your Account, Who Actually Approved the Action?
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When an AI Agent Uses Your Account, Who Actually Approved the Action?

#ai #security #architecture #agents
Comments 10
6 min read

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Receivable Check: Local AI for CSV Matching, With Evidence You Can Inspect

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission 💸
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Receivable Check: Local AI for CSV Matching, With Evidence You Can Inspect

#devchallenge #hf26challenge
Comments
5 min read
Agent Recovery on Kaggle: A Submission Attempt with Separate Research Results
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Agent Recovery on Kaggle: A Submission Attempt with Separate Research Results

#devchallenge #kagglechallenge #ai #machinelearning
1
Comments
4 min read
The Agent Finished the Job. The Benchmark Gave It Zero.
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The Agent Finished the Job. The Benchmark Gave It Zero.

#ai #agents #testing #python
1
Comments 9
8 min read
Billing an AI Agent Without Breaking Its Tool Loop
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Billing an AI Agent Without Breaking Its Tool Loop

#ai #architecture #backend #opensource
1
Comments 6
9 min read
An AI Agent Can Edit Products. Can You Control the Whole Task?
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An AI Agent Can Edit Products. Can You Control the Whole Task?

#ai #agents #architecture #opensource
2
Comments 4
6 min read
The Tool May Have Succeeded. The Audit Log Failed. Should the Agent Retry?
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The Tool May Have Succeeded. The Audit Log Failed. Should the Agent Retry?

#ai #security #architecture #agents
1
Comments 2
7 min read
Approval Is Not a Boolean: What Must Still Be True When an Agent Resumes?
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Approval Is Not a Boolean: What Must Still Be True When an Agent Resumes?

#ai #security #architecture #agents
3
Comments 10
9 min read
What Is Missing Between MCP Tool Selection and Safe Execution?
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What Is Missing Between MCP Tool Selection and Safe Execution?

#mcp #ai #security #architecture
1
Comments 4
8 min read
How a Missing Secret Made Agent Tool Credentials Predictable, and How We Made It Fail Closed

Summer Bug Smash: Clear the Lineup 🐛🛹
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How a Missing Secret Made Agent Tool Credentials Predictable, and How We Made It Fail Closed

#devchallenge #bugsmash #security #opensource
2
Comments
7 min read
We Need a Name for When AI Agents Start Operating Existing Business Systems
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We Need a Name for When AI Agents Start Operating Existing Business Systems

#discuss #ai #architecture #security
Comments 7
17 min read
Why an AI Agent Must Never Choose Its Own Acting Subject
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Why an AI Agent Must Never Choose Its Own Acting Subject

#ai #security #architecture #opensource
Comments 8
6 min read
Where ACC Fits in the Agent Stack: Transport, Runtime Control, and Business Authority
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Where ACC Fits in the Agent Stack: Transport, Runtime Control, and Business Authority

#ai #architecture #security #opensource
Comments
6 min read
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