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Agent.ai Challenge

This is the official tag for submissions and announcements related to the Agent.ai Challenge.

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Your agent is at "A2"? Prove it: ask it to merge.

Your agent is at "A2"? Prove it: ask it to merge.

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2 min read
Single LLMs Are Dead. Swarms Are the New Architecture.

Single LLMs Are Dead. Swarms Are the New Architecture.

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1 min read
Build, Test, Optimize: Exploring Amazon Connect Customer Agentic CX Designer (ACXD)

Build, Test, Optimize: Exploring Amazon Connect Customer Agentic CX Designer (ACXD)

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6 min read
When Agent Memory Becomes Noise: Evaluating Stale and Conflicting Context

When Agent Memory Becomes Noise: Evaluating Stale and Conflicting Context

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3 min read
Where AI Agent Tests Go Wrong: From Tool Calls to Real-World Verification

Where AI Agent Tests Go Wrong: From Tool Calls to Real-World Verification

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3 min read
CodeSmith Agent Evolution: From Experience to the Closed Loop

CodeSmith Agent Evolution: From Experience to the Closed Loop

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15 min read
AI Agent Memory Explained: How Coding Agents Remember (and Why They Forget)

AI Agent Memory Explained: How Coding Agents Remember (and Why They Forget)

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7 min read
CodeSmith Streaming Output in Agents: The Cliff Edge

CodeSmith Streaming Output in Agents: The Cliff Edge

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7 min read
CodeSmith Agent Loop Robustness: Failures, Recovery, and Takeover

CodeSmith Agent Loop Robustness: Failures, Recovery, and Takeover

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11 min read
Injection Defense: Seven Notes on Settling Security Debt

Injection Defense: Seven Notes on Settling Security Debt

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7 min read
CodeSmith Injection Defense: Constitution, Disinfectant, and Approval Gates

CodeSmith Injection Defense: Constitution, Disinfectant, and Approval Gates

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15 min read
From Content Generation to Campaign Execution: What Gemini Agents Could Mean for AI-Enabled Digital Marketing

From Content Generation to Campaign Execution: What Gemini Agents Could Mean for AI-Enabled Digital Marketing

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5 min read
CodeSmith Tool Internals: Close the Syntax Gate Before Writing to Disk

CodeSmith Tool Internals: Close the Syntax Gate Before Writing to Disk

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6 min read
CodeSmith Tool Internals: House Rules for the Model

CodeSmith Tool Internals: House Rules for the Model

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18 min read
I Built an Open-Source, Local-First Workbench to Coordinate AI Coding Agents

I Built an Open-Source, Local-First Workbench to Coordinate AI Coding Agents

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4 min read
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