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This is the official tag for submissions and announcements related to DEV Challenges.

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I had 3,000 agent trace events in JSONL. My manager wanted them in Excel. One line.

Hermes Agent Challenge Submission: Build With Hermes Agent

I had 3,000 agent trace events in JSONL. My manager wanted them in Excel. One line.

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2 min read
Your Hermes agent's prompt cache is 30% hit because of one timestamp. Here's how to find it.

Hermes Agent Challenge Submission: Write About Hermes Agent

Your Hermes agent's prompt cache is 30% hit because of one timestamp. Here's how to find it.

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4 min read
From Half‑dead Prototype to Local‑Only AI Medical Assistant: Rewiring MedClinic with GitHub Copilot

GitHub “Finish-Up-A-Thon” Challenge Submission

From Half‑dead Prototype to Local‑Only AI Medical Assistant: Rewiring MedClinic with GitHub Copilot

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4 min read
Multimodal Gemma 4 Visual Regression & Patch Agent

Gemma 4 Challenge: Build With Gemma 4 Submission

Multimodal Gemma 4 Visual Regression & Patch Agent

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6 min read
Building FarmWise: An AI Field Advisor for Subsistence Farmers Using Gemma 4

Gemma 4 Challenge: Write about Gemma 4 Submission

Building FarmWise: An AI Field Advisor for Subsistence Farmers Using Gemma 4

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7 min read
AccessLens — A persistent on-device visual interpreter for the blind

Gemma 4 Challenge: Build With Gemma 4 Submission

AccessLens — A persistent on-device visual interpreter for the blind

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4 min read
Context window exceeded at turn 23. Here's how I track token usage without a tokenizer.

Hermes Agent Challenge Submission: Write About Hermes Agent

Context window exceeded at turn 23. Here's how I track token usage without a tokenizer.

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1 min read
Gemma Forge: Local AI Without the Setup Wall

Gemma 4 Challenge: Build With Gemma 4 Submission

Gemma Forge: Local AI Without the Setup Wall

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5 min read
How Does an AI Agent Actually Buy Something? Google Just Published the Spec.

Google I/O Writing Challenge Submission

How Does an AI Agent Actually Buy Something? Google Just Published the Spec.

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6 min read
Google Is Killing Gemini CLI on June 18. Here Is What to Do Before Then

Google I/O Writing Challenge Submission

Google Is Killing Gemini CLI on June 18. Here Is What to Do Before Then

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5 min read
Google Just Rebuilt the Search Box (Again) — But This Time It's Different

Google I/O Writing Challenge Submission

Google Just Rebuilt the Search Box (Again) — But This Time It's Different

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6 min read
I Ran Every Gemma 4 Model on My Home Lab. E4B Crushes E2B. Here's the Data.

Gemma 4 Challenge: Write about Gemma 4 Submission

I Ran Every Gemma 4 Model on My Home Lab. E4B Crushes E2B. Here's the Data.

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3 min read
How I Built a Local, Multimodal Gemma 4 Visual Regression & Patch Agent: Closed-Loop Validation, Canvas Pixel Diffing, and Reproducible Benchmarks

Gemma 4 Challenge: Write about Gemma 4 Submission

How I Built a Local, Multimodal Gemma 4 Visual Regression & Patch Agent: Closed-Loop Validation, Canvas Pixel Diffing, and Reproducible Benchmarks

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7 min read
wfguard: a GitHub Actions supply-chain auditor

Gemma 4 Challenge: Build With Gemma 4 Submission

wfguard: a GitHub Actions supply-chain auditor

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4 min read
Your Local AI Software Engineer

Gemma 4 Challenge: Build With Gemma 4 Submission

Your Local AI Software Engineer

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5 min read
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