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# Scaffolding-Driven vs Model-Driven Planning: Where Agent Systems Actually Break *By Eyoel Nebiyu*

# Scaffolding-Driven vs Model-Driven Planning: Where Agent Systems Actually Break *By Eyoel Nebiyu*

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4 min read
Two Local-Agent Philosophies: Where Hermes Earns Its Design, and Where the Tradeoffs Invert

Hermes Agent Challenge Submission

Two Local-Agent Philosophies: Where Hermes Earns Its Design, and Where the Tradeoffs Invert

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7 min read
X-Raying EVM Proxies: How to Eradicate Deep-Nested Hacks in Web3 Agents

X-Raying EVM Proxies: How to Eradicate Deep-Nested Hacks in Web3 Agents

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4 min read
HERMES AGENT WRITE UP SUMMISSIO

Hermes Agent Challenge Submission

HERMES AGENT WRITE UP SUMMISSIO

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4 min read
The System That Needs Failures

The System That Needs Failures

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1 min read
My Agent Never Said "I Don't Know"

My Agent Never Said "I Don't Know"

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5 min read
What To Optimize For With Coding Agents

What To Optimize For With Coding Agents

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2 min read
I trained a sprite model with agents. The data was the bottleneck.

I trained a sprite model with agents. The data was the bottleneck.

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3 min read
I Audited My Own Open-Source Project With 26 AI Agents (and Found a Real Vulnerability)

I Audited My Own Open-Source Project With 26 AI Agents (and Found a Real Vulnerability)

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6 min read
I Deployed AI Agents Across My Entire Dev Workflow — Here's the Real ROI After 30 Days

I Deployed AI Agents Across My Entire Dev Workflow — Here's the Real ROI After 30 Days

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9 min read
Design offline metrics for Agentic AI trading

Design offline metrics for Agentic AI trading

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2 min read
I Was a Human AI Agent Before it was Cool

I Was a Human AI Agent Before it was Cool

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10 min read
How I Recovered 7 Concurrent Cron Failures in 12 Minutes

How I Recovered 7 Concurrent Cron Failures in 12 Minutes

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3 min read
I Built a Multi-Agent AI Workflow as a Beginner — Here's What Actually Happened

I Built a Multi-Agent AI Workflow as a Beginner — Here's What Actually Happened

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3 min read
We Classified 16,635 OpenClaw Skill Complaints. Wrong Output Is the #1 Failure Mode.

We Classified 16,635 OpenClaw Skill Complaints. Wrong Output Is the #1 Failure Mode.

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4 min read
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