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I Started Building an AI Action Safety Layer After Watching AI Agents Cross the Line

I Started Building an AI Action Safety Layer After Watching AI Agents Cross the Line

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6 min read
4 pitfalls of loop engineering (and how to fix them)

Real-world debugging tips from Annie Wang

4 pitfalls of loop engineering (and how to fix them)

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Picked as gem Comments 12
1 min read
Saving 50-70% on Coding Agent Bills: Protecting Prompt Cache Affinity with VMR

Saving 50-70% on Coding Agent Bills: Protecting Prompt Cache Affinity with VMR

Comments
5 min read
Everything Is an Agent Now, and they are arguing with me

Everything Is an Agent Now, and they are arguing with me

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Comments 2
8 min read
Moving from AI-Assisted Engineering to AI-Agentic Software Engineering

Moving from AI-Assisted Engineering to AI-Agentic Software Engineering

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3 min read
The Same Platform Gives Its Tool Catalog BM25 and Its Memory Store ls

The Same Platform Gives Its Tool Catalog BM25 and Its Memory Store ls

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Comments 1
4 min read
Your Agent's Personality File Is Fighting Its Rules File

Your Agent's Personality File Is Fighting Its Rules File

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3 min read
The Agent Passed SWE-Bench Pro Because git show Still Had the Fix

The Agent Passed SWE-Bench Pro Because git show Still Had the Fix

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3 min read
Understanding MCP Servers: How AI Hosts Reliably Connect to Domain Systems

Understanding MCP Servers: How AI Hosts Reliably Connect to Domain Systems

Comments 1
15 min read
Seven Silent Failures: building an autonomous email agent on Cloud Run

Seven Silent Failures: building an autonomous email agent on Cloud Run

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Comments 1
5 min read
I use Codex as a manager for Claude Code, Pi, Copilot, and OpenCode executors. Here is the workflow that made it practical

I use Codex as a manager for Claude Code, Pi, Copilot, and OpenCode executors. Here is the workflow that made it practical

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1 min read
I Was Running 3 AI Coding Agents Locally and Had No Idea What They Were Breaking

I Was Running 3 AI Coding Agents Locally and Had No Idea What They Were Breaking

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Comments 2
5 min read
Read-Only Kubernetes Access for AI Agents: Why "Please Don't Delete Anything" Isn't a Security Boundary

Read-Only Kubernetes Access for AI Agents: Why "Please Don't Delete Anything" Isn't a Security Boundary

Comments 1
5 min read
Recall is not enforcement

Recall is not enforcement

Comments
11 min read
Codex Maxxing: The Copy-Paste Skill I Use to Ship with Agents

Codex Maxxing: The Copy-Paste Skill I Use to Ship with Agents

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Comments
10 min read
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