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Hardening an AI coding agent: the failures, and the code that fixed them

Real-world agent failures and loop fixes

Hardening an AI coding agent: the failures, and the code that fixed them

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27 min read
Every Protocol Wants to Be the DNS of AI Agents. Here's What They're All Missing

Every Protocol Wants to Be the DNS of AI Agents. Here's What They're All Missing

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4 min read
Claude Sonnet 5: Is This the End of Prompt Injection for AI Agents?

Claude Sonnet 5: Is This the End of Prompt Injection for AI Agents?

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3 min read
How to Govern 200+ Agent Skills: L0-L4 Classification, YAML Templates, and Python Toolchain

How to Govern 200+ Agent Skills: L0-L4 Classification, YAML Templates, and Python Toolchain

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9 min read
My AI oversight tool was blind for 20 days and told me it was healthy

My AI oversight tool was blind for 20 days and told me it was healthy

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7 min read
Your Trace Proves What the Agent Did. It Can't Prove It Was Allowed.

Your Trace Proves What the Agent Did. It Can't Prove It Was Allowed.

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15 min read
从思想到工程:FROST 与 FROST-SOP 的双生之旅

从思想到工程:FROST 与 FROST-SOP 的双生之旅

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1 min read
S-Agent: Spatial Tool-Use Makes an 8B Agent Rival GPT-5.4 on Spatial Reasoning: Spatio-Temporal Evidence Accumulation

S-Agent: Spatial Tool-Use Makes an 8B Agent Rival GPT-5.4 on Spatial Reasoning: Spatio-Temporal Evidence Accumulation

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6 min read
Building Agentic AI on AWS: From Bedrock Agents to Multi-Agent Orchestration with AgentCore

Building Agentic AI on AWS: From Bedrock Agents to Multi-Agent Orchestration with AgentCore

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7 min read
Stop Agents from Breaking Your Knowledge Base: Meet Vouch, a Review-Gated KB for LLM Workflows

Stop Agents from Breaking Your Knowledge Base: Meet Vouch, a Review-Gated KB for LLM Workflows

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2 min read
Your agent stops obeying your rules halfway through the session. Here's the structural reason — and the fix.

Your agent stops obeying your rules halfway through the session. Here's the structural reason — and the fix.

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4 min read
說穿了,AI 長大的瓶頸不是參數不夠,是家裡太亂

說穿了,AI 長大的瓶頸不是參數不夠,是家裡太亂

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1 min read
From RAG to Skill Function: A New Architecture for Enterprise AI Knowledge

From RAG to Skill Function: A New Architecture for Enterprise AI Knowledge

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4 min read
Could Cloudflare Computer Simplify PromptMotion?

Could Cloudflare Computer Simplify PromptMotion?

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9 min read
Tomorrow Your Agent Messages Cross 27 Borders. Today It Cannot Tell Which Peers Are Legal.

Tomorrow Your Agent Messages Cross 27 Borders. Today It Cannot Tell Which Peers Are Legal.

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5 min read
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