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Article URL: https://pdimagearchive.org/ Comments URL: https://news.ycombinator.com/item?id=48430539 Points: 236 # Comments: 32

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ExternalDatabase
Redis Blog

AI context windows: Why context quality beats context size

Your AI agent has a 128K token context window. You're adding in retrieved documents, conversation history, tool outputs, and system instructions. But the answers are getting worse. You're not alone. Most agent failures in production today are context...

Tech DE
Redis BlogRead original
ExternalSoftware Engineering
DEV Community

OpenAI Built a Lockdown Mode Because Tool-Based Data Exfiltration Is Real — Here's What Catches It Earlier

OpenAI doesn't ship defensive product features out of nowhere. When they announced Lockdown Mode for ChatGPT — a setting that explicitly restricts connected tools and integrations to prevent data exfiltration — that's a product team responding to something they've seen happen, or credibly modeled as likely to happen at scale. The signal is clear: LLM-connected tooling is a data exfiltration vector. The question for the rest of us building agentic systems isn't "did OpenAI fix it?" — it's "are we

securityllmappsec
DEV CommunityRead original

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