amjadfatmi1

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  1. I’m seeing more teams ship agentic systems that can call real tools (DB writes, deploys, email, billing, internal APIs). Most of the safety patterns I hear are prompt rules + basic validation + “human-in-the-loop for…

  2. I've been experimenting with autonomous agents that have shell and database access. The standard approach seems to be "put safety guardrails in the system prompt", but that feels like a house of cards honestly. If a…

  3. I spent the last few months watching LLM agents "vibe-code" their way into production disasters. We’ve been pretending that a 500-word system prompt is a security layer. It isn't. It's just a polite request that the…