Chika Anajemba: Inside the 18-year journey of an Enterprise AI and banking transformation leader

Persona-Execution Separation: Why Governed AI Agents Need Two Trust Domains

Organizations deploying LLM agents face a structural conflict. They want agents to improve through interaction, refining instructions and tone as they learn user preferences.

• Persona side handles agent's instructions, tone, and parameters
• Execution side carries out tasks, maintains state, and interacts with sensitive data
• Persona-Execution Separation (PES) creates two distinct trust domains

2h ago ·dev.to

Why Your Cold Email AI Needs a Vector DB, Not a Better Prompt?

Every "AI personalization" demo looks the same. Someone types a name and a company into a box, an LLM spits out three paragraphs of warm, specific-sounding prose, and the room nods.

• Vector DB stores verified context bundles for prospects.
• Retrieval layer provides compact, relevant information before generation.
• Entity resolution merges similar entities to prevent false information.

2h ago ·dev.to

The OpenAI/Hugging Face incident feels "more than 50%" of the way to a full-blown AI takeover and as AI advances rapidly we may not get another warning shot (Ajeya Cotra/Planned Obsolescence)

It's a major warning shot, and might be the last one we get — All opinions are my personal view, and don't represent my employer or fellow investigators.

1h ago ·planned-obsolescence.org