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James' Growth Diary
James' Growth Diary
Jun 19, 2026 · Artificial Intelligence

Why Smart AI Keeps Forgetting and How Externalizing Decisions to Files Solves It

The article explains that conversational consensus with AI is volatile because each new session starts with an empty context window, and demonstrates that writing architectural decisions and technical conventions into persistent files—such as CLAUDE.md, .cursorrules, or copilot‑instructions.md—ensures the AI consistently loads the same guidelines across sessions, improving reliability.

AI prompt engineeringClaudeconfiguration files
0 likes · 17 min read
Why Smart AI Keeps Forgetting and How Externalizing Decisions to Files Solves It
James' Growth Diary
James' Growth Diary
Jun 18, 2026 · Artificial Intelligence

Externalizing Agent Decisions to Files: How a Three‑Layer Prompt Architecture Drives Behavior

The article examines Hermes' design that moves all agent decision rules into editable text files, explains the three‑layer stable‑context‑volatile architecture, compares it with other frameworks, and shows how this approach improves transparency, controllability, and cache efficiency for AI agents.

AI safetyCache OptimizationHermes
0 likes · 11 min read
Externalizing Agent Decisions to Files: How a Three‑Layer Prompt Architecture Drives Behavior