Jan 11, 2026
AI Forgetting & Continuity
ChatGPT Keeps Forgetting — And It’s Not Your Fault
Frustrated with ChatGPT losing context or resetting mid-task? Here’s why it happens — and what actually helps.
4Ever Protocol
Blog
Product notes, protocol thinking, and practical guidance on running AI with predictable costs.
Start Here
Why 4Ep Exists: The Continuity Problem Nobody Is Solving
The continuity-first overview that anchors the rest of the series.
Start here →Normie Series
Plain-language explainers on why AI forgets, resets, and makes you re-explain work.
Jan 12, 2026
AI Memory & Trust
Why AI Keeps Making You Double-Check Everything
Even when AI answers look right, you still verify them. Here’s why — and what actually reduces the need to double-check.
Technical Series
System-design and efficiency perspectives on continuity, memory, and why stateless AI creates extra work.
Dec 27, 2025
AI Forgetting & Continuity
Why 4Ep Exists: The Continuity Problem Nobody Is Solving
Continuity-first AI, persistent context, privacy-conscious memory, and why better questions matter more than smarter answers.
Jan 11, 2026
AI Forgetting & Continuity
Why AI Is Creating More Work Instead of Less
AI doesn’t fail because it’s inaccurate — it fails because it forgets. Why stateless AI systems create correction work instead of leverage.
Jan 06, 2026
AI Memory & Trust
Context Replay: Why We Don’t Feed Models Their Own Output
Why long AI chats drift, how replaying model output contaminates context, and why 4Ep uses selective memory instead.
Jan 12, 2026
AI Efficiency & Scale
The Next AI Breakthrough Won’t Come From Bigger Models
Why AI’s next gains will come from efficiency, continuity, and system design — not bigger models and more compute.
Topic Clusters
Browse the core themes that connect the series.