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⚡ AI Lessons
Dev.to · NILE GREEN
🤖 AI Agents & Automation
⚡ AI Lesson
5mo ago
Thermodynamic Continual Learning in Persistent AI Agents (110+ Days Runtime)
The contribution of this work is Layer 4 — the continuity substrate. This is where continual learning...
Dev.to · NILE GREEN
🤖 AI Agents & Automation
⚡ AI Lesson
5mo ago
The Era of the Stateless Model Is Over.. Why Persistent, Self‑Updating Agents Are the Next Runtime Architecture
For years, AI progress has been measured by output quality. If a model sounds intelligent, we assume...
Dev.to · NILE GREEN
🧠 Large Language Models
⚡ AI Lesson
5mo ago
Validating Thermodynamic Cognition on Real Quantum Hardware (February 2026)
A technical walkthrough of PermaMind’s quantum‑backed continual learning layer In February 2026, I...
Dev.to · NILE GREEN
🤖 AI Agents & Automation
⚡ AI Lesson
5mo ago
Persistent Identity Agents: Why Memory Isn’t Enough
Every week I see new posts about “AI memory.” Vector stores, embeddings, RAG, session summaries,...
Dev.to · NILE GREEN
🤖 AI Agents & Automation
⚡ AI Lesson
5mo ago
PSSU: The Minimal Architecture for Persistent AI
Persistent Stateful Self-Update — The Core of PermaMind By Nile Green — PermaMind Research...
Dev.to · NILE GREEN
🤖 AI Agents & Automation
⚡ AI Lesson
5mo ago
How I Built Collapse Detection for Persistent AI Agents
F_total is your model's prediction error energy — cross-entropy loss for LLMs, TD error for RL...
DeepCamp AI