Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority

The article analyzes the emerging "Era of Experience" in AI, arguing that reliance on static human data limits progress and that reinforcement learning‑based experiential learning—exemplified by AlphaZero—offers a path toward surpassing human knowledge, while outlining the technical, safety, and ethical challenges ahead.

AGIAlphaZeroArtificial Intelligence

0 likes · 19 min read

Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority

Code DAO

Dec 14, 2021 · Artificial Intelligence

Building a Chess AI from Scratch: Combining AlphaZero and Transformers (Part 2)

This article walks through constructing a learnable chess AI by integrating AlphaZero‑style Monte Carlo Tree Search with a decoder‑only Transformer, detailing the game tree logic, model architecture, input and output encodings, self‑play training loop, and code implementation in PyTorch.

AlphaZeroMonteCarloTreeSearchPyTorch

0 likes · 23 min read

Building a Chess AI from Scratch: Combining AlphaZero and Transformers (Part 2)

High Availability Architecture

Dec 11, 2017 · Artificial Intelligence

A Brief History of Computer Chess and Its Role in Artificial Intelligence

This article traces the evolution of computer chess from the 18th‑century automaton "The Turk" through early programs by Turing, Shannon, and McCarthy, to landmark systems like Deep Blue, AlphaGo, and AlphaZero, highlighting key algorithms, milestones, and their impact on AI research.

AI historyAlphaZeroDeep Blue

0 likes · 19 min read

A Brief History of Computer Chess and Its Role in Artificial Intelligence

Rethinking the AGI Roadmap: From Data Imitation to Experience‑Driven Superiority

Building a Chess AI from Scratch: Combining AlphaZero and Transformers (Part 2)

A Brief History of Computer Chess and Its Role in Artificial Intelligence

Building a Chess AI from Scratch: Combining AlphaZero and Transformers (Part 2)