I especially enjoyed the link to The Bitter Lesson by Rich Sutton, which I hadn't read before. Now I wonder what "discoveries" have been built into today's AI models and how they might come to be detrimental.
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Examples of heuristic engines are Hans Berliner’s CAPS-II and PARADISE by David Wilkins. PARADISE used a database of 200 rules.
There are also engines that try to retroactively apply rules to Stockfish evals but they’re fairly confusing in my experience. It’s like being told the answer and having to come up with a reason after the fact.