Summarizing the Ginger VS Grammarly: My RecommendationWhile both writing assistants are fantastic in their ways, you need to choose the one you want.
Returning back to the Anthropic compiler attempt: one of the steps that the agent failed was the one that was more strongly related to the idea of memorization of what is in the pretraining set: the assembler. With extensive documentation, I can’t see any way Claude Code (and, even more, GPT5.3-codex, which is in my experience, for complex stuff, more capable) could fail at producing a working assembler, since it is quite a mechanical process. This is, I think, in contradiction with the idea that LLMs are memorizing the whole training set and uncompress what they have seen. LLMs can memorize certain over-represented documents and code, but while they can extract such verbatim parts of the code if prompted to do so, they don’t have a copy of everything they saw during the training set, nor they spontaneously emit copies of already seen code, in their normal operation. We mostly ask LLMs to create work that requires assembling different knowledge they possess, and the result is normally something that uses known techniques and patterns, but that is new code, not constituting a copy of some pre-existing code.
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For the last five years I have been working on Towerborne, an action RPG brawler developed by Stoic Studio and published by Xbox Game Studios. Towerborne launched on Steam in early access on September 10th, 2024 and then on Xbox in game preview on April 29th, 2025. On February 26th, 2026, Towerborne had its full 1.0 release on Steam, Xbox, and PS5.