Tabletop MMORPG action mapper
A developer mapping free-text player intent to typed server actions for a text MMORPG with tabletop-RPG freedom, reporting 96% run-to-run agreement at 317 ms median against a 6.52-second previous setup.
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- Article
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- Last verified
- Oct 2026
Highlights
- The job is interpretation: the model reads what a player wants plus that character's context and emits typed actions the server executes.
- Agreement across repeated runs reached 96% at a 317 ms median, against 6.52 seconds for the previous setup.
- The whole test suite of 1,385 calls came to $0.40, which the author says changes how much player freedom is affordable.
- The game is ALDREN: RUINWAKE, listed as PT-BR only with a closed playtest waitlist, with English described as future work.
Watch out
Every figure is self-reported in a post, with no methodology attached, so treat them as a developer's account rather than a benchmark. Agreement across repeated runs reached 96%, which measures self-consistency: the same input produces the same typed actions almost every time. That is stability, not correctness, and a consistently wrong action scores the same as a right one. The median latency of 317 ms is a median with no p95, no tail and no statement of what it includes; the 6.52-second previous setup is not named, so the comparison baseline is unknown. The $0.40 covers a test suite of 1,385 calls, which is not a session, and the capture gives no token counts or per-call breakdown. Not documented: the action schema, how much character context is sent, whether the action set is constrained, what happens at low confidence or on a malformed action, and whether the model can emit something the server rejects. The game is PT-BR only with a closed playtest waitlist, so this is a pre-release state. Copy reviewed against the linked page on 2026-10-04.
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