tactics — D&D 4E simulation & research

A complete, terminating encounter rendered as a self-contained playback: Greatweapon Fighter, Battle Cleric & Brutal Rogue vs Gray Oozes and the Ankheg. Grid, HP, movement, attacks, deaths — scrub the timeline.

The Fighter burns under the jelly's acid — three afflictions, two saves made, two failed, death at 4 HP — then the Cleric, saving at the last, lands the killing blow. The first rendering of conditions and save rolls: badges on tokens, SAVE ✓/✗ moments, ongoing damage ticking turn by turn.

glm-5.3 vs the Aggressive heuristic — 23/23 clean decisions, logged tactical reasoning, ~$0.015/encounter.

Kill economy with honest overkill clamping; who-dies-by-policy signal; rogue regression quarantined. The current benchmark series.

70/1000 encounters end on the book-true engine; enemy-side policy shifts termination at p<0.0001.