Work log · Teacher · Body straight

Work log for Shadow clones: four Muay Thai techniques learnt in parallel

Teacher: the rear straight to the body

By Tony Yum · 24 October 2026

Training cost about $4.016 rented RTX 5090s on vast.ai, 24 October 2026 · 4 training runs, 6 machines, about 5.7 machine-hours

The rear straight to the body, from my motion capture (Muay Thai 02, take_02, 29.25–30.70 s), aimed at two heights: the lower abs and the solar plexus. A one-technique teacher in the opponent_body environment: every press is the body straight, and the parent holds every other skill.

runparentwhat changedoutcomemachine-hours, cost
bodycross1guard14-45.9Mthe technique and its inputstopped at 42.5 M: it hit below the lower abs0.61 h, $0.41
bodycross2bodycross1 42.5 Mnever below the lower abs (a floor line)stopped at 30.3 M for the bag’s placement0.51 h, $0.34
bodycross3bodycross2 30.3 Mthe bag’s face at the reference’s impact pointkept 95.0 M: 57/64, no low blows, no falls2.07 h, $1.38
bodycross4bodycross3retrained on the original (slower) elbows, guard18 outside the punchkept 118.0 M: 23/24, no low blows, no falls2.57 h (3 boxes), $1.89

bodycross3 was trained on the faster elbows guard14 had. Distilled into a student on guard18’s original elbows, it missed: 2/16, 16–19 cm short at the low abs. So the teacher was retrained to match the student’s body (bodycross4), and that one went in with distill2.

The lesson: a teacher must be trained on the same body and the same actuators as the student it will teach.

Every run

From the run records in kakuto-ml: each run's machines, their billed hours and cost (EC2 runs are estimates from the run logs).

RunOutcomeMachinesHoursCost
bodycross1-2026102424 October · body straight · kept bodycross1-42.5MKept10.6$0.41
bodycross2-2026102424 October · body straight · kept bodycross2-30.3MKept10.5$0.34
bodycross3-2026102424 October · body straight · kept bodycross3-95.0MKept12.1$1.38
bodycross4-2026102424 October · body straight · kept bodycross4-118.0MKept32.6$1.89
4 training runs65.7$4.01

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