MO§ES™ — Honest Comparison vs. Field Average

I · Cache

Cache Hit Rate

94.66%

90.68%

MO§ES

Field avg

+3.98pp · #1

II · Compression

Output : Input Ratio

17.9×

0.162×

MO§ES

Field avg

110× field avg · #1

III · Efficiency

Tokens per Task

810K

4.67M

MO§ES

Field avg

5.8× fewer tokens · #1

IV · Speed

Time per Task

1.84m

11.92m

MO§ES

Field avg

6.5× faster · #1

V · Cost

Cost per LOC

$0.0007

$0.067

MO§ES

Field avg

96× cheaper · #1

	Input	Output	Cache Create	Cache Read	Total	Sessions / Tasks	LOC
MO§ES™	123K	3.9M	34.8M	1.08B	1.12B	98 / 1,465	35,242
Field avg per model	162.9M	17.2M	—	1.49B	1.67B	1 / 358	7,160
Δ field ÷ MO§ES	1,322×	4.4×	—	1.4×	1.5×	0.24× (MO§ES did 4× more)	0.20× (MO§ES shipped 4.9× more)

Field avg per model = mean of 13 published AA models · raw AA telemetry · 1 benchmark run × 358 fixed tasks per model · LOC = AA's 20 LOC/task convention (not measured shipped code) · Cache Create not reported by AA · Time: 44.9 hrs (MO§ES total) vs ~71 hrs (per field model run)