diff --git a/docs/2026-07-16-m-series-fleet-ablation-results.md b/docs/2026-07-16-m-series-fleet-ablation-results.md
index e7a6725..1f3ce2a 100644
--- a/docs/2026-07-16-m-series-fleet-ablation-results.md
+++ b/docs/2026-07-16-m-series-fleet-ablation-results.md
@@ -8,10 +8,11 @@ script: scripts/bench_optimizations.py (unmodified) + engine-level tiled×compil
 # M-series Fleet Ablation Benchmarks
 
 Same methodology as the 2026-03-09 wave2 doc (`--sweep ablation --resolution 512 1024 2048`,
-checkpoint weights, 3 warmup + 10 bench runs), executed across four machines spanning the
-Apple Silicon range — **M1 Ultra (64c) · M3 Ultra (80c) · M4 Pro mini 24GB · M5 MacBook Pro
-16GB (10c)** — i.e. oldest→newest GPU generation and Studio→laptop. Contributed from a
-multi-Mac render-farm setup; happy to run follow-ups on any of them.
+checkpoint weights, 3 warmup + 10 bench runs), executed across **five machines** spanning the
+Apple Silicon range — **M1 Ultra (64c) · M3 Ultra (80c) · M3 Air 16GB (10c, fanless) · M4 Pro
+mini 24GB · M5 MacBook Pro 16GB (10c)** — i.e. every current GPU generation, Studio→fanless
+laptop, and a matched-width M3-vs-M5 pair. Contributed from a multi-Mac render-farm setup;
+happy to run follow-ups on any of them.
 
 ## Headline findings