docs: WO21 verdict — plane transfer OOD −3.14 WER, ID cost confirms doctrine family-wide (#284)

Co-authored-by: Ronald Tse <ronald.tse@gmail.com>

Author: ronaldtse

TODO.sota/00-README.md

@@ -58,7 +58,7 @@ hf jobs run --flavor a100-large -d \
 | 18 | 18-parity-runs.md | P1 | 10 | pending |
 | 19 | 19-lexicon-loader.md | P2 | 13 | DONE (py#33) |
 | 20 | 20-hebrew-large-arm.md | P1 | 04 | NEGATIVE — 8.48 vs base 8.18; base stays shipped |
-| 21 | 21-arabic-plane-transfer.md | P2 | 17 | arm QUEUED (run-028, silver 60K) — trainer train#118, corpora migrated |
+| 21 | 21-arabic-plane-transfer.md | P2 | 17 | VERDICT: OOD −3.14 WER, ID +1.66 (Pareto) — specialist candidate staged |
 | 22 | 22-runtime-releases.md | P1 | 14 | PREPARED — owner-gated versions |
 | 23 | 23-ort-alignment.md | P1 | 18 | CLOSED — characterization complete; 3-leg parity GREEN at documented bound |
 | 24 | 24-verdict-wave.md | P1 | 17 | r8a/b/c + run-026 + thai CLOSED; r8d (knee) RUNNING |

docs/RESULTS.md

@@ -1334,3 +1334,14 @@ different conventions is incoherent under DER. Harvesting the ceiling
 needs a learned convention-aware router — staged as a candidate WO.
 Generalist mixing is now closed in BOTH training space (WO17) and
 output space (WO28); the specialist doctrine is total.
+
+## WO21 verdict — plane transfer moves OOD −3.14 WER, ID cost confirms the doctrine family-wide (2026-10-08)
+
+run-028 (run-018 recipe + QCRI silver 60K units ≈ 10%): SadeedDiac-25
+Total DER **4.3983** (plane-large 2.7397 / plane-small 3.5905) while
+WikiNews-2024 multiref improved to **15.55 / 10.46** (plane-large
+baseline: 18.69 / 11.35). Dominance gate FAILED on ID — and the
+specialist doctrine now holds in BOTH model families and BOTH spaces:
+register silver buys OOD and costs ID, monotonically, everywhere
+measured. Stageable candidate: ara-diac-plane-news-1.0 (4.40 ID still
+beats the old small-tier rung 4.57; OOD −3.14) — owner decision.