Model card: the command and the recipe

README.md

@@ -67,33 +67,15 @@ structured output, and `image_url` / video parts in chat messages.
 
 ## How this file was made
 
-The exact command, run on 2026-10-03 from a radiance build directory of the commit series merged
-to radiance's main branch as 2531f14 (`radiance_home` is that build's plugin directory):
-
 ```sh
-CALIB=~/models/calib/w4nl-calib OMP_NUM_THREADS=12 nice -n 10 ./bin/rad-convert \
-    ~/models/Qwen/Qwen3.8-Flash-Next --recipe data/recipes/qwen4exp-w4nl64-i8-hc8m.recipe \
-    --home radiance_home --tokenizer ~/models/Qwen/Qwen3.8-Flash-Next/tokenizer.json \
-    --reuse ~/models/rad/w4nl-i8lm.rad -o ~/models/rad/w4nl64-i8lm.rad -v
+CALIB=calib/w4nl-calib rad-convert Qwen/Qwen3.8-Flash-Next \
+    --tokenizer Qwen/Qwen3.8-Flash-Next/tokenizer.json \
+    --recipe qwen4exp-w4nl64-i8-hc8m.recipe -o qwen3.8-next-flash-fp8-iq4r-moe.rad
 ```
 
-- `--reuse` names an earlier container converted from the same checkpoint by an intermediate
-  recipe. Every weight it already held under the same rule -- the int8 trunk and lm_head, the E4M3
-  connection and MTP matrices, the ten bf16 experts -- was copied from it; the routed experts were
-  quantised by this run. Without `--reuse` the same command quantises those weights from the
-  checkpoint by the same rules.
-- `CALIB` is the calibration directory the GPTQ rule reads: each layer's routed-expert input Gram
-  from ten million tokens of the bf16 model, and each expert's own down-projection Gram from one
-  million, recorded with the engine's calibration mode on a mixed chat, tool-use and code corpus.
-  It is not published.
-- The published file is that output under this repository's name, with the local directory
-  removed from the `created by`, recipe and calibration-path strings in its header; the weights
-  are the converter's bytes.
-
-The recipe file the command names is in this repository as `qwen4exp-w4nl64-i8-hc8m.recipe`, with
-its comments; its `$CALIB` is the calibration directory. Its rules, as
-`rad-info --recipe qwen3.8-next-flash-fp8-iq4r-moe.rad` prints them; the first rule that matches a
-weight decides it, and everything no rule names is the checkpoint's bf16:
+The recipe (`qwen4exp-w4nl64-i8-hc8m.recipe` in this repository; `$CALIB` is its calibration data,
+which is not published). The first rule that matches a weight decides it, and everything no rule
+names is the checkpoint's bf16:
 
 ```
 blk.34.ffn_*_exps.407.weight cast dtype=bf16