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README.md

@@ -26,7 +26,8 @@ Runtime, orchestration, tests, audits and publication packaging are Go 1.27.1.
 Python is used only for offline MPS optimization/export. Each valid Go kernel
 call allocates zero heap objects with a caller-owned 2,160-byte workspace.
 FP32 weights occupy 49,648 bytes. Five-trit packed weights occupy 2,590 bytes;
-runtime tensors decode to 12,496 int8 bytes plus scales. This is 1.6 stored bits
+runtime tensors use 12,384 int8 matrix bytes and 112 FP32 bias bytes, plus
+8 matrix-scale bytes. This is 1.6 stored bits
 per trit weight, separate from total process RAM and theoretical log2(3).
 
 Load an arm's models/fp32/model.json with the public gooo-decision-runtime

provenance/set-feedback-fp32.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:696169e12816125932b6669d37936041665529e4612c64d4291d3774c4547c06> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-feedback:fp32> ; prov:wasDerivedFrom <urn:sha256:c3cea331f1413eda049404bd0caecdea5806e1c0990edcf2608d169ad770929c> .
 <urn:sha256:9087980e8b1f6bae377e0f79e80b50053081f816aeade819fd9cb701c19dd410> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:696169e12816125932b6669d37936041665529e4612c64d4291d3774c4547c06> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/set-feedback-ptq_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:e5aa6a4abb432080a5705269076fe09fedec7ee9f9d8be81c44c5749b263d1a0> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-feedback:ptq_ternary> ; prov:wasDerivedFrom <urn:sha256:696169e12816125932b6669d37936041665529e4612c64d4291d3774c4547c06> .
 <urn:sha256:0c207d825de24d11e08c3101752c984abff9bdc8d14fde4931a46cb9d1ce6098> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:e5aa6a4abb432080a5705269076fe09fedec7ee9f9d8be81c44c5749b263d1a0> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/set-feedback-qat_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:b29b54f2d6fada76c5545408eba3bf2bec18a83a064c167f13472d161821e118> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-feedback:qat_ternary> ; prov:wasDerivedFrom <urn:sha256:696169e12816125932b6669d37936041665529e4612c64d4291d3774c4547c06> .
 <urn:sha256:776dc24c7512686d50cfe91d0cc05afc91bab3210cc39292018bc25c14ef27e2> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:b29b54f2d6fada76c5545408eba3bf2bec18a83a064c167f13472d161821e118> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/set-initial-fp32.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:5d4c20903de7fa7d2f1b38fc4feee235b509ccd35ad0aa897e90e1ecb9aaa69a> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-initial:fp32> ; prov:wasDerivedFrom <urn:sha256:c3cea331f1413eda049404bd0caecdea5806e1c0990edcf2608d169ad770929c> .
 <urn:sha256:b83890277e38267023037986df50c05ce0847be80ac280e2eb3a53387fbc84dc> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:5d4c20903de7fa7d2f1b38fc4feee235b509ccd35ad0aa897e90e1ecb9aaa69a> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/set-initial-ptq_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:d4c21318fd3ecc7e40b49f48b03a2992925ea59b814d2b810ede8c5d03d2b075> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-initial:ptq_ternary> ; prov:wasDerivedFrom <urn:sha256:5d4c20903de7fa7d2f1b38fc4feee235b509ccd35ad0aa897e90e1ecb9aaa69a> .
 <urn:sha256:f7e065443ac09e6572611a54c687c2de7d997e0ceb579e6dd6aa75d6115140ed> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:d4c21318fd3ecc7e40b49f48b03a2992925ea59b814d2b810ede8c5d03d2b075> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/set-initial-qat_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:ad083765f198e169401850460d668e47afbf692d12ea3ae01b2c24aa4b7d9f0d> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:set-initial:qat_ternary> ; prov:wasDerivedFrom <urn:sha256:5d4c20903de7fa7d2f1b38fc4feee235b509ccd35ad0aa897e90e1ecb9aaa69a> .
 <urn:sha256:6ebccf1b91465f1a474fe1bd19d75e4073445570d2cabb7ff517cdf04bc64b33> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:ad083765f198e169401850460d668e47afbf692d12ea3ae01b2c24aa4b7d9f0d> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/uniform-initial-fp32.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:10adc28867254cd61c9497514ebe2a68e24dc41237d558de560bb9deda7e4ff2> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:uniform-initial:fp32> ; prov:wasDerivedFrom <urn:sha256:c3cea331f1413eda049404bd0caecdea5806e1c0990edcf2608d169ad770929c> .
 <urn:sha256:b666b36c5f4c278790a10bd88d1e50934287869d88c5609402cea0c5fd29646e> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:10adc28867254cd61c9497514ebe2a68e24dc41237d558de560bb9deda7e4ff2> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/uniform-initial-ptq_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:d66d31a48de191dc69e2f640f0b8e3a8645249b63fc4ac74db36c22633e1214e> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:uniform-initial:ptq_ternary> ; prov:wasDerivedFrom <urn:sha256:10adc28867254cd61c9497514ebe2a68e24dc41237d558de560bb9deda7e4ff2> .
 <urn:sha256:09e2b612488464d9d91e673819ea3a66e843571fe548eed68c6ad35e5f690533> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:d66d31a48de191dc69e2f640f0b8e3a8645249b63fc4ac74db36c22633e1214e> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

provenance/uniform-initial-qat_ternary.ttl

@@ -7,4 +7,4 @@
 <urn:sha256:260ef9fb151cc9e1a8db3b0d9947426ad5415099f19a5fd340ed051337429c49> a prov:Entity ; prov:wasGeneratedBy <urn:gooo:feedback-v2:uniform-initial:qat_ternary> ; prov:wasDerivedFrom <urn:sha256:10adc28867254cd61c9497514ebe2a68e24dc41237d558de560bb9deda7e4ff2> .
 <urn:sha256:ed135cd359dee1f536f975f86916b7499d6223ba177b3adf209dbb77aa88cf9b> a prov:Entity ; gooo:role "strict Go joint model metadata" ; prov:wasDerivedFrom <urn:sha256:260ef9fb151cc9e1a8db3b0d9947426ad5415099f19a5fd340ed051337429c49> .
 <https://github.com/kimjooyoon/meta-ontology-go/commit/363a3d8aa365c35dd634c241248b444de0050973> a prov:Entity ; gooo:role "actual adopted-main source-bound execution compiler" .
-<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/a194e052c1e3bf98a4b367bacbf6be3ef9e824f8> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .
+<https://github.com/kimjooyoon/gooo-neural-decision-experiments/commit/f662abf71f0f114e26cf93f7ec8f92be0644d137> a prov:Entity ; gooo:role "publication and audit source; development does not select checkpoints or deployment" .

publication-manifest.json

@@ -1,7 +1,7 @@
 {
   "schema": "gooo/own-joint-feedback-publication/v2",
   "repository": "asketeddy/gooo-joint-feedback-tiny-v2",
-  "publisher_revision": "a194e052c1e3bf98a4b367bacbf6be3ef9e824f8",
+  "publisher_revision": "f662abf71f0f114e26cf93f7ec8f92be0644d137",
   "files": [
     {
       "path": "LICENSE",
@@ -10,8 +10,8 @@
     },
     {
       "path": "README.md",
-      "sha256": "ca0d9d5e689093fe3061e800df4e06faf0a666e5f7d5ebe0329cf9a9b15433c0",
-      "bytes": 2698
+      "sha256": "da17dd3dc2c264d09686e14cbd09e2328f40ed17047f84d9b90b5de15be643e8",
+      "bytes": 2738
     },
     {
       "path": "calibration-selection.json",
@@ -50,47 +50,47 @@
     },
     {
       "path": "provenance/set-feedback-fp32.ttl",
-      "sha256": "40e3b2095d6d9e549562f9d2a88d27b2cca83083d6eeea4815182c5eda643773",
+      "sha256": "4c540c68ab78572b0784c1b7f4b3cfd76e0e2b738196eb7cac7354e79166a8a2",
       "bytes": 1652
     },
     {
       "path": "provenance/set-feedback-ptq_ternary.ttl",
-      "sha256": "49bebe63608fa08bb97d5867b51c904eb259ccbdd9d026ecbd970be5b230b775",
+      "sha256": "ca4c47a88d79d3f28d6782219a8e0c9c5b7e5cb5555e12eb85ac6c8a6a37dbb2",
       "bytes": 1664
     },
     {
       "path": "provenance/set-feedback-qat_ternary.ttl",
-      "sha256": "58b97a3c95a1c600a7ab0c2b5fa91c378b9c59700d179fe9bf147d8d97779920",
+      "sha256": "9bc883d1e3aab3c3e6e071f1d8bcd976c68325f82ec1a75a3245d65ece72fe5b",
       "bytes": 1666
     },
     {
       "path": "provenance/set-initial-fp32.ttl",
-      "sha256": "d7d0a7177231ddc474db8a3f620aea60d1b717fd280ace942afa25bfc2b25d2e",
+      "sha256": "762ba7adc4dde25f6de69a729fd87ba587d9623bd8c6416038bd252a74006df4",
       "bytes": 1587
     },
     {
       "path": "provenance/set-initial-ptq_ternary.ttl",
-      "sha256": "097d9fea7f30ff4eb16990469716a9ef23f364df16d78ebc616b360f7fb9eec2",
+      "sha256": "e2f26f4133e01a6254e3f6f42503027beac27996d1d729ef1c722888e90cc0ca",
       "bytes": 1599
     },
     {
       "path": "provenance/set-initial-qat_ternary.ttl",
-      "sha256": "ae66f84b0bc12660d7f8ec47794bd2149f1249cbca46e728e5d8f899c46f9559",
+      "sha256": "7bf97ee32f123da396bcc8501fab119c976a47764c09457cefab0eb0313b0b53",
       "bytes": 1601
     },
     {
       "path": "provenance/uniform-initial-fp32.ttl",
-      "sha256": "311953f03f7f884f72773664eb832a5291c67a0aed5736b72834da0a72ec902d",
+      "sha256": "764870289d6da8a5029f40f4201a0702c28c32e339f7de6e441ad97c7add0bc1",
       "bytes": 1595
     },
     {
       "path": "provenance/uniform-initial-ptq_ternary.ttl",
-      "sha256": "f543f1920eb1f4ff843894594df94c3c6b54b7f3391ded153184039e12c5177b",
+      "sha256": "d5dc3302a01fa339eca0db00362f443579c26c09fccaeceef053b5f3b15a5ee5",
       "bytes": 1607
     },
     {
       "path": "provenance/uniform-initial-qat_ternary.ttl",
-      "sha256": "1d64c93cb697f177dd09e8258ed367ed4d7d74120fc8e7efca61b9c9abb08e2b",
+      "sha256": "502ef16d46e6191ca459fe5b2f1f0c7871b8bbe743240bcc53c2fcaf8f2e7072",
       "bytes": 1609
     },
     {
@@ -100,8 +100,8 @@
     },
     {
       "path": "results.md",
-      "sha256": "214415ec8cd0bf45b4ff6b21a08a41b089564a5aef1ee67d1aaf12d35965bdd3",
-      "bytes": 6314
+      "sha256": "110df77869afb20d26a5763a20bc35d36fc499cefcca6cf07889addfc8885b54",
+      "bytes": 6379
     },
     {
       "path": "sdk-audit.json",

results.md

@@ -65,7 +65,8 @@ zero heap objects. The feedback FP32 warm probe took approximately 10.8 us.
 This kernel timing does not establish compiler wall-time improvement.
 
 FP32 weight storage is 49,648 bytes. Ternary packed weights occupy 2,590 bytes
-but runtime tensors decode to 12,496 int8 bytes plus scales. Request workspace
+but runtime tensor storage is 12,496 bytes: 12,384 int8 matrix bytes and 112
+FP32 bias bytes, plus 8 bytes for matrix scales. Request workspace
 is 2,160 bytes. Five trits per byte is 1.6 stored bits per ternary weight,
 separate from the theoretical log2(3) and total process RAM.