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Visual Logic: From collapse to meaning - Make it stand out C3 - (0.85) Accuracy dips early on below 70%. With the higher clamp, P delays its participation until it is very confident, leaving M to dominate (and sometimes mislead) the early phase. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/a09e5c7d-3413-4283-ba57-c899088aa9a8/N%C3%A4ytt%C3%B6kuva+2025-09-09+114629.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C6 Moderate clamp (0.51) = P is more liberal, joining disagreements early and frequently. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/3847ff27-96f5-4274-9d0f-03ac6305f381/duckrabbit.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/4d58b4a0-4015-489d-84cd-e2af6fc442bd/Kidsdrawingtask.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/a3179644-300f-445f-bf42-f93fe6344671/IMG_2581.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/6f137ec2-b5b7-4151-b91b-63f1205e5b6a/IMG_2711.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/78d53aec-3304-4b09-8644-8226a1aedf35/C3curve_train_losses.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Train: Training loss decreases more rapidly for Biovision early on, but Vanilla eventually overtakes, reaching much lower final training loss. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/e36611c9-8b93-469f-a604-499cca62035e/IMG_2710.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Picture E (A1) is from aphantasiac tattoo artist, one of the fastest performances under 8 minutes. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/85691a22-805c-41a9-9e07-f8a2ba5d5947/C6curve_test_clean_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C6 - (0.51)Performance is more stable up to epoch 40. By lowering the clamp, P contributes earlier, correcting some of M´s early missteps. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/82de0696-a433-41ea-92d0-a5daef48db27/C11curve_test_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C11 Blend=0.95. Decisions are shared more evenly as P influences outcomes. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/f86b0cba-3247-4007-b656-0ffb40d95a1e/C3curve_test_losses.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Test : Biovision has slow, steady and controlled rise. Vanilla low at first but after epoch 40, explodes exceeding 1.6 . Indicating that Vanilla drifts into instability and overconfidence. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/6e996fac-5f82-4674-a51e-91c33a729d7e/C9curve_test_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C9 Blend=0. Clear dominance of M, with P only occasionally shifting borderline cases. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/0c5085a5-462b-428d-9770-049bd4882593/C14curve_test_losses65.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Test loss shows clear markers for overfitting behaviour prior to epoch 65, that begins to stabilize after Verification kicks in. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/91fa96f8-d96d-442a-bde6-abb024ee11fc/C3curve_train_clean_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Clean: Biovision climbs early on and quickly to >95% and stays high. Vanilla lags behind, until epoch 40 beginning to catch up. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/da74f5da-0557-4a03-b5f2-636ec4377f5a/IMG_2577.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/1442464f-e40b-4c55-8ec2-240200e8d1ed/C14curve_test_noisy_accs65.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Similar trend can be seen here. Without Verification, Biovision swirls in to chaos until P-pathway emerges. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/a2a4f25c-b1fe-4bc8-8d21-8ca5a9b6d0c0/IMG_2708.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Picture C (T6) is from 40 year old hobbyist: https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/61198984-7a3d-4ed7-82cc-2cd59f549c1e/C14curve_test_clean_accs65.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Prior to epoch 65 the test accuracy on clean oscillates and plummets, until post epoch 65 resurrection happens. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/ee349fbe-ba9f-4ccd-936d-64033dc2f32e/C6curve_test_noisy_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C6 - (0.51) Shows smoother performance from the start, as P participates more steadily in negotiations. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/3fcf5310-4a8f-467a-8f31-a90dd58b1556/C3Acurve_test_noisy_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C3 - (0.85) More “wild” fluctuations appear early on, reflecting delayed but forceful P interventions. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/1bfaa67c-663f-478e-87d8-58c4ae4a6472/IMG_2640.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/38ab4472-87ce-46ab-a4fc-ceb238714355/C3curve_test_clean_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Clean: Biovision fluctuates but remains competitive and shows long-term resilience. Vanilla starts slightly stronger but then collapses again after epoch 40 and cannot maintain early advantage. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/7cb4bad0-9213-44b0-af56-c2c1e87f83cf/collapse-verify.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/665cea0d-14f3-42ea-9f5f-bdf2fc8367f6/IMG_2707.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Picture D (T7) is from 46 year old hobbyist https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/e790cb9c-a428-4466-8435-f91861efde32/C3curve_train_noisy_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Noisy: Vanilla eventually overtakes Biovision, but as we already saw from the final ten averages - it begins to overfit since the test performance collapses. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/4395c7a0-7373-4cc3-b6f3-f1b4bf1cb4b5/IMG_2637%281%29.GIF Visual Logic - Visual Logic: From collapse to meaning - Make it stand out This is Tangent space https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/b4a5f4f3-1edf-4c5a-8a10-252741a7d5a8/IMG_2584.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Judges scorecard: Biovision shows long-term resilience in the “championship rounds” https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/3bf93389-6324-41ec-aec3-7d5f744f85bd/CvS.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/f826bfa2-1eb5-4c25-82ee-068b153e9297/C3clampcomparison.PNG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out C3 High clamp (0.85) = P is cautious and joins late. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/24d312b8-b2ac-4a1c-b79e-7593699e7b43/IMG_2709.JPEG Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Picture B (T1) is from 40 year old who has not been drawing more than casual stick figures since childhood. https://images.squarespace-cdn.com/content/v1/6624d184cbd8de708c11db5b/6773352b-ad1f-4a1c-b190-9c715769a044/C3curve_test_noisy_accs.png Visual Logic - Visual Logic: From collapse to meaning - Make it stand out Noisy: Biovision stays rock solid around 79-80.4% the whole run. 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