What happens when remembered content meets what is currently active?

The question

Recall from a visual cue, combine retained VSA content with captured working content, and inspect the image produced by the existing decoder.

Why this experiment?

Recall can recover an encountered event; imagination would need to construct something that was never stored as a whole. Direct bundling tests the simplest combination before adding a learned generator.

How it works

Recall from a small visual cue, then combine the recalled VSA with an explicitly supplied context at fixed weights. Compare with pixel blending and an encode/decode control. The context is supplied; no learned persona selects it.

Follow this part of the investigation: Combine recollection with what is currently active →

What happened

Twelve of sixteen visual cues recalled the intended photograph; four were refused and none accepted a wrong memory. All 120 scheduled decoded states were finite across seven contributing triplets. Direct VSA bundling produced recognizable, context-sensitive overlays close to pixel blending, not demonstrated coherent scene construction. Halfway image readback MSE was 0.000120/0.000117 while raw-vector relative L2 changed 21.54%/19.44%. Original memories, vocabulary, codec and working state were preserved. The full eight-thread independent audit passed; a four-thread audit rounding mismatch is preserved and explained. No experimental output was changed. Learned persona and multi-image associative scene construction remain open.

Measurements

Measurements — values preserved from this run
Recorded field	Value
requests	16
source groups	8
generated requests	12
refused requests	[ 0, 1, 7, 13 ]
incompatible requests	[]
generated groups	7
images evaluated	120
finite vectors	Pass
finite images	Pass
conditions	[ { "condition": "context", "weight": 0, "groups": 7, "dynamic_range": 0.982659420796803, "mse_to_pixel_blend": 0, "mse_to_recalled": 0, "mse_to_working": 0.17190030832512257, "overview_norm": 732.5307724216926, "overview_norm_ratio_to_recalled": 1, "raw_norm": 9714.546047397876, "raw_norm_ratio_to_recalled": 1, "readback_image_mse": 0.0001796782639755405, "readback_overview_cosine": 0.9998921011575488, "readback_overview_norm_ratio": 0.9998022339545252, "readback_overview_relative_l2": 0.014309431486140773, "readback_raw_cosine": 0.9983180773271012, "readback_raw_norm_ratio": 1.0001767437885185, "readback_raw_relative_l2": 0.057777960438522555, "rms_contrast": 0.22878012925601277 }, { "condition": "context", "weight": 0.25, "groups": 7, "dynamic_range": 0.9410745240747928, "mse_to_pixel_blend": 0.0010168817128280354, "mse_to_recalled": 0.006874646033224849, "mse_to_working": 0.11236881999603306, "overview_norm": 705.2625885590361, "overview_norm_ratio_to_recalled": 0.9628447417869452, "raw_norm": 9189.614373959164, "raw_norm_ratio_to_recalled": 0.9459680308398832, "readback_image_mse": 0.00013208783786155116, "readback_overview_cosine": 0.9953462644461432, "readback_overview_norm_ratio": 1.037859631240034, "readback_overview_relative_l2": 0.10420213623489771, "readback_raw_cosine": 0.990251138694412, "readback_raw_norm_ratio": 1.0587356494894913, "readback_raw_relative_l2": 0.15333096383359726, "rms_contrast": 0.1953855435932942 }, { "condition": "context", "weight": 0.5, "groups": 7, "dynamic_range": 0.9251191300739136, "mse_to_pixel_blend": 0.0005616084027322972, "mse_to_recalled": 0.04184086237682006, "mse_to_working": 0.04523250859129315, "overview_norm": 696.6633483848318, "overview_norm_ratio_to_recalled": 0.951144143019441, "raw_norm": 9006.05831686263, "raw_norm_ratio_to_recalled": 0.9270821102272174, "readback_image_mse": 0.0001198181055442897, "readback_overview_cosine": 0.9903888754210842, "readback_overview_norm_ratio": 1.0514976829990206, "readback_overview_relative_l2": 0.149321496730092, "readback_raw_cosine": 0.980863894126723, "readback_raw_norm_ratio": 1.081120279680661, "readback_raw_relative_l2": 0.21543896930582335, "rms_contrast": 0.17526309565726503 }, { "condition": "context", "weight": 0.75, "groups": 7, "dynamic_range": 0.943675531606589, "mse_to_pixel_blend": 0.0007641067283571644, "mse_to_recalled": 0.10885567011624936, "mse_to_working": 0.00770866267989471, "overview_norm": 707.4859428063761, "overview_norm_ratio_to_recalled": 0.9659208709431908, "raw_norm": 9186.03347218739, "raw_norm_ratio_to_recalled": 0.945619856807897, "readback_image_mse": 0.00012382665308677097, "readback_overview_cosine": 0.9956832176894364, "readback_overview_norm_ratio": 1.0383532459166394, "readback_overview_relative_l2": 0.1010407362564342, "readback_raw_cosine": 0.9904028872279956, "readback_raw_norm_ratio": 1.0587761117433607, "readback_raw_relative_l2": 0.1525065279167803, "rms_contrast": 0.2053919703836248 }, { "condition": "context", "weight": 1, "groups": 7, "dynamic_range": 0.9792509541314628, "mse_to_pixel_blend": 0, "mse_to_recalled": 0.17190030832512257, "mse_to_working": 0, "overview_norm": 736.8425814211912, "overview_norm_ratio_to_recalled": 1.0059647007760375, "raw_norm": 9707.694200342576, "raw_norm_ratio_to_recalled": 0.999334253763352, "readback_image_mse": 0.00015905402303808587, "readback_overview_cosine": 0.9999441538440272, "readback_overview_norm_ratio": 0.9999011153578368, "readback_overview_relative_l2": 0.01048665307251644, "readback_raw_cosine": 0.9985667414655982, "readback_raw_norm_ratio": 1.0001512317058707, "readback_raw_relative_l2": 0.05237490625059201, "rms_contrast": 0.24245273166710973 }, { "condition": "unrelated", "weight": 0, "groups": 7, "dynamic_range": 0.982659420796803, "mse_to_pixel_blend": 0, "mse_to_recalled": 0, "mse_to_working": 0.14356933711295622, "overview_norm": 732.5307724216926, "overview_norm_ratio_to_recalled": 1, "raw_norm": 9714.546047397876, "raw_norm_ratio_to_recalled": 1, "readback_image_mse": 0.0001796782639755405, "readback_overview_cosine": 0.9998921011575488, "readback_overview_norm_ratio": 0.9998022339545252, "readback_overview_relative_l2": 0.014309431486140773, "readback_raw_cosine": 0.9983180773271012, "readback_raw_norm_ratio": 1.0001767437885185, "readback_raw_relative_l2": 0.057777960438522555, "rms_contrast": 0.22878012925601277 }, { "condition": "unrelated", "weight": 0.25, "groups": 7, "dynamic_range": 0.9397465316578746, "mse_to_pixel_blend": 0.0007014135838784485, "mse_to_recalled": 0.0062891985429195515, "mse_to_working": 0.09161506154083436, "overview_norm": 707.9285420700801, "overview_norm_ratio_to_recalled": 0.9664537353813296, "raw_norm": 9252.945354057152, "raw_norm_ratio_to_recalled": 0.9523559218744414, "readback_image_mse": 0.0001291407873753304, "readback_overview_cosine": 0.9964156510244848, "readback_overview_norm_ratio": 1.0330511436084022, "readback_overview_relative_l2": 0.0915648497494334, "readback_raw_cosine": 0.9917765587196306, "readback_raw_norm_ratio": 1.051615930312007, "readback_raw_relative_l2": 0.14037176783159258, "rms_contrast": 0.19496431248762497 }, { "condition": "unrelated", "weight": 0.5, "groups": 7, "dynamic_range": 0.9178116479888558, "mse_to_pixel_blend": 0.0005652806704050366, "mse_to_recalled": 0.03542476191129347, "mse_to_working": 0.037490467986296905, "overview_norm": 699.8300678764643, "overview_norm_ratio_to_recalled": 0.9554334130765786, "raw_norm": 9096.933345100791, "raw_norm_ratio_to_recalled": 0.9362516149348054, "readback_image_mse": 0.00011687590782331727, "readback_overview_cosine": 0.9924722156302896, "readback_overview_norm_ratio": 1.0444905679384138, "readback_overview_relative_l2": 0.1320630210218034, "readback_raw_cosine": 0.9843636098141622, "readback_raw_norm_ratio": 1.0709224890307183, "readback_raw_relative_l2": 0.19444322225668376, "rms_contrast": 0.1753771956282963 }, { "condition": "unrelated", "weight": 0.75, "groups": 7, "dynamic_range": 0.9286848957916456, "mse_to_pixel_blend": 0.0005448028374895524, "mse_to_recalled": 0.08914551107141837, "mse_to_working": 0.0069035677041759, "overview_norm": 708.8249031149436, "overview_norm_ratio_to_recalled": 0.9677408818594192, "raw_norm": 9262.465415319351, "raw_norm_ratio_to_recalled": 0.9533372771568028, "readback_image_mse": 0.00015714674694341583, "readback_overview_cosine": 0.9962979422381448, "readback_overview_norm_ratio": 1.0332050241577122, "readback_overview_relative_l2": 0.09289761932775388, "readback_raw_cosine": 0.9915846351784586, "readback_raw_norm_ratio": 1.051885237690083, "readback_raw_relative_l2": 0.14155861655795685, "rms_contrast": 0.19705410868947495 }, { "condition": "unrelated", "weight": 1, "groups": 7, "dynamic_range": 0.9577340462045478, "mse_to_pixel_blend": 0, "mse_to_recalled": 0.14356933711295622, "mse_to_working": 0, "overview_norm": 734.283948945039, "overview_norm_ratio_to_recalled": 1.0025155583285066, "raw_norm": 9732.581116142375, "raw_norm_ratio_to_recalled": 1.0018593066098265, "readback_image_mse": 0.00023402032940322923, "readback_overview_cosine": 0.9999353729163988, "readback_overview_norm_ratio": 0.9998470963752014, "readback_overview_relative_l2": 0.011139175656326376, "readback_raw_cosine": 0.9982717895983232, "readback_raw_norm_ratio": 1.000236272142525, "readback_raw_relative_l2": 0.05586503480226444, "rms_contrast": 0.2307712235422088 } ]
context response	[ { "weight": 0, "groups": 7, "image_mse": 0, "image_rms": 0, "requests_above_numerical_floor": 0 }, { "weight": 0.25, "groups": 7, "image_mse": 0.005529612034553523, "image_rms": 0.07341848933979216, "requests_above_numerical_floor": 12 }, { "weight": 0.5, "groups": 7, "image_mse": 0.03185929960873808, "image_rms": 0.1758732771155562, "requests_above_numerical_floor": 12 }, { "weight": 0.75, "groups": 7, "image_mse": 0.08015782795718043, "image_rms": 0.2786805399935419, "requests_above_numerical_floor": 12 }, { "weight": 1, "groups": 7, "image_mse": 0.12226987435265706, "image_rms": 0.3446612825242424, "requests_above_numerical_floor": 12 } ]
groups	[ { "triplet_index": 0, "generated_requests": 0, "conditions": [ { "condition": "context", "weight": 0, "requests": 0, "mse_to_pixel_blend": null, "mse_to_recalled": null, "mse_to_working": null, "readback_image_mse": null, "rms_contrast": null, "dynamic_range": null, "readback_raw_cosine": null, "readback_raw_relative_l2": null, "readback_overview_cosine": null, "readback_overview_relative_l2": null, "raw_norm": null, "overview_norm": null, "raw_norm_ratio_to_recalled": null, "overview_norm_ratio_to_recalled": null, "readback_raw_norm_ratio": null, "readback_overview_norm_ratio": null }, { "condition": "context", "weight": 0.25, "requests": 0, "mse_to_pixel_blend": null, "mse_to_recalled": null, "mse_to_working": null, "readback_image_mse": null, "rms_contrast": null, "dynamic_range": null, "readback_raw_cosine": null, "readback_raw_relative_l2": null, "readback_overview_cosine": null, "readback_overview_relative_l2": null, "raw_norm": null, "overview_norm": null, "raw_norm_ratio_to_recalled": null, "overview_norm_ratio_to_recalled": null, "readback_raw_norm_ratio": null, "readback_overview_norm_ratio": null }, { "condition": "context", "weight": 0.5, "requests": 0, "mse_to_pixel_blend": null, "mse_to_recalled": null, "mse_to_working": null, "readback_image_mse": null, "rms_contrast": null, "dynamic_range": null, "readback_raw_cosine": null, "readback_raw_relative_l2": null, "readback_overview_cosine": null, "readback_overview_relative_l2": null, "raw_norm": null, "overview_norm": null, "raw_norm_ratio_to_recalled": null, "overview_norm_ratio_to_recalled": null, "readback_raw_norm_ratio": null, "readback_overview_norm_ratio": null }, { "condition": "context", "weight": 0.75, "requests": 0, "mse_to_pixel_blend": null, "mse_to_recalled": null, "mse_to_working": null, "readback_image_mse": null, "rms_contrast": null, "dynamic_range": null, "readback_raw_cosine": null, "readback_raw_relative_l2": null, "readback_overview_cosine": null, 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"mse_to_recalled": null, "mse_to_working": null, "readback_image_mse": null, "rms_contrast": null, "dynamic_range": null, "readback_raw_cosine": null, "readback_raw_relative_l2": null, "readback_overview_cosine": null, "readback_overview_relative_l2": null, "raw_norm": null, "overview_norm": null, "raw_norm_ratio_to_recalled": null, "overview_norm_ratio_to_recalled": null, "readback_raw_norm_ratio": null, "readback_overview_norm_ratio": null } ], "context_response": [ { "weight": 0, "requests": 0, "image_mse": null, "image_rms": null, "above_numerical_floor": 0 }, { "weight": 0.25, "requests": 0, "image_mse": null, "image_rms": null, "above_numerical_floor": 0 }, { "weight": 0.5, "requests": 0, "image_mse": null, "image_rms": null, "above_numerical_floor": 0 }, { "weight": 0.75, "requests": 0, "image_mse": null, "image_rms": null, "above_numerical_floor": 0 }, { "weight": 1, "requests": 0, "image_mse": null, "image_rms": null, "above_numerical_floor": 0 } ] }, { "triplet_index": 1, "generated_requests": 2, "conditions": [ { "condition": "context", "weight": 0, "requests": 2, "mse_to_pixel_blend": 0, "mse_to_recalled": 0, "mse_to_working": 0.2434374609866133, "readback_image_mse": 0.00016980341599499477, "rms_contrast": 0.3011170614669113, "dynamic_range": 0.9893090561963618, "readback_raw_cosine": 0.9980159039911216, "readback_raw_relative_l2": 0.06300274801065743, "readback_overview_cosine": 0.999856996590697, "readback_overview_relative_l2": 0.016915457984651407, "raw_norm": 9949.88792877577, "overview_norm": 744.0945260278032, "raw_norm_ratio_to_recalled": 1, "overview_norm_ratio_to_recalled": 1, "readback_raw_norm_ratio": 1.0002722009923577, "readback_overview_norm_ratio": 0.9994744391172834 }, { "condition": "context", "weight": 0.25, "requests": 2, "mse_to_pixel_blend": 0.0020093653040387433, "mse_to_recalled": 0.008920787449844566, "mse_to_working": 0.16385319460539696, "readback_image_mse": 0.00014279656812152098, "rms_contrast": 0.24350364744023273, "dynamic_range": 0.978256231173873, "readback_raw_cosine": 0.983376731954668, "readback_raw_relative_l2": 0.21143902672724044, "readback_overview_cosine": 0.9925856653166638, "readback_overview_relative_l2": 0.1363033597591128, "raw_norm": 9134.406651405576, "overview_norm": 702.605586818896, "raw_norm_ratio_to_recalled": 0.9180411595379114, "overview_norm_ratio_to_recalled": 0.9442423808297752, "readback_raw_norm_ratio": 1.0917107477264312, "readback_overview_norm_ratio": 1.05426960871975 }, { "condition": "context", "weight": 0.5, "requests": 2, "mse_to_pixel_blend": 0.0011452267682241014, "mse_to_recalled": 0.05991189235105488, "mse_to_working": 0.06409729167895513, "readback_image_mse": 0.0001791609958156967, "rms_contrast": 0.1957615629800493, "dynamic_range": 0.9767564488574862, "readback_raw_cosine": 0.9641506391612814, "readback_raw_relative_l2": 0.3124393382506307, "readback_overview_cosine": 0.9835787744345562, "readback_overview_relative_l2": 0.20213051820068037, "raw_norm": 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0.956582038797369, "overview_norm_ratio_to_recalled": 0.9778685621149648, "readback_raw_norm_ratio": 1.0531023390159344, "readback_overview_norm_ratio": 1.033117058745093 }, { "condition": "unrelated", "weight": 1, "requests": 2, "mse_to_pixel_blend": 0, "mse_to_recalled": 0.16703810778694458, "mse_to_working": 0, "readback_image_mse": 0.00005175847338829794, "rms_contrast": 0.24770325880144853, "dynamic_range": 0.8914163932204247, "readback_raw_cosine": 0.999482683597114, "readback_raw_relative_l2": 0.0321655507904395, "readback_overview_cosine": 0.9999308024981736, "readback_overview_relative_l2": 0.011765745178728635, "raw_norm": 9527.27668065534, "overview_norm": 741.1753194922958, "raw_norm_ratio_to_recalled": 1.007215482480629, "overview_norm_ratio_to_recalled": 1.0137737718336295, "readback_raw_norm_ratio": 0.9999900968500484, "readback_overview_norm_ratio": 0.9997245398835952 } ], "context_response": [ { "weight": 0, "requests": 2, "image_mse": 0, "image_rms": 0, "above_numerical_floor": 0 }, { "weight": 0.25, "requests": 2, "image_mse": 0.005441967793867866, "image_rms": 0.07376969427798834, "above_numerical_floor": 2 }, { "weight": 0.5, "requests": 2, "image_mse": 0.030087637481846615, "image_rms": 0.17345788388495523, "above_numerical_floor": 2 }, { "weight": 0.75, "requests": 2, "image_mse": 0.07350771504995972, "image_rms": 0.27112306255639657, "above_numerical_floor": 2 }, { "weight": 1, "requests": 2, "image_mse": 0.11161778544695868, "image_rms": 0.3340924803807453, "above_numerical_floor": 2 } ] } ]
response floor	{ "rms": 0.00392156862745098, "purpose": "Numerical response annotation, not semantic usefulness or a quality gate" }
aggregation	Two cues are averaged within each source triplet; available triplets receive equal weight. Refusals remain counted and are not imputed.
interpretation	Descriptive distances and cycle consistency do not establish coherence, creativity, semantic association or novelty. Source endpoints do not cover all retained memories.

Results and visual artifacts

Open a figure for its input, comparison, and result. Click an image to enlarge it.

A working-image weight of 0% returns recalled memory alone; 100% returns working content alone. Intermediate columns show the decoded VSA combination. Pixel blends and round-trip images are comparisons, not correct answers. Photographs are shown without contrast adjustment. This public record includes 2 of 17 saved figures: summary comparisons and fixed examples, including every figure referenced by the guide. Reported aggregates include every case; individual records and complete outputs remain in the research archive.

Every cue and both halfway combinations

Group 2: center cue

Limits and next question

Equal native canvas dimensions do not align objects. Context and weights are supplied; no persona or semantic scene organization is learned. A different picture, or a stable round trip, does not establish useful imagination. Refusals and incompatible recalls remain in the record.

Next question. The proposed next test asks whether current context can influence which remembered content becomes active or is selected. This has not been evaluated here; no full persona or semantic scene organizer is claimed.

Inspect the evidence

Download the methods and measurements for this experiment. Large training and saved-state files are not included.