ConstellationDecoder

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From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)

ConstellationDecoder has 52 facts recorded in Dontopedia across 12 references, with 7 live disagreements.

52 facts·39 predicates·12 sources·7 in dispute

Mostly:has parameter count(4), rdf:type(4), dominates parameter count(2)

Inbound mentions (11)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`involvesEntity`Involves Entity(2)

Hypothesis Capacity Allocationex:hypothesis-capacity-allocation
Hypothesis Constellation Decoder Specializationex:hypothesis-constellation-decoder-specialization

`conditionalOnDecoder`Conditional on Decoder(1)

K Probes Parameterex:k-probes-parameter

`hasClass`Has Class(1)

Geometric Primitivesex:geometric-primitives

`lacks`Lacks(1)

Model Variant B Cals Onlyex:model-variant-b-cals-only

`mattersOnlyWith`Matters Only With(1)

K Probes Parameterex:k-probes-parameter

`mentionsComponent`Mentions Component(1)

Message 01 44 Statsex:message-01-44-stats

`needsBuilding`Needs Building(1)

Resonant Wireex:resonant-wire

`proposedAsDecoder`Proposed As Decoder(1)

Encoding Tableex:encoding-table

`relevanceCondition`Relevance Condition(1)

Parameter K Probesex:parameter-k-probes

`uses`Uses(1)

Resonant Wireex:resonant-wire

Other facts (49)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

49 facts

Predicate	Value	Ref
Has Parameter Count	32000	[4]
Has Parameter Count	32000	[8]
Has Parameter Count	32000	[9]
Has Parameter Count	23808	[12]
Rdf:type	Design Principle	[7]
Rdf:type	Model Component	[8]
Rdf:type	Mode or Component	[10]
Rdf:type	Model Component	[12]
Dominates Parameter Count	true	[2]
Dominates Parameter Count	Model	[4]
Present in Variants	Model Variant a Global	[6]
Present in Variants	Model Variant C Coherence Gated	[6]
Constitutes Percentage of	94	[8]
Constitutes Percentage of	84	[12]
Part of Model	Model Variant a	[11]
Part of Model	Model Variant C	[11]
Is Most Interesting Part	{}	[1]
Has One Per	Byte	[1]
Avoids	Linear D to 256	[1]
Avoids Flat Projection	{}	[1]
Is Manifold Aware	{}	[1]
Replaces	Linear Readout	[1]
Computes	Hermitian Similarity to Byte Templates	[1]
Computes Hermitian Similarity Between	Output State and 256 Learned Constellation Points	[1]
Has Dimensions	256 × 125	[2]
Param Dominant Component	true	[2]
Constitutes Percentage of Model	94%	[2]
Has Memory Complexity	O(T × 256)	[3]
Implies Vocab Size256	null	[3]
Has Compute Complexity	O(256 × readout_dim)	[3]
Constitutes94 Percent of	Model Parameters	[4]
Exhibits Design Smell	Design Smell	[4]
Dominates Total Params	0.84	[5]
Has Parameters	23808	[5]
Uses Readout Dim	93	[5]
Produces Higher Entropy Outputs on	Synthetic Patterns	[6]
At Expense of	Synthetic Patterns	[6]
Part of	Delta Memory Variants	[6]
Allocates Capacity to	Natural Text Distribution	[6]
Specialized for	Lm Text	[6]
Uses Method	Hermitian Similarity	[7]
Excludes Component	Linear D 256	[7]
Characterized As	most interesting part	[7]
Computation Method	compute Hermitian similarity between the output state and 256 learned constellation points	[7]
Property	manifold-aware rather than a flat projection	[7]
Constitutes Percentage of Model Parameters	94	[9]
Described As	a design smell	[9]
Contrasts	Symmetric Mode	[10]
Has Readout Dimension	256 × 93	[12]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

52 undated

—

isMostInterestingPartblah/watt-activation/part-384

{}

—

hasOnePerblah/watt-activation/part-384

ex:byte

—

avoidsblah/watt-activation/part-384

ex:linear-d-to-256

—

avoidsFlatProjectionblah/watt-activation/part-384

{}

—

isManifoldAwareblah/watt-activation/part-384

{}

—

replacesblah/watt-activation/part-384

ex:linear-readout

—

computesblah/watt-activation/part-384

ex:hermitian-similarity-to-byte-templates

—

computesHermitianSimilarityBetweenblah/watt-activation/part-384

ex:output-state-and-256-learned-constellation-points

—

hasDimensionsblah/watt-activation/part-385

256 × 125

—

paramDominantComponentblah/watt-activation/part-385

true

—

constitutesPercentageOfModelblah/watt-activation/part-385

94%

—

dominatesParameterCountblah/watt-activation/part-385

true

—

hasMemoryComplexityblah/watt-activation/part-401

O(T × 256)

—

impliesVocabSize256blah/watt-activation/part-401

null

—

hasComputeComplexityblah/watt-activation/part-401

O(256 × readout_dim)

—

hasParameterCountblah/watt-activation/part-402

32000

—

dominatesParameterCountblah/watt-activation/part-402

ex:model

—

constitutes94PercentOfblah/watt-activation/part-402

ex:model-parameters

—

exhibitsDesignSmellblah/watt-activation/part-402

ex:design-smell

—

dominatesTotalParamsblah/watt-activation/part-607

0.84

—

hasParametersblah/watt-activation/part-607

23808

—

usesReadoutDimblah/watt-activation/part-607

—

producesHigherEntropyOutputsOnblah/watt-activation/part-606

ex:synthetic-patterns

—

atExpenseOfblah/watt-activation/part-606

ex:synthetic-patterns

—

partOfblah/watt-activation/part-606

ex:delta-memory-variants

—

presentInVariantsblah/watt-activation/part-606

ex:model-variant-a-global

—

presentInVariantsblah/watt-activation/part-606

ex:model-variant-c-coherence-gated

—

allocatesCapacityToblah/watt-activation/part-606

ex:natural-text-distribution

—

specializedForblah/watt-activation/part-606

ex:lm-text

—

typeblah/watt-activation/382

ex:DesignPrinciple

—

usesMethodblah/watt-activation/382

ex:hermitian-similarity

—

excludesComponentblah/watt-activation/382

ex:linear-d-256

—

characterizedAsblah/watt-activation/382

most interesting part

—

computationMethodblah/watt-activation/382

compute Hermitian similarity between the output state and 256 learned constellation points

—

propertyblah/watt-activation/382

manifold-aware rather than a flat projection

—

typeblah/watt-activation/383

ex:ModelComponent

—

labelblah/watt-activation/383

constellation decoder

—

constitutesPercentageOfblah/watt-activation/383

—

hasParameterCountblah/watt-activation/383

32000

—

labelblah/watt-activation/400

ConstellationDecoder

—

constitutesPercentageOfModelParametersblah/watt-activation/400

—

hasParameterCountblah/watt-activation/400

32000

—

describedAsblah/watt-activation/400

a design smell

—

typeblah/watt-activation/406

ex:ModeOrComponent

—

contrastsblah/watt-activation/406

ex:symmetric-mode

—

partOfModelblah/watt-activation/603

ex:model-variant-a

—

partOfModelblah/watt-activation/603

ex:model-variant-c

—

typeblah/watt-activation/604

ex:ModelComponent

—

labelblah/watt-activation/604

Constellation (decoder)

—

hasParameterCountblah/watt-activation/604

23808

—

hasReadoutDimensionblah/watt-activation/604

256 × 93

—

constitutesPercentageOfblah/watt-activation/604

References (12)

12 references

[1]Part 3848 facts
ctx:discord/blah/watt-activation/part-384
[2]Part 3854 facts
ctx:discord/blah/watt-activation/part-385
[3]Part 4013 facts
ctx:discord/blah/watt-activation/part-401
[4]Part 4024 facts
ctx:discord/blah/watt-activation/part-402
[5]Part 6073 facts
ctx:discord/blah/watt-activation/part-607
[6]Part 6067 facts
ctx:discord/blah/watt-activation/part-606
[7]3826 facts
ctx:discord/blah/watt-activation/382
- full textwatt-activation-382
  text/plain3 KBdoc:agent/watt-activation-382/7400f8cd-0f1a-470c-9260-c96918758eae
  Show excerpt
  [2026-03-19 01:37] xenonfun: ⏺ This is gold. Let me check the sweep results while I synthesize the architecture idea: ``` Here's the stripped-down principled design, pulling from the harmonic-gpt findings: "Resonant Wire" — Helmholtz+Cli…
[8]3834 facts
ctx:discord/blah/watt-activation/383
[9]4004 facts
ctx:discord/blah/watt-activation/400
- full textwatt-activation-400
  text/plain2 KBdoc:agent/watt-activation-400/bfd3ae1a-a87b-4ef9-bd0b-548fd78cc0cb
  Show excerpt
  [2026-03-19 05:11] xenonfun: ⏺ The ConstellationDecoder is 94% of the model's parameters (32K of 27K dynamics). That's a design smell. ``` The most elegant option: use the encoding table itself as the decoder. The BPSK table maps each byt…
[10]4062 facts
ctx:discord/blah/watt-activation/406
- full textwatt-activation-406
  text/plain1 KBdoc:agent/watt-activation-406/d69009ec-32be-45d6-b3d2-0b3143e59d42
  Show excerpt
  [2026-03-19 06:36] xenonfun: ⏺ Here's what each knob does: G (groups) = 8 — How many independent oscillator groups. Each group reads a different bit of the byte. More groups = more parallel information channels, but more Givens coupling …
[11]6032 facts
ctx:discord/blah/watt-activation/603
- full textwatt-activation-603
  text/plain3 KBdoc:agent/watt-activation-603/7aa9fa83-a058-43b0-b700-073a69d3e610
  Show excerpt
  [2026-04-10 04:25] xenonfun: ``` ⏺ Now we have real eval results on the trained models. Key observations: Results Summary (10K steps, 50% curriculum, trained model eval) ┌─────────────────┬────────────┬───────────────┬────────────────…
[12]6045 facts
ctx:discord/blah/watt-activation/604
- full textwatt-activation-604
  text/plain2 KBdoc:agent/watt-activation-604/5619f2b9-2e60-495c-a6e6-9fe7ca80a696
  Show excerpt
  [2026-04-10 04:27] xenonfun: ``` From the training output logs, the models we've been testing have 28,525 total parameters: - Constellation (decoder): 23,808 params (256 × 93 readout dim) - Readout: 153 params (mode amplitudes, pro…

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ConstellationDecoder

Inbound mentions (11)

involvesEntityInvolves Entity(2)

conditionalOnDecoderConditional on Decoder(1)

hasClassHas Class(1)

lacksLacks(1)

mattersOnlyWithMatters Only With(1)

mentionsComponentMentions Component(1)

needsBuildingNeeds Building(1)

proposedAsDecoderProposed As Decoder(1)

relevanceConditionRelevance Condition(1)

usesUses(1)

Other facts (49)

Timeline

References (12)

See also

Keep researching

`involvesEntity`Involves Entity(2)

`conditionalOnDecoder`Conditional on Decoder(1)

`hasClass`Has Class(1)

`lacks`Lacks(1)

`mattersOnlyWith`Matters Only With(1)

`mentionsComponent`Mentions Component(1)

`needsBuilding`Needs Building(1)

`proposedAsDecoder`Proposed As Decoder(1)

`relevanceCondition`Relevance Condition(1)

`uses`Uses(1)