HarmonicMLX

as donto believed on

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

HarmonicMLX has 37 facts recorded in Dontopedia across 17 references, with 1 live disagreement.

37 facts·28 predicates·17 sources·1 in dispute

Mostly:rdf:type(5), presupposes reference implementation(1), references(1)

Inbound mentions (19)

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.

`hasRelevanceTo`Has Relevance to(2)

Per Token Spectral Coefficientsex:per-token-spectral-coefficients
Syncattentionex:syncattention

`partOf`Part of(2)

Academic+textbookex:academic+textbook
Lohe Ffn Attention Pathex:lohe-ffn-attention-path

`partOfProject`Part of Project(2)

Infer Resonant Pyex:infer-resonant-py
Kickmodelex:kickmodel

`contextInPath`Context in Path(1)

Claudeex:claude

`contributorTo`Contributor to(1)

Xenonfunex:xenonfun

`developsMLModel`Develops ML Model(1)

Xenonfunex:xenonfun

`focusesOnMlParity`Focuses on ML Parity(1)

Sessionex:session

`implicatesModelTraining`Implicates Model Training(1)

Xenonfunex:xenonfun

`is`Is(1)

Advancedex:advanced

`:isMandatoryIn`:is Mandatory in(1)

Rotational Adamwex:rotational-adamw

`isRepoFor`Is Repo for(1)

Github Monumentalsystems Harmonicmlxex:github-monumentalsystems-harmonicmlx

`measuresParityWith`Measures Parity With(1)

Harmonicmlx Parity Metricex:harmonicmlx-parity-metric

`ownsRepo`Owns Repo(1)

Monumental Systemsex:monumental-systems

`performedOn`Performed on(1)

Dyn H4 Auditex:dyn-h4-audit

`plansToAudit`Plans to Audit(1)

Xenonfunex:xenonfun

`testsModel`Tests Model(1)

Xenonfunex:xenonfun

Other facts (32)

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.

32 facts

Predicate	Value	Ref
Rdf:type	Software System	[12]
Rdf:type	Project	[13]
Rdf:type	Repository	[14]
Rdf:type	Software Library	[16]
Rdf:type	Software System	[17]
Presupposes Reference Implementation	Harmonic Gpt	[1]
References	Harmonic Gpt	[1]
Could Add Option	Per Token Coeffs Option	[2]
Spectral Attention Uses	Global Coefficients	[2]
Is Linear Complexity Library	O(T)	[2]
Uses Cl100k	Cl100k	[3]
Is Investigated in Context	null	[4]
Git Branch	main	[5]
Hosts	Tokenizerless Phase Stream Plan Md	[6]
Uses Dense Arrays for	Attention Ffn State	[7]
Operates in	Dense Mode	[7]
Presupposes Use Case Context	User Use Case	[7]
Has Adjacency Matrix	null	[8]
Includes Academic Textbook	academic+textbook	[9]
Audited Against	Dyn H4	[10]
Has Main Title	HarmonicMLX	[11]
Focuses on	oscillators, fields, geometry	[11]
Targets Hardware	Apple Silicon	[11]
Has Subtitle	Manifold-Native Sequence Modeling — Oscillators, Fields & Geometry on Apple Silicon	[11]
Operates in Mode	Dense Mode	[15]
Attention Uses	dense arrays	[15]
Ffn Uses	dense arrays	[15]
State Uses	dense arrays	[15]
Structure Type	algorithmically-structured	[15]
Is Not Sparse Tensor Native	true	[15]
Has Feature	Adjacency Matrix	[16]
Has Evaluation Strategy	Lazy Evaluation	[16]

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.

37 undated

—

presupposesReferenceImplementationblah/watt-activation/part-106

ex:harmonic-gpt

—

referencesblah/watt-activation/part-106

ex:harmonic-gpt

—

couldAddOptionblah/watt-activation/part-115

ex:per-token-coeffs-option

—

spectralAttentionUsesblah/watt-activation/part-115

ex:global-coefficients

—

isLinearComplexityLibraryblah/watt-activation/part-115

O(T)

—

usesCl100kblah/watt-activation/part-167

ex:cl100k

—

isInvestigatedInContextblah/watt-activation/part-237

null

—

gitBranchblah/watt-activation/part-248

main

—

hostsblah/watt-activation/part-266

ex:tokenizerless-phase-stream-plan-md

—

usesDenseArraysForblah/watt-activation/part-263

ex:attention-ffn-state

—

operatesInblah/watt-activation/part-263

ex:dense-mode

—

presupposesUseCaseContextblah/watt-activation/part-263

ex:user-use-case

—

hasAdjacencyMatrixblah/watt-activation/part-449

null

—

includesAcademicTextbookblah/watt-activation/part-631

academic+textbook

—

auditedAgainstblah/watt-activation/part-423

ex:dyn-h4

—

hasMainTitleblah/watt-activation/part-429

HarmonicMLX

—

focusesOnblah/watt-activation/part-429

oscillators, fields, geometry

—

targetsHardwareblah/watt-activation/part-429

ex:apple-silicon

—

hasSubtitleblah/watt-activation/part-429

Manifold-Native Sequence Modeling — Oscillators, Fields & Geometry on Apple Silicon

—

typeblah/random/39

ex:SoftwareSystem

—

labelblah/random/39

HarmonicMLX

—

labelblah/watt-activation/118

HarmonicMLX

—

typeblah/watt-activation/118

ex:Project

—

typeblah/watt-activation/258

ex:Repository

—

labelblah/watt-activation/261

HarmonicMLX

—

operatesInModeblah/watt-activation/261

ex:dense-mode

—

attentionUsesblah/watt-activation/261

dense arrays

—

ffnUsesblah/watt-activation/261

dense arrays

—

stateUsesblah/watt-activation/261

dense arrays

—

structureTypeblah/watt-activation/261

algorithmically-structured

—

isNotSparseTensorNativeblah/watt-activation/261

true

—

typeblah/watt-activation/447

ex:SoftwareLibrary

—

labelblah/watt-activation/447

HarmonicMLX

—

hasFeatureblah/watt-activation/447

ex:adjacency-matrix

—

hasEvaluationStrategyblah/watt-activation/447

ex:lazy-evaluation

—

typeblah/watt-activation/454

ex:SoftwareSystem

—

labelblah/watt-activation/454

HarmonicMLX

References (17)

17 references

[1]Part 1062 facts
ctx:discord/blah/watt-activation/part-106
[2]Part 1153 facts
ctx:discord/blah/watt-activation/part-115
[3]Part 1671 fact
ctx:discord/blah/watt-activation/part-167
[4]Part 2371 fact
ctx:discord/blah/watt-activation/part-237
[5]Part 2481 fact
ctx:discord/blah/watt-activation/part-248
[6]Part 2661 fact
ctx:discord/blah/watt-activation/part-266
[7]Part 2633 facts
ctx:discord/blah/watt-activation/part-263
[8]Part 4491 fact
ctx:discord/blah/watt-activation/part-449
[9]Part 6311 fact
ctx:discord/blah/watt-activation/part-631
[10]Part 4231 fact
ctx:discord/blah/watt-activation/part-423
[11]Part 4294 facts
ctx:discord/blah/watt-activation/part-429
[12]392 facts
ctx:discord/blah/random/39
- full textrandom-39
  text/plain3 KBdoc:agent/random-39/da7f084c-664e-45da-a8b0-82152394df70
  Show excerpt
  [2026-03-19 00:22] xenonfun: ## HelmholtzDynamics is the more architecturally interesting piece. Here's what it does and why it matters for your existing system. ``` What you have now: Each attention head has a single decay rate γ — one l…
[13]1182 facts
ctx:discord/blah/watt-activation/118
- full textwatt-activation-118
  text/plain3 KBdoc:agent/watt-activation-118/ed79098d-1144-44f5-9941-e6b2b9c1caa7
  Show excerpt
  [2026-03-08 23:43] xenonfun: Code Changes (3 important patterns) 1. Fused QKV projection in SpectralAttention - Separate q_proj, k_proj, v_proj → single qkv_proj = Linear(d_model, 3 * d_model). One matmul instead of three. We should po…
[14]2581 fact
ctx:discord/blah/watt-activation/258
- full textwatt-activation-258
  text/plain3 KBdoc:agent/watt-activation-258/f49597e9-7ccc-4374-b019-f99f5ba153ea
  Show excerpt
  [2026-03-12 16:15] xenonfun: ``` Where I'd push back: Codex is critiquing the rhetoric more than the architecture. The claim isn't "text is fundamentally phase-based" — it's "we can project text into a phase-valued latent space and u…
[15]2617 facts
ctx:discord/blah/watt-activation/261
- full textwatt-activation-261
  text/plain2 KBdoc:agent/watt-activation-261/cff3e001-d69b-4ec5-ad12-55031acbf11e
  Show excerpt
  [2026-03-13 01:44] xenonfun: ``` • Almost all of it is the learned position embedding. Breakdown for the current lohe_spherical + lohe_v3 run at d=832, L=6, vocab=8192, seq=131072: - pos_emb: 109,051,904 params, 87.23% - attention b…
[16]4474 facts
ctx:discord/blah/watt-activation/447
- full textwatt-activation-447
  text/plain2 KBdoc:agent/watt-activation-447/eb6b6320-13b6-4a43-9fc0-605d1212edf9
  Show excerpt
  [2026-03-21 02:19] xenonfun: ``` ⏺ All phases complete. Here's the summary: Versor Extraction — Complete 20/20 tests pass, 686/686 full suite clean. What succeeded ┌───────────────────────────────┬───────────────────────────────…
[17]4542 facts
ctx:discord/blah/watt-activation/454
- full textwatt-activation-454
  text/plain3 KBdoc:agent/watt-activation-454/4f6603bc-7db5-4694-932b-2c38bbe4bc5b
  Show excerpt
  [2026-03-21 06:17] xenonfun: Back to Rust ``` 1 - [project_vision.md](project_vision.md) — HarmonicRust replaces Python HarmonicMLX + Phase Hub with Rust 2 - [user_profile.md](user_profile.md) — User builds novel manifold-based ML architect…

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HarmonicMLX

Inbound mentions (19)

hasRelevanceToHas Relevance to(2)

partOfPart of(2)

partOfProjectPart of Project(2)

contextInPathContext in Path(1)

contributorToContributor to(1)

developsMLModelDevelops ML Model(1)

focusesOnMlParityFocuses on ML Parity(1)

implicatesModelTrainingImplicates Model Training(1)

isIs(1)

:isMandatoryIn:is Mandatory in(1)

isRepoForIs Repo for(1)

measuresParityWithMeasures Parity With(1)

ownsRepoOwns Repo(1)

performedOnPerformed on(1)

plansToAuditPlans to Audit(1)

testsModelTests Model(1)

Other facts (32)

Timeline

References (17)

See also

Keep researching

`hasRelevanceTo`Has Relevance to(2)

`partOf`Part of(2)

`partOfProject`Part of Project(2)

`contextInPath`Context in Path(1)

`contributorTo`Contributor to(1)

`developsMLModel`Develops ML Model(1)

`focusesOnMlParity`Focuses on ML Parity(1)

`implicatesModelTraining`Implicates Model Training(1)

`is`Is(1)

`:isMandatoryIn`:is Mandatory in(1)

`isRepoFor`Is Repo for(1)

`measuresParityWith`Measures Parity With(1)

`ownsRepo`Owns Repo(1)

`performedOn`Performed on(1)

`plansToAudit`Plans to Audit(1)

`testsModel`Tests Model(1)