wandb

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

wandb has 37 facts recorded in Dontopedia across 24 references, with 3 live disagreements.

37 facts·24 predicates·24 sources·3 in dispute

Mostly:rdf:type(6), used for(2), provides(1)

Inbound mentions (28)

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.

`locatedIn`Located in(2)

Mamba Benchmarkex:mamba-benchmark
Mamba Benchmarkex:mamba-benchmark

`logsTo`Logs to(2)

Gpu Statsex:_gpu_stats
Log Phaseex:_log_phase

`availableAt`Available at(1)

Lambda Statsex:lambda-stats

`comparableVia`Comparable Via(1)

Runsex:runs

`integratesWithWandb`Integrates With Wandb(1)

Wandb Metrics Logging Integrationex:wandb-metrics-logging-integration

`involvesTool`Involves Tool(1)

Wandb Integrationex:wandb-integration

`isProjectName`Is Project Name(1)

Symbiogenesisex:symbiogenesis

`loadsFrom`Loads From(1)

Wandb Replayex:wandb-replay

`loggedBy`Logged by(1)

Training Run 1ex:training-run-1

`makesApiCallsTo`Makes Api Calls to(1)

Metrics Loggerex:_MetricsLogger

`mentionsTool`Mentions Tool(1)

Message 01 42ex:message-01-42

`occursIn`Occurs in(1)

Loggingex:logging

`plansToAskFor`Plans to Ask for(1)

Xenonfunex:xenonfun

`presupposesWandbFunctionality`Presupposes Wandb Functionality(1)

Textex:text

`providesForFree`Provides for Free(1)

Wiring Into Main Trainerex:wiring-into-main-trainer

`referencesExternalBenchmark`References External Benchmark(1)

Mamba Benchmarkex:mamba-benchmark

`referencesWandb`References Wandb(1)

Chatex:chat

`shouldLoadFrom`Should Load From(1)

Pipelineex:pipeline

`specifiesStorageOption`Specifies Storage Option(1)

Pluggable Storage Trait Recommendationex:pluggable-storage-trait-recommendation

`stoppedUsing`Stopped Using(1)

Claudeex:claude

`superiorTo`Superior to(1)

Ajaxs Visualizerex:ajaxs-visualizer

`uses`Uses(1)

Performance Monitoringex:performance-monitoring

`usesService`Uses Service(1)

Log Entry 3ex:log-entry-3

`willAskFor`Will Ask for(1)

Xenonfunex:xenonfun

`willHaveStyleLike`Will Have Style Like(1)

Dashboardex:dashboard

`wiresInWandb`Wires in Wandb(1)

Itex:it

Other facts (30)

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.

30 facts

Predicate	Value	Ref
Rdf:type	Logging Service	[18]
Rdf:type	Software Component	[19]
Rdf:type	Logging Service	[20]
Rdf:type	Logging Tool	[21]
Rdf:type	Platform	[22]
Rdf:type	Tool	[24]
Used for	Monitoring Training Performance	[24]
Used for	Hyperparameter Tuning	[24]
Provides	Lambda Stats	[1]
Lets You Compare	Runs	[1]
Has Entity	null	[2]
Is Logging Tool	true	[3]
Prompts for Login on First Run	null	[4]
References External Platform	Wandb AI	[5]
Logging to Project	Project Harmonic Mlx Multimodal	[6]
Used for Logging	null	[6]
Logs Train Metrics	true	[7]
Logs Gpu Metrics	true	[7]
Is ML Logging Tool	true	[8]
Tracks Project	Harmonic Mlx Multimodal	[8]
Integrated for Logging	Logging	[9]
In Use	Logging	[10]
Needs Reviewer	New Parms Configs	[11]
Handles New Configs Poorly	Needs Reviewer	[11]
Tracks	Shakespeare Training Run	[12]
Is Known Tool	Audience	[13]
Is Reference Style	Multi Run Overlay	[14]
Allows	compare runs	[15]
Prompts for Login	first run	[17]
Supports	Training Performance Monitoring	[24]

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

—

providesblah/watt-activation/part-11

ex:lambda-stats

—

letsYouCompareblah/watt-activation/part-11

ex:runs

—

hasEntityblah/watt-activation/part-217

null

—

isLoggingToolblah/watt-activation/part-224

true

—

promptsForLoginOnFirstRunblah/watt-activation/part-229

null

—

referencesExternalPlatformblah/watt-activation/part-230

ex:wandb-ai

—

loggingToProjectblah/watt-activation/part-244

ex:project-harmonic-mlx-multimodal

—

usedForLoggingblah/watt-activation/part-244

null

—

logsTrainMetricsblah/watt-activation/part-239

true

—

logsGpuMetricsblah/watt-activation/part-239

true

—

isMlLoggingToolblah/watt-activation/part-242

true

—

tracksProjectblah/watt-activation/part-242

ex:harmonic-mlx-multimodal

—

integratedForLoggingblah/watt-activation/part-241

ex:logging

—

inUseblah/watt-activation/part-231

ex:logging

—

needsReviewerblah/watt-activation/part-329

ex:newParmsConfigs

—

handlesNewConfigsPoorlyblah/watt-activation/part-329

ex:needsReviewer

—

tracksblah/watt-activation/part-347

ex:shakespeare-training-run

—

isKnownToolblah/watt-activation/part-385

ex:audience

—

isReferenceStyleblah/watt-activation/part-306

ex:multi-run-overlay

—

labelblah/watt-activation/11

wandb

—

allowsblah/watt-activation/11

compare runs

—

labelblah/watt-activation/89

wandb

—

labelblah/watt-activation/228

wandb

—

promptsForLoginblah/watt-activation/228

first run

—

typeblah/watt-activation/238

ex:LoggingService

—

typeblah/watt-activation/240

ex:SoftwareComponent

—

typeblah/watt-activation/243

ex:LoggingService

—

labelblah/watt-activation/243

wandb

—

typeblah/watt-activation/383

ex:LoggingTool

—

labelblah/watt-activation/383

wandb

—

typeblah/watt-activation/387

ex:Platform

—

labelblah/watt-activation/458

WandB

—

typebeam/bef29027-dfe0-42d6-ae06-44651642c579

ex:Tool

—

labelbeam/bef29027-dfe0-42d6-ae06-44651642c579

Wandb

—

used-forbeam/bef29027-dfe0-42d6-ae06-44651642c579

ex:monitoring-training-performance

—

used-forbeam/bef29027-dfe0-42d6-ae06-44651642c579

ex:hyperparameter-tuning

—

supportsbeam/bef29027-dfe0-42d6-ae06-44651642c579

ex:training-performance-monitoring

References (24)

24 references

[1]Part 112 facts
ctx:discord/blah/watt-activation/part-11
[2]Part 2171 fact
ctx:discord/blah/watt-activation/part-217
[3]Part 2241 fact
ctx:discord/blah/watt-activation/part-224
[4]Part 2291 fact
ctx:discord/blah/watt-activation/part-229
[5]Part 2301 fact
ctx:discord/blah/watt-activation/part-230
[6]Part 2442 facts
ctx:discord/blah/watt-activation/part-244
[7]Part 2392 facts
ctx:discord/blah/watt-activation/part-239
[8]Part 2422 facts
ctx:discord/blah/watt-activation/part-242
[9]Part 2411 fact
ctx:discord/blah/watt-activation/part-241
[10]Part 2311 fact
ctx:discord/blah/watt-activation/part-231
[11]Part 3292 facts
ctx:discord/blah/watt-activation/part-329
[12]Part 3471 fact
ctx:discord/blah/watt-activation/part-347
[13]Part 3851 fact
ctx:discord/blah/watt-activation/part-385
[14]Part 3061 fact
ctx:discord/blah/watt-activation/part-306
[15]112 facts
ctx:discord/blah/watt-activation/11
- full textwatt-activation-11
  text/plain3 KBdoc:agent/watt-activation-11/df3149bc-65c2-4ef8-baa7-51b2b1a934e4
  Show excerpt
  [2026-02-27 11:49] xenonfun: ``` │ Kuramoto as Coordination, Not Computation — Implementation Plan …
[16]891 fact
ctx:discord/blah/watt-activation/89
- full textwatt-activation-89
  text/plain3 KBdoc:agent/watt-activation-89/8170e63d-0d04-4a04-bcdb-f7eb20335f34
  Show excerpt
  [2026-03-07 22:07] xenonfun: we are adding 2 more tokens to it just to make things easy for our code and not have to refactor. [2026-03-07 22:08] lisamegawatts: CustomModelMLXConversion/fineweb_edu/ [2026-03-07 22:08] lisamegawatts: (files…
[17]2282 facts
ctx:discord/blah/watt-activation/228
- full textwatt-activation-228
  text/plain3 KBdoc:agent/watt-activation-228/218c4ece-61aa-47aa-a16e-b77f7f994d5f
  Show excerpt
  [2026-03-11 05:23] xenonfun: ⏺ It is, and the math backs it up cleanly. What the network discovered spontaneously is essentially a depth-wise DFT — the same decomposition that LoheFFNv3 uses within each block (ring → DFT modes), but now o…
[18]2381 fact
ctx:discord/blah/watt-activation/238
- full textwatt-activation-238
  text/plain3 KBdoc:agent/watt-activation-238/a43afd2d-efa2-4c30-b5bc-f79e833271ce
  Show excerpt
  [2026-03-12 02:11] xenonfun: ``` Mode: raw temp=0.8 top_k=40 rep_penalty=1.1 stop=eos=1 [compiled] Prompt: 'The theory of quantum mechanics explains' ──────────────────────────────────────────────────────────── The theory of quantum me…
[19]2401 fact
ctx:discord/blah/watt-activation/240
- full textwatt-activation-240
  text/plain3 KBdoc:agent/watt-activation-240/5c70b9df-77dc-4d9b-868f-123e45914e70
  Show excerpt
  [2026-03-12 04:08] xenonfun: ``` ⏺ All 3 phases passed, dashboard generated. Here's what it shows: Top-left (Loss by Modality): Text-only loss drops dramatically (9 → ~5) since pretrained blocks already know language. Image-text and audi…
[20]2432 facts
ctx:discord/blah/watt-activation/243
- full textwatt-activation-243
  text/plain3 KBdoc:agent/watt-activation-243/14f8ddd1-c20c-4aa1-99ee-73dc849eba12
  Show excerpt
  [2026-03-12 05:04] xenonfun: ⏺ While we wait for the image data to re-prep, let me summarize the issues found and fixed: Problems found: 1. tok/s inflated — was averaging all modality step times but computing tokens as bs*seq which onl…
[21]3832 facts
ctx:discord/blah/watt-activation/383
[22]3871 fact
ctx:discord/blah/watt-activation/387
- full textwatt-activation-387
  text/plain3 KBdoc:agent/watt-activation-387/0a69dab9-94d9-4469-85cf-d33e54dafda1
  Show excerpt
  [2026-03-19 02:24] xenonfun: ``` ⏺ The contrast is stark: ┌────────────────────┬────────┬───────────┬─────────────┐ │ Model │ Params │ FLOPs/tok │ vs Resonant │ ├────────────────────┼────────┼───────────┼─────────────┤ …
[23]4581 fact
ctx:discord/blah/watt-activation/458
- full textwatt-activation-458
  text/plain2 KBdoc:agent/watt-activation-458/de149b38-35c3-463f-b547-cd05f36c46d2
  Show excerpt
  [2026-03-21 14:35] xenonfun: --- ## NEEDS TESTING (builds, untested) - [ ] LoheSphericalComplexAttention (lohe_complex.rs) - [ ] LoheSphericalComplexSplitAttention (lohe_complex_split.rs) - [ ] QuaternionEncoder (quaternion_enc.rs) - [ ] …
[24]Bef29027 Dfe0 42d6 Ae06 44651642c5795 facts
ctx:claims/beam/bef29027-dfe0-42d6-ae06-44651642c579

Keep researching

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wandb

Inbound mentions (28)

locatedInLocated in(2)

logsToLogs to(2)

availableAtAvailable at(1)

comparableViaComparable Via(1)

integratesWithWandbIntegrates With Wandb(1)

involvesToolInvolves Tool(1)

isProjectNameIs Project Name(1)

loadsFromLoads From(1)

loggedByLogged by(1)

makesApiCallsToMakes Api Calls to(1)

mentionsToolMentions Tool(1)

occursInOccurs in(1)

plansToAskForPlans to Ask for(1)

presupposesWandbFunctionalityPresupposes Wandb Functionality(1)

providesForFreeProvides for Free(1)

referencesExternalBenchmarkReferences External Benchmark(1)

referencesWandbReferences Wandb(1)

shouldLoadFromShould Load From(1)

specifiesStorageOptionSpecifies Storage Option(1)

stoppedUsingStopped Using(1)

superiorToSuperior to(1)

usesUses(1)

usesServiceUses Service(1)

willAskForWill Ask for(1)

willHaveStyleLikeWill Have Style Like(1)

wiresInWandbWires in Wandb(1)

Other facts (30)

Timeline

References (24)

See also

Keep researching

`locatedIn`Located in(2)

`logsTo`Logs to(2)

`availableAt`Available at(1)

`comparableVia`Comparable Via(1)

`integratesWithWandb`Integrates With Wandb(1)

`involvesTool`Involves Tool(1)

`isProjectName`Is Project Name(1)

`loadsFrom`Loads From(1)

`loggedBy`Logged by(1)

`makesApiCallsTo`Makes Api Calls to(1)

`mentionsTool`Mentions Tool(1)

`occursIn`Occurs in(1)

`plansToAskFor`Plans to Ask for(1)

`presupposesWandbFunctionality`Presupposes Wandb Functionality(1)

`providesForFree`Provides for Free(1)

`referencesExternalBenchmark`References External Benchmark(1)

`referencesWandb`References Wandb(1)

`shouldLoadFrom`Should Load From(1)

`specifiesStorageOption`Specifies Storage Option(1)

`stoppedUsing`Stopped Using(1)

`superiorTo`Superior to(1)

`uses`Uses(1)

`usesService`Uses Service(1)

`willAskFor`Will Ask for(1)

`willHaveStyleLike`Will Have Style Like(1)

`wiresInWandb`Wires in Wandb(1)