metal
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-19.)
metal has 41 facts recorded in Dontopedia across 30 references, with 4 live disagreements.
41 facts·25 predicates·30 sources·4 in dispute
Mostly:rdf:type(8), is apple gpu framework(3), apple gpu framework(2)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (49)
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.
madeOfMade of(3)
- Portable Smoker Prototype
ex:portable-smoker-prototype - Reusable Cutlery
ex:reusable-cutlery - Straws
ex:straws
excludesExcludes(2)
- Cpu Scalar Path
ex:cpu-scalar-path - Test Config Cross Platform No Metal Resonate
ex:test-config-cross-platform-no-metal-resonate
abstractsAbstracts(1)
- Gpubackend Trait
ex:gpubackend-trait
accountsForFeedingAccounts for Feeding(1)
- Clean Start Server
ex:clean-start-server
areHardwareAcceleratedOnAre Hardware Accelerated on(1)
- Cos Sin Ops
ex:cos-sin-ops
avoidsResourceLimitsAvoids Resource Limits(1)
- Concat Approach
ex:concat-approach
canBeCan Be(1)
- Buckles Fittings
ex:buckles-fittings
causeOverheadCause Overhead(1)
- Dispatches
ex:dispatches
comparedToCompared to(1)
- Wgpu
ex:wgpu
comparesCompares(1)
- Metal Vs Amx Comparison
ex:metal-vs-amx-comparison
compilesBackendForCompiles Backend for(1)
- Metal Gpu Feature
ex:metal-gpu-feature
doesNotDispatchToDoes Not Dispatch to(1)
- Wave Native Accel Sgemm
ex:wave-native-accel-sgemm
dominatesPerformanceDominates Performance(1)
- Launch Overhead
ex:launch-overhead
excludesComparisonToExcludes Comparison to(1)
- Rust Accelerate Amx Benchmark
ex:rust-accelerate-amx-benchmark
excludesTechnologyExcludes Technology(1)
- Cross Platform Support
ex:cross-platform-support
hasBodyMaterialHas Body Material(1)
- Lumiy Lightli Floor Lamp
ex:lumiy-lightli-floor-lamp
hasExistingBlocksForHas Existing Blocks for(1)
- Compute Rs Dispatch Layer
ex:compute-rs-dispatch-layer
hasHotShoeMaterialHas Hot Shoe Material(1)
- Godox V1
ex:godox-v1
hasMaterialHas Material(1)
- Coffee Table
ex:coffee-table
hasResourceTypeHas Resource Type(1)
- Resource Management
ex:resource-management
hasTechnologyHas Technology(1)
- Metal Gflops
ex:metal-gflops
hitsResourceLimitsHits Resource Limits(1)
- At Scatter Operation
ex:at-scatter-operation
includesIncludes(1)
- Test Config Core Metal Symbiogenesis Resonate
ex:test-config-core-metal-symbiogenesis-resonate
incursHitIncurs Hit(1)
- Wgpu
ex:wgpu
isIs(1)
- Nail
ex:nail
isFullyParallelOnIs Fully Parallel on(1)
- Gamma Scaled Cumsum Trick
ex:gamma-scaled-cumsum-trick
isSuperiorToMetalIs Superior to Metal(1)
- Amx
ex:amx
killsMetalPerformanceKills Metal Performance(1)
- 1ms Overhead Per Call
ex:1ms-overhead-per-call
lacksMetalPathLacks Metal Path(1)
- Wavenativelm
ex:wavenativelm
materialCompositionMaterial Composition(1)
- Siri Box
ex:siri-box
:mentionsHardware:mentions Hardware(1)
- Xenonfun
ex:xenonfun
onMetalOn Metal(1)
- Cumsum Scan
ex:cumsum-scan
onPlatformOn Platform(1)
- Bfloat16 Vs Fp32
ex:bfloat16-vs-fp32
performedOnPerformed on(1)
- Versor Phase 3
ex:versor-phase-3
potentiallyFasterOnMetalPotentially Faster on Metal(1)
- Quantization
ex:quantization
presupposesMetalFrameworkPresupposes Metal Framework(1)
- Gpu Decode Pipeline
ex:gpu-decode-pipeline
referencesMetalApiReferences Metal Api(1)
- Akan M32 Scaling
ex:akan-m32-scaling
requiresRequires(1)
- Per Token Group Parallelism
ex:per-token-group-parallelism
runsOnRuns on(1)
- Current Algo
ex:current-algo
runsUnderRuns Under(1)
- Mlx Community Glm 4 7 Flash Claude Opus 4 5 High Reasoning Distill 8bit
ex:mlx-community-glm-4-7-flash-claude-opus-4-5-high-reasoning-distill-8bit
supportsTechnologySupports Technology(1)
- M Series Hardware
ex:m-series-hardware
targetsPlatformTargets Platform(1)
- Priority Item 3
ex:priority-item-3
typicallyMadeOfTypically Made of(1)
- Aboriginal Breastplates
ex:aboriginal-breastplates
usesApiUses Api(1)
- Gpu Acceleration
ex:gpu-acceleration
usesSingleCommandBufferUses Single Command Buffer(1)
- Forward Batched Resident
ex:forward-batched-resident
withoutMetalDependencyWithout Metal Dependency(1)
- Cross Platform Support
ex:cross-platform-support
Other facts (35)
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.
35 facts
| Predicate | Value | Ref |
|---|---|---|
| Rdf:type | Software Framework | [21] |
| Rdf:type | Framework | [22] |
| Rdf:type | Software Framework | [24] |
| Rdf:type | Hardware Framework | [25] |
| Rdf:type | Platform | [26] |
| Rdf:type | Technology | [27] |
| Rdf:type | Material | [29] |
| Rdf:type | Model Material | [30] |
| Is Apple Gpu Framework | true | [3] |
| Is Apple Gpu Framework | Metal | [6] |
| Is Apple Gpu Framework | true | [9] |
| Apple Gpu Framework | {} | [8] |
| Apple Gpu Framework | null | [18] |
| Is Referenced Framework | true | [1] |
| Is Hardware Platform | true | [2] |
| Is Gpu Backend | Apple Metal | [4] |
| Is Compute Platform | null | [5] |
| Contextualizes As Apple Gpu Api | True | [7] |
| Has Component | Simd Group | [10] |
| Amortizes Overhead | Dispatch Overhead | [11] |
| Superior to Amx for Large N | true | [11] |
| Wins for | Large N | [11] |
| Loses to | Amx | [12] |
| Potentially Needed | If Needed | [13] |
| Is Apple Gpu Api | true | [14] |
| Supports Bptt | Lohe Delta a | [15] |
| Prefers Small Kernels | Lots of Small Kernels | [16] |
| Has Feeding Requirements | Batch Preference | [16] |
| Requires Batch Wiring | Batch Wiring | [16] |
| Emits No Warnings | During Execution | [17] |
| Contextually Relevant | Apple Gpu Api | [17] |
| Is Apple Graphics Api | true | [19] |
| Seeks | Youth for Office | [20] |
| Has Dispatch Overhead | high | [27] |
| Property | Becomes Too Hot | [28] |
Timeline
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.
—
isReferencedFrameworkblah/watt-activation/part-79
true
—
isHardwarePlatformblah/watt-activation/part-102
true
—
isAppleGpuFrameworkblah/watt-activation/part-242
true
—
isGpuBackendblah/watt-activation/part-398
ex:apple-metal
—
isComputePlatformblah/watt-activation/part-449
null
—
isAppleGpuFrameworkblah/watt-activation/part-463
Metal
—
contextualizesAsAppleGpuApiblah/watt-activation/part-476
ex:true
—
appleGpuFrameworkblah/watt-activation/part-528
{}
—
isAppleGpuFrameworkblah/watt-activation/part-535
true
—
hasComponentblah/watt-activation/part-586
ex:simd-group
—
amortizesOverheadblah/watt-activation/part-638
ex:dispatch-overhead
—
superiorToAmxForLargeNblah/watt-activation/part-638
true
—
winsForblah/watt-activation/part-638
ex:large-n
—
losesToblah/watt-activation/part-641
ex:amx
—
potentiallyNeededblah/watt-activation/part-642
ex:if-needed
—
isAppleGpuApiblah/watt-activation/part-678
true
—
supportsBpttblah/watt-activation/part-696
ex:lohe-delta-a
—
prefersSmallKernelsblah/watt-activation/part-17
ex:lots-of-small-kernels
—
hasFeedingRequirementsblah/watt-activation/part-17
ex:batch-preference
—
requiresBatchWiringblah/watt-activation/part-17
ex:batch-wiring
—
emitsNoWarningsblah/watt-activation/part-80
ex:during-execution
—
contextuallyRelevantblah/watt-activation/part-80
ex:apple-gpu-api
—
appleGpuFrameworkblah/watt-activation/part-475
null
—
isAppleGraphicsApiblah/watt-activation/part-543
true
—
seeksrosie-reynolds-massacre-connection/trove-reynolds-bros-carriers-teamsters-175310408
ex:youth-for-office
—
typeblah/training-and-evals/33
ex:SoftwareFramework
—
labelblah/watt-activation/17
metal
—
typeblah/watt-activation/17
ex:Framework
—
labelblah/watt-activation/98
Metal
—
typeblah/watt-activation/229
ex:SoftwareFramework
—
typeblah/watt-activation/447
ex:HardwareFramework
—
labelblah/watt-activation/447
Metal
—
typeblah/watt-activation/473
ex:Platform
—
labelblah/watt-activation/473
Metal
—
typeblah/watt-activation/638
ex:Technology
—
labelblah/watt-activation/638
Metal
—
hasDispatchOverheadblah/watt-activation/638
high
—
propertyseven-sisters-of-sleep/56
ex:becomes-too-hot
—
typelocomo/ac58a962-a36d-4a80-9e0d-d01fbe01691c
ex:Material
2023-05-27
typelme/f62c1c85-b30e-42d0-abe4-dfe5df8a8f3b
ex:Model-Material
2023-05-27
labellme/f62c1c85-b30e-42d0-abe4-dfe5df8a8f3b
Metal
References (30)
30 references
ctx:discord/blah/watt-activation/part-79ctx:discord/blah/watt-activation/part-102ctx:discord/blah/watt-activation/part-242ctx:discord/blah/watt-activation/part-398ctx:discord/blah/watt-activation/part-449ctx:discord/blah/watt-activation/part-463ctx:discord/blah/watt-activation/part-476ctx:discord/blah/watt-activation/part-528ctx:discord/blah/watt-activation/part-535ctx:discord/blah/watt-activation/part-586ctx:discord/blah/watt-activation/part-638ctx:discord/blah/watt-activation/part-641ctx:discord/blah/watt-activation/part-642ctx:discord/blah/watt-activation/part-678ctx:discord/blah/watt-activation/part-696ctx:discord/blah/watt-activation/part-17ctx:discord/blah/watt-activation/part-80ctx:discord/blah/watt-activation/part-475ctx:discord/blah/watt-activation/part-543ctx:genes/rosie-reynolds-massacre-connection/trove-reynolds-bros-carriers-teamsters-175310408ctx:discord/blah/training-and-evals/33ctx:discord/blah/watt-activation/17- full textwatt-activation-17text/plain3 KB
doc:agent/watt-activation-17/34c034a2-297a-49fd-8499-a54ef15da9a5Show excerpt
[2026-03-03 17:55] xenonfun: 2026-02-27 to 2026-03-02 (just the M3 Ultra) Total API spending on this machine: ~$513.84 (all-time, cached data through Mar 2) Breakdown by major project | Project | Total | |---------|-------| | symbiogenesis…
ctx:discord/blah/watt-activation/98- full textwatt-activation-98text/plain3 KB
doc:agent/watt-activation-98/45a7b60f-6cd8-469a-a1f3-902c00901333Show excerpt
[2026-03-08 04:52] xenonfun: ``` H100 cloud pricing (roughly): ┌────────────────────┬─────────────┬────────────┬─────────┐ │ Provider │ Per H100/hr │ 8× H100/hr │ 2 hours │ ├────────────────────┼─────────────┼────────────┼─…
ctx:discord/blah/watt-activation/229ctx:discord/blah/watt-activation/447- full textwatt-activation-447text/plain2 KB
doc:agent/watt-activation-447/eb6b6320-13b6-4a43-9fc0-605d1212edf9Show 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 ┌───────────────────────────────┬───────────────────────────────…
ctx:discord/blah/watt-activation/473- full textwatt-activation-473text/plain2 KB
doc:agent/watt-activation-473/bbee128e-eb0e-43a7-904e-88cd885d13ddShow excerpt
[2026-03-21 19:47] xenonfun: ``` ⏺ Both done. Side-by-side comparison: ┌──────────┬─────────────┬────────────┐ │ │ Finite-diff │ Analytical │ ├──────────┼─────────────┼────────────┤ │ Best BPB │ 2.04 │ 2.19 │ …
ctx:discord/blah/watt-activation/638- full textwatt-activation-638text/plain3 KB
doc:agent/watt-activation-638/539b1483-cc08-42f3-9ea1-6a7f6ae47ab8Show excerpt
[2026-04-16 00:45] xenonfun: ``` ⏺ Let me answer the Python question first, then look at rayon parallelism. Python training setup (from scaling_wave_native_curriculum.py): - BATCH_SIZE = 32 (base script has BATCH_SIZE=16 with GRAD_ACCU…
ctx:books/seven-sisters-of-sleep/56- full texttmp93bh8pig_seven-sisters-of-sleep_56text/plain3 KB
doc:agent/tmp93bh8pig_seven-sisters-of-sleep_56/e13b8a4c-276e-458b-b617-cfe636f8d5f2Show excerpt
ne. The natives of the South-West coast of Africa, near Elizabeth’s Bay, use pipes in the shape of a cigar tube formed of a mottled green or white mineral of the magnesian family, externally carved or roughly ornamented. Sailors, when o…
ctx:claims/locomo/ac58a962-a36d-4a80-9e0d-d01fbe01691c- full textbeam-chunktext/plain4 KB
doc:beam/ac58a962-a36d-4a80-9e0d-d01fbe01691cShow excerpt
[Session date: 8:56 pm on 20 September, 2022] John: Hey James, been a few days since we chatted. Lots of stuff goin' on in my life! James: Hey John! What new has happened in your life? John: Yesterday I started a new startup - portable smok…
ctx:claims/lme/f62c1c85-b30e-42d0-abe4-dfe5df8a8f3b- full textbeam-chunktext/plain19 KB
doc:beam/f62c1c85-b30e-42d0-abe4-dfe5df8a8f3bShow excerpt
[Session date: 2023/05/27 (Sat) 02:41] User: I'm looking for some tips on weathering effects for my current project, a Ford Mustang Shelby GT350R model. Do you have any tutorials or recommendations on how to achieve a realistic worn-out loo…
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