Dontopedia

Hardware

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-20.)

Hardware has 101 facts recorded in Dontopedia across 15 references, with 8 live disagreements.

101 facts·63 predicates·15 sources·8 in dispute

Mostly:rdf:type(17), ex:includes(11), has part(3)

Maturity scale raw canonical shape-checked rule-derived certified

Rdf:typein disputerdf:type

Ex:includesin disputeex:includes

  • Cpu[15]all time · Discord:1349727923434815519:1474609483052355796
  • Gpu[15]all time · Discord:1349727923434815519:1474609483052355796
  • Ram[15]all time · Discord:1349727923434815519:1474609483052355796
  • Motherboard[15]all time · Discord:1349727923434815519:1474609483052355796
  • Storage[15]all time · Discord:1349727923434815519:1474609483052355796
  • Psu[15]all time · Discord:1349727923434815519:1474609483052355796
  • Networking Equipment[15]all time · Discord:1349727923434815519:1474609483052355796
  • Peripherals[15]all time · Discord:1349727923434815519:1474609483052355796
  • Displays[15]all time · Discord:1349727923434815519:1474609483052355796
  • Input Devices[15]all time · Discord:1349727923434815519:1474609483052355796

Inbound mentions (47)

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.

stocksStocks(4)

importedImported(2)

agentsForAgents for(1)

appliesToApplies to(1)

benchmarksBenchmarks(1)

benchmarksHardwareBenchmarks Hardware(1)

categoryCategory(1)

consistsOfConsists of(1)

containsContains(1)

dependsOnDepends on(1)

ex:discussesEx:discusses(1)

executesIndentsForExecutes Indents for(1)

ex:hasExpertiseEx:has Expertise(1)

ex:hasInterestEx:has Interest(1)

ex:hasInterestInEx:has Interest in(1)

ex:isAboutEx:is About(1)

ex:isDedicatedToEx:is Dedicated to(1)

ex:isDedicatedToTopicEx:is Dedicated to Topic(1)

expressedNeedForExpressed Need for(1)

expressesNeedForExpresses Need for(1)

ex:relatesToEx:relates to(1)

ex:subjectEx:subject(1)

ex:topicEx:topic(1)

hasAspectHas Aspect(1)

hasSubTopicHas Sub Topic(1)

imported4CasksAnd40CasesHardwareImported4 Casks And40 Cases Hardware(1)

imported6CasksHardwareImported6 Casks Hardware(1)

importsImports(1)

includesIncludes(1)

isDirectImporterOfIs Direct Importer of(1)

mentionsMentions(1)

mentionsConsiderationsMentions Considerations(1)

offersOffers(1)

ontologicalDependenceOnOntological Dependence on(1)

ownsOwns(1)

plansToInvestigatePlans to Investigate(1)

protectsProtects(1)

sellsSells(1)

sellsWholesaleSells Wholesale(1)

talkToTalk to(1)

targetTarget(1)

typeOfType of(1)

worksWithWorks With(1)

Other facts (70)

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.

70 facts
PredicateValueRef
Has PartCpu[7]
Has PartRam[7]
Has PartDisk Space[7]
Contains ConsiderationCore Count[9]
Contains ConsiderationMemory Amount[9]
Contains ConsiderationIo Capabilities[9]
NeedsCpu[13]
NeedsMemory[13]
NeedsDisk Space[13]
Requires ConsiderationNumber of Cores[9]
Requires ConsiderationO Capabilities[9]
Contains RecommendationMachine Power[9]
Contains RecommendationResource Ample[9]
Should Havehigh DPI[14]
Should Haveadjustable sensitivity[14]
Has LimitHardware Limit[1]
Has Max Buffer58[2]
Capable ofL32k Scaling[2]
No Speculation Apparenttrue[3]
Protected byEnvironmental Controls[5]
Is Protected byEnvironmental Controls[6]
SpecificationAdequate CPU, RAM, and disk space[7]
Part ofEnvironment Setup[7]
Qualityadequate[7]
Typecomputing-resource[7]
EnablesQuantization[8]
RecommendsPowerful Machines[9]
RequiresSsd Storage[9]
Must Supportincreased_memory_load[11]
InfluencesPerformance Optimization[12]
Is Factor inPerformance Optimization[12]
Ex:is Physicaltrue[15]
Ex:is Tangibletrue[15]
Ex:requires Powertrue[15]
Ex:can Be Photographedtrue[15]
Ex:has Serial Numberstrue[15]
Ex:has Modelstrue[15]
Ex:has Brandstrue[15]
Ex:has Specstrue[15]
Ex:degrades Over Timetrue[15]
Ex:can Failtrue[15]
Ex:is a Technical Domaintrue[15]
Ex:includes Computerstrue[15]
Ex:includes Electronicstrue[15]
Ex:includes Componentstrue[15]
Ex:includes Peripheralstrue[15]
Ex:includes P Cstrue[15]
Ex:includes Serverstrue[15]
Ex:includes Networking Equipmenttrue[15]
Ex:includes Cp UStrue[15]
Ex:includes Gp UStrue[15]
Ex:includes Ramtrue[15]
Ex:includes Storagetrue[15]
Ex:includes Motherboardstrue[15]
Ex:includes Ps UStrue[15]
Ex:is Contrasted WithSoftware[15]
Ex:can Be Imagedtrue[15]
Ex:is Discussed in Tech Communitiestrue[15]
Ex:has Enthusiast Communitytrue[15]
Ex:relates to Engineeringtrue[15]
Ex:relates to Electronicstrue[15]
Ex:relates to Computingtrue[15]
Ex:relates to Manufacturingtrue[15]
Ex:relates to Repairtrue[15]
Ex:relates to Diytrue[15]
Ex:relates to Benchmarkingtrue[15]
Ex:relates to Pc Buildingtrue[15]
Ex:is Physical Not Digitaltrue[15]
Ex:constraintsAtlas Parity Effort[15]
Ex:enablesVllm[15]

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.

hasLimitblah/task-projects/part-8
ex:hardware-limit
hasMaxBufferblah/watt-activation/part-80
58
capableOfblah/watt-activation/part-80
ex:l32k-scaling
noSpeculationApparenttrove-cooktown/mauritius-queensland
true
typebeam/3c5a5e05-b3ae-4bba-8d2a-89405c566f1a
ex:Factor
typebeam/f42b3f9b-5c81-4b20-ac9a-8cd7bcc1b6ae
ex:PhysicalAsset
protectedBybeam/f42b3f9b-5c81-4b20-ac9a-8cd7bcc1b6ae
ex:environmental-controls
isProtectedBybeam/82d58db3-1719-4e97-8bb5-33de5a4639d4
ex:environmental-controls
typebeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
ex:TestingRequirement
labelbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
Hardware
specificationbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
Adequate CPU, RAM, and disk space
partOfbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
ex:environment-setup
hasPartbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
ex:CPU
hasPartbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
ex:RAM
hasPartbeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
ex:disk-space
qualitybeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
adequate
typebeam/5fe37d62-a00a-4c2e-a669-94e8993b82df
computing-resource
enablesbeam/5f379df5-7d9d-40a0-a5cd-0bea1748bb6f
ex:quantization
typebeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:Configuration_Subtopic
typebeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:Configuration_Component
labelbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
Hardware
recommendsbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:powerful-machines
requiresbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:ssd-storage
requiresConsiderationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:number-of-cores
requiresConsiderationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:I/O-capabilities
containsRecommendationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:machine-power
containsRecommendationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:resource-ample
containsConsiderationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:core-count
containsConsiderationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:memory-amount
containsConsiderationbeam/85f3fc72-57be-4f05-b97f-3e563413eff6
ex:io-capabilities
typebeam/aae1b2be-5c66-4e67-9387-cd4f9e0933eb
ex:InfrastructureComponent
labelbeam/aae1b2be-5c66-4e67-9387-cd4f9e0933eb
Hardware
typebeam/1441e385-eb54-41cd-a97c-fca333f4ece8
ex:ComputationalResource
mustSupportbeam/1441e385-eb54-41cd-a97c-fca333f4ece8
increased_memory_load
typebeam/8b1d2f80-1435-4447-8b2b-ffbface1b8b1
ex:Resource
influencesbeam/8b1d2f80-1435-4447-8b2b-ffbface1b8b1
ex:performance-optimization
isFactorInbeam/8b1d2f80-1435-4447-8b2b-ffbface1b8b1
ex:performance-optimization
needsbeam/5b5e7f56-9721-4aed-af28-85a78cf9bb82
ex:cpu
needsbeam/5b5e7f56-9721-4aed-af28-85a78cf9bb82
ex:memory
needsbeam/5b5e7f56-9721-4aed-af28-85a78cf9bb82
ex:disk-space
shouldHavelme/cb89e226-6057-4ef9-8234-58d4fe847798
high DPI
shouldHavelme/cb89e226-6057-4ef9-8234-58d4fe847798
adjustable sensitivity
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:Concept
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:Topic
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:Domain
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:ComputerHardware
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:EngineeringDomain
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:MaterialObject
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:CPU
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:GPU
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:RAM
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:Motherboard
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:Storage
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:PSU
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:NetworkingEquipment
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:Peripherals
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:Displays
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:InputDevices
includesclaims/session/discord:1349727923434815519:1474609483052355796
ex:Cables
isPhysicalclaims/session/discord:1349727923434815519:1474609483052355796
true
isTangibleclaims/session/discord:1349727923434815519:1474609483052355796
true
requiresPowerclaims/session/discord:1349727923434815519:1474609483052355796
true
canBePhotographedclaims/session/discord:1349727923434815519:1474609483052355796
true
hasSerialNumbersclaims/session/discord:1349727923434815519:1474609483052355796
true
hasModelsclaims/session/discord:1349727923434815519:1474609483052355796
true
hasBrandsclaims/session/discord:1349727923434815519:1474609483052355796
true
hasSpecsclaims/session/discord:1349727923434815519:1474609483052355796
true
degradesOverTimeclaims/session/discord:1349727923434815519:1474609483052355796
true
canFailclaims/session/discord:1349727923434815519:1474609483052355796
true
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:SubjectMatter
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:FieldOfInterest
typeclaims/session/discord:1349727923434815519:1474609483052355796
ex:TechnologyDomain
isATechnicalDomainclaims/session/discord:1349727923434815519:1474609483052355796
true
includesComputersclaims/session/discord:1349727923434815519:1474609483052355796
true
includesElectronicsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesComponentsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesPeripheralsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesPCsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesServersclaims/session/discord:1349727923434815519:1474609483052355796
true
includesNetworkingEquipmentclaims/session/discord:1349727923434815519:1474609483052355796
true
includesCPUsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesGPUsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesRAMclaims/session/discord:1349727923434815519:1474609483052355796
true
includesStorageclaims/session/discord:1349727923434815519:1474609483052355796
true
includesMotherboardsclaims/session/discord:1349727923434815519:1474609483052355796
true
includesPSUsclaims/session/discord:1349727923434815519:1474609483052355796
true
isContrastedWithclaims/session/discord:1349727923434815519:1474609483052355796
ex:software
canBeImagedclaims/session/discord:1349727923434815519:1474609483052355796
true
isDiscussedInTechCommunitiesclaims/session/discord:1349727923434815519:1474609483052355796
true
hasEnthusiastCommunityclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToEngineeringclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToElectronicsclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToComputingclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToManufacturingclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToRepairclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToDIYclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToBenchmarkingclaims/session/discord:1349727923434815519:1474609483052355796
true
relatesToPCBuildingclaims/session/discord:1349727923434815519:1474609483052355796
true
isPhysicalNotDigitalclaims/session/discord:1349727923434815519:1474609483052355796
true
constraintsclaims/session/discord:1349727923434815519:1474609483052355796
ex:AtlasParityEffort
enablesclaims/session/discord:1349727923434815519:1474609483052355796
ex:vllm

References (15)

15 references
  1. [1]Part 81 fact
    ctx:discord/blah/task-projects/part-8
  2. [2]Part 802 facts
    ctx:discord/blah/watt-activation/part-80
  3. ctx:genes/trove-cooktown/mauritius-queensland
  4. ctx:claims/beam/3c5a5e05-b3ae-4bba-8d2a-89405c566f1a
    • full textbeam-chunk
      text/plain1 KBdoc:beam/3c5a5e05-b3ae-4bba-8d2a-89405c566f1a
      Show excerpt
      1. **Resource Intensive**: Elasticsearch can be resource-intensive, requiring significant CPU, memory, and disk I/O. 2. **Complex Setup**: Properly configuring and tuning Elasticsearch can be complex, especially for high-performance require
  5. ctx:claims/beam/f42b3f9b-5c81-4b20-ac9a-8cd7bcc1b6ae
    • full textbeam-chunk
      text/plain1 KBdoc:beam/f42b3f9b-5c81-4b20-ac9a-8cd7bcc1b6ae
      Show excerpt
      - **Data Validation**: Implement data validation checks to ensure data integrity. - **Backup and Recovery**: Ensure regular backups are taken and recovery procedures are tested. 5. **Physical Security** - **Facility Access Control
  6. ctx:claims/beam/82d58db3-1719-4e97-8bb5-33de5a4639d4
    • full textbeam-chunk
      text/plain1 KBdoc:beam/82d58db3-1719-4e97-8bb5-33de5a4639d4
      Show excerpt
      6. **Patch Management** - Regularly patch and update all systems and software. - Regularly scan systems for vulnerabilities. 7. **Data Integrity** - Implement data validation checks. - Ensure regular backups and test recovery p
  7. ctx:claims/beam/5fe37d62-a00a-4c2e-a669-94e8993b82df
  8. ctx:claims/beam/5f379df5-7d9d-40a0-a5cd-0bea1748bb6f
    • full textbeam-chunk
      text/plain1 KBdoc:beam/5f379df5-7d9d-40a0-a5cd-0bea1748bb6f
      Show excerpt
      2. **Memory and Computational Efficiency** - **Quantization**: Reduces memory footprint and speeds up computations due to lower precision arithmetic. - **Pruning**: Reduces the number of operations and memory usage, leading to faster
  9. ctx:claims/beam/85f3fc72-57be-4f05-b97f-3e563413eff6
    • full textbeam-chunk
      text/plain1 KBdoc:beam/85f3fc72-57be-4f05-b97f-3e563413eff6
      Show excerpt
      But I'm not sure how to optimize the index settings for my specific use case - can you help me identify the bottlenecks and suggest improvements? ->-> 6, [Turn 5159] Assistant: Certainly! To design a retrieval system that supports 2,000 co
  10. ctx:claims/beam/aae1b2be-5c66-4e67-9387-cd4f9e0933eb
    • full textbeam-chunk
      text/plain1 KBdoc:beam/aae1b2be-5c66-4e67-9387-cd4f9e0933eb
      Show excerpt
      - **Lower Pricing:** Generally less expensive than AWS Elasticsearch, especially when you have existing infrastructure. - **Control Over Costs:** You can control hardware and software costs, and optimize for specific use cases. 2. **
  11. ctx:claims/beam/1441e385-eb54-41cd-a97c-fca333f4ece8
    • full textbeam-chunk
      text/plain1 KBdoc:beam/1441e385-eb54-41cd-a97c-fca333f4ece8
      Show excerpt
      loss_fn = nn.MSELoss() # Define the optimizer optimizer = optim.Adam(model.parameters(), lr=1e-4) # Training loop for epoch in range(10): for i in range(len(padded_sequences)): inputs = padded_sequences[i].unsqueeze(0) # Add
  12. ctx:claims/beam/8b1d2f80-1435-4447-8b2b-ffbface1b8b1
    • full textbeam-chunk
      text/plain1 KBdoc:beam/8b1d2f80-1435-4447-8b2b-ffbface1b8b1
      Show excerpt
      4. **DataLoader**: Efficiently handles data batching and parallel data loading. 5. **ThreadPoolExecutor**: Enables parallel processing of batches to improve throughput. 6. **Logging**: Configured to log information and errors for monitoring
  13. ctx:claims/beam/5b5e7f56-9721-4aed-af28-85a78cf9bb82
    • full textbeam-chunk
      text/plain1 KBdoc:beam/5b5e7f56-9721-4aed-af28-85a78cf9bb82
      Show excerpt
      - Use Kibana or other monitoring tools to monitor the health and performance of your Elasticsearch cluster. - Profile queries using the `_profile` endpoint to identify bottlenecks. 2. **Caching**: - Leverage Elasticsearch's query
  14. ctx:claims/lme/cb89e226-6057-4ef9-8234-58d4fe847798
    • full textbeam-chunk
      text/plain15 KBdoc:beam/cb89e226-6057-4ef9-8234-58d4fe847798
      Show excerpt
      [Session date: 2023/06/16 (Fri) 20:24] User: I'm thinking of getting a new gaming mouse to pair with my new keyboard. Can you recommend some good options for FPS games like Apex Legends? By the way, I've been playing a lot of Apex lately an
  15. ctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain122 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/c0f0ebd1-a4f8-4558-830f-7606b022fb34
      Show excerpt
      xenonfun in #hardware: <@823468778704076810> highly recommend you check it out. will post recipe its still tweaking a bit.
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain233 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/6eef4273-53b6-4121-8654-4a110f1e1900
      Show excerpt
      xenonfun in #hardware: Outstanding — 11/11 grounded inside bbox, mean error 4px on the real dense dashboard, and the live clicks landed exactly on 📊 monitor and 🌐 network. Let me visually confirm the clicks actually switched views.
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain42 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/4f37dae8-d1d8-4286-8525-faa1f654ab1f
      Show excerpt
      xenonfun in #hardware: yeah its impressive
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain523 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/b9a55e67-2d54-4015-b82a-1dcc0d725016
      Show excerpt
      xenonfun in #hardware: ``` Concurrency sweep (mixed image+text, 256 tok out) — 46/46 OK ┌──────┬─────────────┬──────┬──────┐ │ Conc │ Gen tput │ p50 │ p95 │ ├──────┼─────────────┼──────┼──────┤ │ 1 │ 75.8 tok/s │ 3.0s │
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain257 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/0c953748-fc71-4d5d-b0c2-68597208eca5
      Show excerpt
      xenonfun in #hardware: All the earlier verifications still stand from this same running instance: KV fit at 0.35 (18 GB / 1.79M tokens → 6.84× at full 256K), tool calling working (structured tool_calls, qwen3_coder), and 44K-token needle
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain54 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/30584c55-874d-4651-890d-6f83d01a4524
      Show excerpt
      xenonfun in #hardware: running it thru some tests now.
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain52 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/6e3cf62a-690c-40b6-b16a-b36d39493091
      Show excerpt
      xenonfun in #hardware: yeah its looking pretty solid
    • full textctx:memory/claims/session/discord:1349727923434815519:1474609483052355796
      text/plain274 Bdoc:memory/claims/session/discord:1349727923434815519:1474609483052355796/502f1c9c-5acf-4057-b413-bfe6dc6dcd5d
      Show excerpt
      xenonfun in #hardware: would be nice if FP4 worked. Your GPU does not have native support for FP4 computation but FP4 quantization is being used. Weight-only FP4 compression will be used leveraging the Marlin kernel. This may degrade perfor
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      xenonfun in #hardware: holo3.1 running. faster than nemo with zero optimization, will see how it goes: https://huggingface.co/Hcompany/Holo-3.1-35B-A3B-NVFP4
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      xenonfun in #hardware: yeah I was going to start looking but that guy been working on it. glad can quant as they are heavy.
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      ajaxdavis in #hardware: that will be pretty sick to have locally
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      xenonfun in #hardware: https://x.com/i/status/2061810401013100871

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