AI models
From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-06.)
AI models has 26 facts recorded in Dontopedia across 18 references, with 2 live disagreements.
26 facts·23 predicates·18 sources·2 in dispute
Mostly:struggle with(2), rdf:type(2), exist in sizes micro to large(1)
Maturity scale
raw canonical shape-checked rule-derived certifiedInbound mentions (35)
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.
appliesToApplies to(1)
- Tradeoff
ex:tradeoff
areEntitiesAre Entities(1)
- Models
ex:models
assertsTrainingOnAsserts Training on(1)
- Proposition Most Models Trained on Benchmarks
ex:proposition-most-models-trained-on-benchmarks
callsGenerateContentStreamCalls Generate Content Stream(1)
- Main
ex:main
:canBeRefusedBy:can Be Refused by(1)
- Slash Commands
ex:slash-commands
containsModelsContains Models(1)
- Chatroom
ex:chatroom
crossReferencesCodeComponentsCross References Code Components(1)
- Proposed Feature
ex:proposed-feature
discussesDiscusses(1)
- AI Models Article
ex:ai-models-article
exemplarOfExemplar of(1)
- Claude
ex:claude
expectsQuickDownloadTimeForExpects Quick Download Time for(1)
- Xenonfun
ex:xenonfun
explainsCodeExplains Code(1)
- Proposed Feature
ex:proposed-feature
focusesOnModelPortingFocuses on Model Porting(1)
- Chat Log
ex:chat-log
generalizesToGeneralizes to(1)
- Message 10
ex:message-10
generatedByGenerated by(1)
- Cohesive Narrative
ex:cohesive-narrative
handlesHandles(1)
- Uncloseai Bot
ex:uncloseai-bot
impliesOverfittingImplies Overfitting(1)
- Traves Theberge
ex:traves-theberge
involvesExperimentingWithInvolves Experimenting With(1)
- Step 5 Experiment With Combinations
ex:step-5-experiment-with-combinations
isTooNewForTrainingIs Too New for Training(1)
- Programming Language for Llms
ex:programming-language-for-llms
memberOfMember of(1)
- Claude
ex:claude
parentCategoryParent Category(1)
- Llms
ex:llms
presupposesGroupInterestInAiCodingPresupposes Group Interest in AI Coding(1)
- Girvo
ex:girvo
prioritizesSpeedPrioritizes Speed(1)
- Groq
ex:groq
providesFreeModelsOutOfBoxProvides Free Models Out of Box(1)
- Open Lens
ex:open-lens
providesRankingProvides Ranking(1)
- Lisamegawatts
ex:lisamegawatts
questionedIfModelsTooDumbQuestioned If Models Too Dumb(1)
- Ajaxdavis
ex:ajaxdavis
referencesEntityReferences Entity(1)
- Message 10
ex:message-10
refersToRefers to(1)
- Limit Stat
ex:limit-stat
relatedToRelated to(1)
- Alerts Based on Sources
ex:alerts-based-on-sources
statesThatStates That(1)
- Message 10
ex:message-10
summarizesCodeSummarizes Code(1)
- Proposed Feature
ex:proposed-feature
supportsModelCreationSupports Model Creation(1)
- Evals Blah Dev
ex:evals-blah-dev
suspectedAsTrainingDataSuspected As Training Data(1)
- Benchmarks
ex:benchmarks
technicalExpertiseTechnical Expertise(1)
- Lisamegawatts
ex:lisamegawatts
usedForEvaluatingUsed for Evaluating(1)
- Benchmarks
ex:benchmarks
usesUses(1)
- Uncloseai Bot
ex:uncloseai-bot
Other facts (25)
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.
25 facts
| Predicate | Value | Ref |
|---|---|---|
| Struggle With | Expert Global History | [1] |
| Struggle With | Expert Level Global History Knowledge | [17] |
| Rdf:type | Category | [15] |
| Rdf:type | Technical Domain | [16] |
| Exist in Sizes Micro to Large | null | [2] |
| Outperform Humans on Time Intensive Tasks | null | [2] |
| Essential for | Dev Workflow | [3] |
| Require Safeguards in Prod | True | [4] |
| Degrade Over Time | Dumber Less Diligent | [5] |
| Struggles to Follow Principles | Particular Principles | [6] |
| Potentially Overfit to | Benchmarks | [7] |
| Questioned for Real Utility | Benchmarks | [7] |
| Frequently Discussed | null | [8] |
| Integrates Into | Code Query Tool | [9] |
| Rapidly Improving Coding | Qwen Claude Glm | [10] |
| Not Trained on New Tech | Programming Language for Llms | [11] |
| Have Ontological Efficiency Variation | Feedback States | [12] |
| Optimized for Speed | Throughput | [13] |
| Can Tackle | Components | [14] |
| Has Member | Claude | [15] |
| Has Subcategory | Llms | [15] |
| Performance Level | struggle | [17] |
| Applied to | article source extraction | [17] |
| Performance Issue | knowledge gap | [17] |
| Has Training Method | gentle-dialogue-training | [18] |
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.
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struggleWithblah/atlas-ai
ex:expert-global-history
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existInSizesMicroToLargeblah/general/part-62
null
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outperformHumansOnTimeIntensiveTasksblah/general/part-62
null
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essentialForblah/general/part-118
ex:dev-workflow
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requireSafeguardsInProdblah/general/part-126
ex:true
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degradeOverTimeblah/general/part-131
ex:dumber-less-diligent
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strugglesToFollowPrinciplesblah/general/part-140
ex:particular-principles
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potentiallyOverfitToblah/models/part-6
ex:benchmarks
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questionedForRealUtilityblah/models/part-6
ex:benchmarks
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frequentlyDiscussedblah/general/part-11
null
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integratesIntoblah/omega/part-122
ex:code-query-tool
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rapidlyImprovingCodingblah/general/part-27
ex:qwen-claude-glm
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notTrainedOnNewTechblah/resources/part-19
ex:programming-language-for-llms
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haveOntologicalEfficiencyVariationblah/resources/part-41
ex:feedback-states
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optimizedForSpeedblah/watt-activation/part-696
ex:throughput
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canTackleblah/resources/part-39
ex:components
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typeblah/agents/4
ex:Category
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labelblah/agents/4
AI models
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hasMemberblah/agents/4
ex:claude
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hasSubcategoryblah/agents/4
ex:llms
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typeblah/aoe2/2
ex:TechnicalDomain
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struggleWithblah/atlas-ai/1
ex:expert-level-global-history-knowledge
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performanceLevelblah/atlas-ai/1
struggle
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appliedToblah/atlas-ai/1
article source extraction
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performanceIssueblah/atlas-ai/1
knowledge gap
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hasTrainingMethodblah/omega-debug/54
gentle-dialogue-training
References (18)
18 references
ctx:discord/blah/atlas-aictx:discord/blah/general/part-62ctx:discord/blah/general/part-118ctx:discord/blah/general/part-126ctx:discord/blah/general/part-131ctx:discord/blah/general/part-140ctx:discord/blah/models/part-6ctx:discord/blah/general/part-11ctx:discord/blah/omega/part-122ctx:discord/blah/general/part-27ctx:discord/blah/resources/part-19ctx:discord/blah/resources/part-41ctx:discord/blah/watt-activation/part-696ctx:discord/blah/resources/part-39ctx:discord/blah/agents/4- full textctx:discord/blah/agents/4text/plain3 KB
doc:discord/blah/agents/4Show excerpt
[2026-02-14 14:06] xenonfun: trying one. This you need to fix the README.md your install instructions don't work as is, it clones repo so must be `claude plugin marketplace add DavinciDreams/Agent-Team-Plugins` (files: Screenshot_2026-02-14…
ctx:discord/blah/aoe2/2- full textctx:discord/blah/aoe2/2text/plain3 KB
doc:discord/blah/aoe2/2Show excerpt
[2025-05-09 07:28] lisamegawatts: nothing, it is just using center truncation to save credits but no one told it that, so it can't help but cut the middle and doesn't know why as it intends to do what it says and write a whole fille, but th…
ctx:discord/blah/atlas-ai/1- full textctx:discord/blah/atlas-ai/1text/plain3 KB
doc:discord/blah/atlas-ai/1Show excerpt
[2025-03-29 14:08] lisamegawatts: https://ttd.wto.org/en/download [2025-03-29 14:09] lisamegawatts: global import export, i think from this data you could build something like import genius [2025-03-29 14:20] lisamegawatts: https://blog.gde…
ctx:discord/blah/omega-debug/54- full textomega-debug-54text/plain3 KB
doc:agent/omega-debug-54/38522832-10a2-4554-a7e1-ab30a80ca276Show excerpt
[2025-12-16 00:35] ajaxdavis: lolz why no one suggest using threads fuck ya [2025-12-17 14:25] omega [bot]: 🔧 **Health Check Alert** Detected issues with services: - omega-arbiter: `not_running` - omega-dashboard: `not_running` Attempting …
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