Dontopedia

Opus

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

Linked via sameAs to 1 other subject: M2.7Review & merge →

Opus has 28 facts recorded in Dontopedia across 15 references, with 2 live disagreements.

28 facts·22 predicates·15 sources·2 in dispute

Mostly:rdf:type(5), stops due to(2), exhibits syntax errors(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (30)

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.

requiresComponentRequires Component(4)

causesStoppingCauses Stopping(2)

usesModelUses Model(2)

blindlyTrustsBlindly Trusts(1)

claimsBetterDocumentationClaims Better Documentation(1)

conductsFeatureReviewConducts Feature Review(1)

contrastsTrustContrasts Trust(1)

criticizesCostOfCriticizes Cost of(1)

describesDependenciesDescribes Dependencies(1)

discussesProgressDiscusses Progress(1)

expressedPreferenceToUseExpressed Preference to Use(1)

handlesComplexityPoorlyHandles Complexity Poorly(1)

illustratesNoNeedForOverkillIllustrates No Need for Overkill(1)

involvesOpusInvolves Opus(1)

issueWithIssue With(1)

likelySameAsLikely Same As(1)

partOfOpusPart of Opus(1)

plansToPromptPlans to Prompt(1)

praisesPraises(1)

prefersOpusPrefers Opus(1)

questionsIfNormalUsingOpusQuestions If Normal Using Opus(1)

recommendsForPlanningRecommends for Planning(1)

suggestedForPlanningSuggested for Planning(1)

suggestsTestingSuggests Testing(1)

wouldHaveGoneMuchQuickerWithWould Have Gone Much Quicker With(1)

Other facts (27)

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.

27 facts
PredicateValueRef
Rdf:typeLlm Model[10]
Rdf:typeAI Model[12]
Rdf:typeModel[13]
Rdf:typeModel Component[14]
Rdf:typeSoftware Agent[15]
Stops Due toOutdated Doc Values[9]
Stops Due toWorrying About Time[9]
Exhibits Syntax Errorsnull[1]
Is AItrue[2]
Should Clean UpPerf Issues[3]
Lacks Mojotrue[4]
Preferred for Large ContextDevelopment[5]
Handles Large Context BetterBuilding This Part[5]
Exists As Superior ModelLlm Landscape[5]
Documents Correct PracticesNotes[6]
Making MessIt[7]
Needed to ReachSage[8]
Involves Teacher StageTeacher[8]
Is Stuck atTeacher[8]
Is Teacher StageCap1024[8]
Requires Calls~1100[8]
Stops Out the Gatetrue[9]
Has Initial Stopping Issuetrue[9]
LacksMost[11]
Trusted byAjaxdavis[12]
Estimated Calls to Reach Sage1100[14]
Has Stated BehaviorStopping Behavior[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.

28 undated
—
exhibitsSyntaxErrorsblah/katbot/part-8
null
—
isAIblah/maldoror/part-5
true
—
shouldCleanUpblah/maldoror/part-4
ex:perf-issues
—
lacksMojoblah/random/part-40
true
—
preferredForLargeContextblah/safiersemantics/part-15
ex:development
—
handlesLargeContextBetterblah/safiersemantics/part-15
ex:building-this-part
—
existsAsSuperiorModelblah/safiersemantics/part-15
ex:llm-landscape
—
documentsCorrectPracticesblah/safiersemantics/part-34
ex:notes
—
makingMessblah/safiersemantics/part-51
ex:it
—
neededToReachblah/training-and-evals/part-42
ex:sage
—
involvesTeacherStageblah/training-and-evals/part-42
ex:teacher
—
isStuckAtblah/training-and-evals/part-42
ex:teacher
—
isTeacherStageblah/training-and-evals/part-42
ex:cap1024
—
requiresCallsblah/training-and-evals/part-42
~1100
—
stopsOutTheGateblah/watt-activation/part-650
true
—
hasInitialStoppingIssueblah/watt-activation/part-650
true
—
stopsDueToblah/watt-activation/part-650
ex:outdated-doc-values
—
stopsDueToblah/watt-activation/part-650
ex:worrying-about-time
—
typeblah/katbot/8
ex:LLMModel
—
lacksblah/random/40
ex:most
—
typeblah/safiersemantics/11
ex:AIModel
—
trustedByblah/safiersemantics/11
ex:ajaxdavis
—
typeblah/safiersemantics/14
ex:Model
—
typeblah/training-and-evals/42
ex:ModelComponent
—
estimatedCallsToReachSageblah/training-and-evals/42
1100
—
labelblah/watt-activation/647
Opus
—
typeblah/watt-activation/647
ex:SoftwareAgent
—
hasStatedBehaviorblah/watt-activation/647
ex:stopping-behavior

References (15)

15 references
  1. [1]Part 81 fact
    ctx:discord/blah/katbot/part-8
  2. [2]Part 51 fact
    ctx:discord/blah/maldoror/part-5
  3. [3]Part 41 fact
    ctx:discord/blah/maldoror/part-4
  4. [4]Part 401 fact
    ctx:discord/blah/random/part-40
  5. [5]Part 153 facts
    ctx:discord/blah/safiersemantics/part-15
  6. [6]Part 341 fact
    ctx:discord/blah/safiersemantics/part-34
  7. [7]Part 511 fact
    ctx:discord/blah/safiersemantics/part-51
  8. [8]Part 425 facts
    ctx:discord/blah/training-and-evals/part-42
  9. [9]Part 6504 facts
    ctx:discord/blah/watt-activation/part-650
  10. [10]81 fact
    ctx:discord/blah/katbot/8
    • full textkatbot-8
      text/plain3 KBdoc:agent/katbot-8/c419a500-5efa-4abd-901a-12ae1d22d09c
      Show excerpt
      [2026-01-27 12:16] lisamegawatts: the correct way according to their docs is likely a plugin [2026-01-27 12:16] ajaxdavis: yeah idk how that works i would just manually place your agents in the `.claude/agents` folder [2026-01-27 12:16] aja…
  11. [11]401 fact
    ctx:discord/blah/random/40
    • full textrandom-40
      text/plain3 KBdoc:agent/random-40/730d8c77-858f-41f8-a687-36cfdb4d5cc9
      Show excerpt
      [2026-03-19 00:22] xenonfun: ``` The open question: Your existing lohe_complex_split attention already has complex poles with dispersion. The Helmholtz fiber is doing something very similar but at the FFN level rather than the attention…
  12. [12]112 facts
    ctx:discord/blah/safiersemantics/11
    • full textsafiersemantics-11
      text/plain3 KBdoc:agent/safiersemantics-11/a2ecbcad-d60d-4fcc-9c75-8e815276b0b2
      Show excerpt
      [2026-01-19 21:06] xenonfun: having opencode test the UI, will see if I can have it make bug report (files: Screenshot_2026-01-19_at_4.06.02_PM.png) [2026-01-19 21:11] ajaxdavis: hrmmm last time i checked assistant messages were rendering l…
  13. [13]141 fact
    ctx:discord/blah/safiersemantics/14
    • full textsafiersemantics-14
      text/plain3 KBdoc:agent/safiersemantics-14/190231ba-f788-4861-9109-c315dab93319
      Show excerpt
      [2026-01-20 16:35] xenonfun: ⏺ Let me look at an alternative approach - instead of using reflection to create methods, we can create AIFunctions directly with delegates and explicit schema. Let me read the current CreateFromMcpClientAsync i…
  14. [14]422 facts
    ctx:discord/blah/training-and-evals/42
    • full texttraining-and-evals-42
      text/plain1 KBdoc:agent/training-and-evals-42/2f1ebbcd-60db-4bec-93c9-7ea883e1b1f2
      Show excerpt
      [2026-03-20 11:40] foxhop.: distilling more synthetic training data. [2026-03-20 12:16] foxhop.: ● Right — sage (cap4096) and secret sage (cap8192) need BOTH opus and hermes at all lower scales to build the lattice. Hermes is done through p…
  15. [15]6473 facts
    ctx:discord/blah/watt-activation/647
    • full textwatt-activation-647
      text/plain2 KBdoc:agent/watt-activation-647/e34dba3a-8768-492e-a455-0b600f1916e9
      Show excerpt
      [2026-04-17 01:13] xenonfun: well M2.7 oculdn't figure that out. see what Opus does, thou out the gate it is stopping because I think of outdated doc values and worrying about things taking too long. ✶ Benchmarking keygen timing… (1m 30s · …

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