Dontopedia

Scaling Behavior

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

Scaling Behavior is sub-linear but real.

6 facts·6 predicates·4 sources

Mostly:supports(1), holds across corpora(1), rdf:type(1)

Maturity scale raw canonical shape-checked rule-derived certified

Inbound mentions (5)

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.

agreesWithImprovementAgrees With Improvement(1)

discussesTopicDiscusses Topic(1)

observedStateObserved State(1)

observesLongerSequencesAmortizeFixedOverheadObserves Longer Sequences Amortize Fixed Overhead(1)

visualizesVisualizes(1)

Other facts (6)

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.

6 facts
PredicateValueRef
SupportsDesign Rationale[1]
Holds Across Corporanull[2]
Rdf:typeProperty[3]
Descriptionsub-linear but real[4]
Detaildoubling batch or seq doesn't double time[4]
Resultefficiency improves[4]

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.

6 undated
—
supportsblah/watt-activation/part-54
ex:design-rationale
—
holdsAcrossCorporablah/watt-activation/part-298
null
—
typeblah/watt-activation/54
ex:Property
—
descriptionblah/watt-activation/359
sub-linear but real
—
detailblah/watt-activation/359
doubling batch or seq doesn't double time
—
resultblah/watt-activation/359
efficiency improves

References (4)

4 references
  1. [1]Part 541 fact
    ctx:discord/blah/watt-activation/part-54
  2. [2]Part 2981 fact
    ctx:discord/blah/watt-activation/part-298
  3. [3]541 fact
    ctx:discord/blah/watt-activation/54
    • full textwatt-activation-54
      text/plain3 KBdoc:agent/watt-activation-54/9c160fbe-3ecd-4fef-a7f2-05c09e10d384
      Show excerpt
      [2026-03-07 08:45] xenonfun: ``` My read overall This has crossed the line from “interesting mechanism” to credible architectural contribution. Not because any one metric is huge, but because the results are internally consistent: the mo…
  4. [4]3593 facts
    ctx:discord/blah/watt-activation/359
    • full textwatt-activation-359
      text/plain3 KBdoc:agent/watt-activation-359/2949f773-9cca-4cca-8a3c-684d1c29e527
      Show excerpt
      [2026-03-17 18:58] xenonfun: Strong results, especially for the thin-deep model: ``` ┌────────────────────┬─────────────────────┬────────────────────┐ │ │ K2 D24 d=768 │ K2 D48 d=384 │ ├────────────────…

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